// for collective training as we already have ground mentions
public void setKeywordsTraining(
HashMap<String, ArrayList<XMLTagInfo>> groundMapWiki,
HashMap<String, ArrayList<XMLTagInfo>> groundMapManual,
String file) {
ArrayList<XMLTagInfo> mapForTrainFile = groundMapWiki.get(file);
for (int i = 0; i < mapForTrainFile.size(); i++) {
Mention mention = new Mention();
mention.key = mapForTrainFile.get(i).mention;
mention.name = mapForTrainFile.get(i).mention;
mention.length = mapForTrainFile.get(i).length;
mention.offset = mapForTrainFile.get(i).offset;
if (null == mention.name)
mention.name = document.substring(mention.offset, mention.offset + mention.length);
if (mention.offset < document.length() - 1) {
int context_lo = Math.max(0, (mention.offset) - contextSize);
int context_hi = Math.min(document.length() - 1, (mention.offset) + contextSize);
String contextString = document.substring(context_lo, context_hi);
mention.context = contextString.replaceAll("[^0-9a-z\\sA-Z/\\-]", "");
int con_lo = Math.max(0, mention.offset - 10);
int con_hi = Math.min(document.length() - 1, mention.offset + 10);
mention.contextAroundMention =
document.substring(con_lo, con_hi).replaceAll("[^0-9a-z\\sA-Z]", " ");
mention.contextAroundMention += " " + mention.name.replaceAll("[^0-9a-z\\sA-Z]", " ");
keywords.add(mention);
}
}
if (groundMapManual != null) {
ArrayList<XMLTagInfo> mapForTrainFile1 = groundMapManual.get(file);
for (int i = 0; i < mapForTrainFile1.size(); i++) {
Mention mention = new Mention();
mention.key = mapForTrainFile1.get(i).mention;
mention.name = mapForTrainFile1.get(i).mention;
mention.length = mapForTrainFile1.get(i).mention.length();
mention.offset = mapForTrainFile1.get(i).offset;
int context_lo = Math.max(0, mention.offset - contextSize);
int context_hi = Math.min(document.length() - 1, mention.offset + contextSize);
String contextString = document.substring(context_lo, context_hi);
mention.context = contextString.replaceAll("[^0-9a-z\\sA-Z/\\-]", "");
int con_lo = Math.max(0, mention.offset - 10);
int con_hi = Math.min(document.length() - 1, mention.offset + 10);
mention.contextAroundMention =
document.substring(con_lo, con_hi).replaceAll("[^0-9a-z\\sA-Z]", " ");
mention.contextAroundMention += " " + mention.name.replaceAll("[^0-9a-z\\sA-Z]", " ");
keywords.add(mention);
}
}
}
public void setKeywordsWikiMiner() {
try {
WikipediaAnnotator annotator = new WikipediaAnnotator();
long annstartTime = System.currentTimeMillis();
HashMap<String, Label.Sense[]> ment2ent = annotator.annotate(document);
long annendTime = System.currentTimeMillis();
long diff1 = (annendTime - annstartTime);
System.out.println("Time taken by annotater : " + diff1 + " milliseconds");
for (String key : ment2ent.keySet()) {
// sunny:adding code to check if sense is within freebase dataset
// adding it only if we find it.
