static void addCatConceptWords(ref MemoryManager mem, ref WikiData wikidata, ref HashSet<int> reservedWords)
{
char[] chararray = new char[0];
int startindex = 0;
int length = 0;
bool sticky = false;
bool stopword = false;
int division = 0;
bool isInt = false;
int decodedInt = -1;
// create a new text processor object
HTMLWikiProcessor hwproc = new HTMLWikiProcessor(new HashSet<int>(), false);
DecodedTextClass dtc = new DecodedTextClass(mem, true);
hwproc.LoadDecodedTextClass(ref dtc);
int maxid = 0;
foreach (KeyValuePair<string, int> kvp in wikidata.worddict)
{
if (kvp.Value > maxid)
{
maxid = kvp.Value;
}
}
maxid++;
foreach (KeyValuePair<int, WikiData.conceptstats> kvp in wikidata.conceptdata)
{
if (!kvp.Value.valid)
{
continue;
}
wikidata.conceptdict.Add(kvp.Value.title,kvp.Key);
dtc.resetDecoder();
hwproc.ProcessHTML(kvp.Value.title);
// loop through the resulting words
int len = dtc.NumberWords();
int[] output = new int[len];
for (int i = 0; i < len; i++)
{
if (dtc.GetWord(i, ref chararray, ref