// Vector<Label.Sense> updatedsenses = new Vector();
// for(Label.Sense s : ment2ent.get(key)){
// String entity = s.getTitle().replace(" ", "_");
// String freebaseid =
// WikiToFreebaseIDMap.getInstance().getFreeBaseID("\"/wikipedia/en_title/" + entity +
// "\"");
//
// if(freebaseid != null){
// updatedsenses.add(s);
// }
// }
//
// Label.Sense[] sensearray = new Label.Sense[updatedsenses.size()];
//
// updatedsenses.toArray(sensearray);
LabelSense senses = new LabelSense(ment2ent.get(key));
// LabelSense senses = new LabelSense(sensearray);
Mention mention = new Mention();
// System.out.println("key from ment2ent : " + key);
String ment = key.split("_")[0];
// System.out.println("ment from ment2ent : " + ment);
int off = Integer.parseInt(key.split("_")[1]);
mention.key = ment;
mention.name = ment;
mention.length = ment.length();
mention.offset = off;
mention.context = getContext(off, mention.length, contextSize);
mention.contextAroundMention = getContext(off, mention.length, 10);
mention.senses = senses;
keywords.add(mention);
}
} catch (Exception e) {
e.printStackTrace();
}
}
public void consolidateMentions(int maxLength) {
if (!Config.Server && thesaurus == null) {
thesaurus = new Wikisaurus();
}
ClientWikisauras obj = new ClientWikisauras();
// LuceneIndexWrapper luceneIndex = new LuceneIndexWrapper(
// props.getCompleteIndex(), props.getRedirectIndex(),
// props.getInlinkIndex(), props.getDisambIndex(),
// props.getAnchorIndex());
ArrayList<Mention> mentions = new ArrayList<Mention>();
mentions.addAll(keywords);
// System.out.println("consolidating mentions size:" + mentions.size());
keywords = new ArrayList<Mention>();
Integer[] token_type = new Integer[mentions.size()];
for (int i = 0; i < token_type.length; i++) token_type[i] = 0;
int curr_offset = 0;
String curr_mention = "";
for (int i = 0; i < mentions.size(); i++) {
if (token_type[i] != 0) {
// i++;
continue;
}
curr_offset = mentions.get(i).offset;
curr_mention = mentions.get(i).name;
// System.out.println("offset: " + curr_offset + " curr_mention: " + curr_mention + " context:
// " + mentions.get(i).context);
String[] allWords = new String[maxLength];
Integer[] allOffset = new Integer[maxLength];
String currWord = curr_mention;
Integer currWordEnd = curr_offset + curr_mention.length() + 1;
allWords[0] = currWord;
allOffset[0] = curr_offset;
int k = 1;
for (; k < maxLength; k++) {
currWordEnd = document.indexOf(" ", currWordEnd + 1);
if (currWordEnd == -1) currWordEnd = document.length();
if (curr_offset < 0 || curr_offset >= document.length()) {
k--;
break;
}
currWord = document.substring(curr_offset, currWordEnd);
allWords[k] = currWord;
allOffset[k] = currWordEnd;
if (currWordEnd >= document.length()) break;
}
if (k == maxLength) k--;
for (; k >= 0; k--) {
LabelSense senses = null;
// System.out.println("allwords[" + k + "] : " + allWords[k]);
try {
if (Config.Server) senses = obj.getSenses(allWords[k]);
else {
// String possibleMention = WordUtils.capitalize(allWords[k]);
Label.Sense[] temp = thesaurus.getSenses(allWords[k]);
// List<String> qwords = Arrays.asList(allWords[k].split(" "));
//
// boolean nostopword = true;
// for(String item : qwords){
// if(Stopwords.isStopword(item)){
// nostopword = false;
// }
// }
if (temp != null) senses = new LabelSense(temp);
// Vector<String> sensewmc = new Vector();
// Vector<Double> sensewmp = new Vector();
// hard coded search for the word in the freebase dataset. should not be done for long
// text hence commenting
// if(!Stopwords.isStopword(allWords[k].toLowerCase())){
// Vector<String> freebaseTitles =
// WikiToFreebaseIDMap.getInstance().getAllWikiTitles(allWords[k].toLowerCase());
// //String title = "/wikipedia/en_title/" + allWords[k].replace(" ", "_");
// //java.util.regex.Pattern pa =
// java.util.regex.Pattern.compile(title.toLowerCase());
// //java.util.regex.Matcher ma = pa.matcher("");
//
// if(freebaseTitles != null){
// for(String fbTitle : freebaseTitles){
// fbTitle = fbTitle.replace("/wikipedia/en_title/", "");
// fbTitle = fbTitle.replace("\"", "");
// fbTitle = fbTitle.replace("_", " ");
// System.out.println("fbTitle : " + fbTitle);
// sensewmc.add(fbTitle);
// sensewmp.add(new Double(1.0/(freebaseTitles.size())));
// //sensewmp.add(new Double(0));
// }
// }
// }
// if((temp != null) || (sensewmc.size() > 0)){
// senses = new LabelSense();
//
// int scount= 0,total = 0;
//
// if(temp != null){
// total = temp.length + sensewmc.size();
// senses.wikiMinerCandidate = new String[temp.length + sensewmc.size()];
// senses.wikiMinerProbability = new double[temp.length + sensewmc.size()];
//
// for(;scount<temp.length;++scount){
// senses.wikiMinerCandidate[scount] = temp[scount].getTitle();
// senses.wikiMinerProbability[scount] = temp[scount].getPriorProbability();
// }
// scount = temp.length;
// }
// else{
// total = sensewmc.size();
// senses.wikiMinerCandidate = new String[sensewmc.size()];
// senses.wikiMinerProbability = new double[sensewmc.size()];
// }
//
// for(int cnt = 0;scount < total;++scount,++cnt){
// senses.wikiMinerCandidate[scount] = sensewmc.elementAt(cnt);
// senses.wikiMinerProbability[scount] = sensewmp.elementAt(cnt);
// }
// }
// else if((k >= 1 && k <= 2) || ((k == 0) &&
// (!Stopwords.isStopword(allWords[k].split("_")[0]))))
// else if((k <= 2) && (nostopword == true))
// {
// String myquery = allWords[k];
//
// String query = luceneIndex.buildPhraseSearchQuery(myquery,null);
//
// System.out.println("query : " + query);
//
// if (query != null) {
// luceneIndex.searchStringInIndex(query, 2);
//
// System.out.println("found : " + luceneIndex.hits.scoreDocs.length);
//
// Vector<String> sensewmc = new Vector();
// Vector<Double> sensewmp = new Vector();
//
// for (int licount = 0;licount < luceneIndex.hits.scoreDocs.length;++licount) {
// Document doc =
// luceneIndex.searcher.doc(luceneIndex.hits.scoreDocs[licount].doc); // get the next
// document
//
// String pagetitle = doc.get("page_title");
// String disamb = doc.get("title_disamb");
// if (!((disamb == null) || disamb.equals(""))){
// pagetitle = pagetitle + " (" + disamb + ")";
// }
//
// System.out.println("lucene hit: " + pagetitle + " score : " +
// luceneIndex.hits.scoreDocs[licount].score);
//
// //if(luceneIndex.hits.scoreDocs[licount].score < 0.5)
// // continue;
//
// sensewmc.add(pagetitle);
// sensewmp.add(new Double(luceneIndex.hits.scoreDocs[licount].score));
//
// if(sensewmc.size() == 3)
// break;
// }
//
// if(sensewmc.size() > 0){
// senses = new LabelSense();
//
// if(sensewmc.size() == 3){
// senses.wikiMinerCandidate = new String[3];
// senses.wikiMinerProbability = new double[3];
// }
// else{
// senses.wikiMinerCandidate = new String[sensewmc.size()];
// senses.wikiMinerProbability = new double[sensewmc.size()];
// }
// }
//
// for(int scount=0;scount<sensewmc.size();++scount){
// senses.wikiMinerCandidate[scount] = sensewmc.elementAt(scount);
// senses.wikiMinerProbability[scount] = sensewmp.elementAt(scount);
// }
// }
// }
}
} catch (Exception e) {
e.printStackTrace();
System.exit(1);
}
if (null != senses) {
// Vector<String> updatedsensewmc = new Vector();
// Vector<Double> updatedsensewmp = new Vector();
// for(int x=0;x<senses.wikiMinerCandidate.length;++x){
// System.out.println("senses: " + senses.wikiMinerCandidate[x]);
// String entity = senses.wikiMinerCandidate[x].replace(" ", "_");
// String freebaseid =
// WikiToFreebaseIDMap.getInstance().getFreeBaseID("\"/wikipedia/en_title/" + entity +
// "\"");
// if(freebaseid != null){
// updatedsensewmc.add(senses.wikiMinerCandidate[x]);
// updatedsensewmp.add(senses.wikiMinerProbability[x]);
// }
// }
//
// LabelSense lsense = new LabelSense();
//
// lsense.wikiMinerCandidate = new String[updatedsensewmc.size()];
// lsense.wikiMinerProbability = new double[updatedsensewmc.size()];
//
// for(int scount=0;scount<updatedsensewmc.size();++scount){
// lsense.wikiMinerCandidate[scount] = updatedsensewmc.elementAt(scount);
// lsense.wikiMinerProbability[scount] = updatedsensewmp.elementAt(scount);
// }
Mention new_mention = new Mention();
new_mention.name = allWords[k];
new_mention.length = new_mention.name.length();
new_mention.offset = curr_offset;
new_mention.context = getContext(curr_offset, new_mention.length, contextSize);
new_mention.contextAroundMention = getContext(curr_offset, new_mention.length, 10);
if (k == 0) new_mention.key = mentions.get(i).key;
// new_mention.senses = lsense;
new_mention.senses = senses;
System.out.println("wikiminer candidate for : " + new_mention.name);
for (int ic = 0; ic < senses.wikiMinerCandidate.length; ++ic) {
System.out.println(
"\t" + senses.wikiMinerCandidate[ic] + " " + senses.wikiMinerProbability[ic]);
}
keywords.add(new_mention);
// System.out.println("new_mention offset + length : " + new_mention.offset + " " +
// new_mention.length);
if (!isArticleToken(curr_mention)) {
for (int j = i;
j < mentions.size()
&& mentions.get(j).offset < (new_mention.offset + new_mention.length);
j++) token_type[j] = 1;
} else {
token_type[i] = 2;
}
break;
}
}
if (token_type[i] == 0 && !isArticleToken(curr_mention) && isValidToken(curr_mention)) {
keywords.add(mentions.get(i));
}
}
}
public void setKeywords(boolean stem) throws Exception {
tagged_document = tagger.tagString(document);
ArrayList<String> tokens = new ArrayList<String>();
// System.out.println("tagged document : " + tagged_document);
StringTokenizer str = new StringTokenizer(tagged_document);
while (str.hasMoreTokens()) {
String token = str.nextToken();
if (token == null || "".equals(token) || " ".equals(token)) continue;
if (!Stopwords.isStopword(token.split("_")[0])
|| noun_tags.contains(token.split("_")[1])
|| adj_tags.contains(token.split("_")[1])
|| extra_tags.contains(token.split("_")[1])) tokens.add(token);
// System.out.println("token : " + token);
if (!Stopwords.isStopword(token.split("_")[0])) {
// System.out.println("token added.");
tokens.add(token);
}
}
String prev_tag = null; // if previous token was a noun then add n-gram
// noun clause
int curr_offset = 0, currbyte = 0;
for (int i = 0; i < tokens.size(); i++) {
// System.out.print(" "+tokens.get(i));
if (tokens.get(i) == null) continue;
Matcher matcher = pattern.matcher(tokens.get(i));
matcher.find();
String word = matcher.group(1);
String tag = matcher.group(2);
// System.out.println("word: " + word + " tag: " + tag);
if (word == null || "".equals(word)) {
prev_tag = null;
continue;
}
String token = word.replaceAll("[^0-9a-z\\sA-Z/\\-]", "");
if ("".equals(token) || "/".equals(token)) {
prev_tag = null;
continue;
}
if (!(noun_tags.contains(tag) || adj_tags.contains(tag) || extra_tags.contains(tag))) {
prev_tag = null;
continue;
}
Mention mention = new Mention();
if (tag.equals("JJ")) {
String temp = TestJAWS.getNounForm(token);
if (temp != null && !"".equals(temp)) {
mention.key = temp;
prev_tag = null;
} else {
mention.key = token;
prev_tag = null;
}
} else {
mention.key = token;
}
mention.name = word;
mention.length = word.length();
curr_offset = document.indexOf(word, curr_offset);
mention.offset = curr_offset;
mention.context = getContext(curr_offset, mention.length, contextSize);
mention.contextAroundMention = getContext(curr_offset, mention.length, 10);
// StringTokenizer str1 = new StringTokenizer(contextString);
// while(str1.hasMoreTokens()){
// String w=str1.nextToken();
// if (w == null || "".equals(w) || " ".equals(w)) continue;
// mention.context.add(w);
// }
// parseContext(mention);
// System.out.println("mention.name : " + mention.name + " offset : " + mention.offset);
keywords.add(mention);
}
// System.out.println("Keywords: "+getMentionNames());
consolidateMentions(6);
// consolidateMentions(4);
}
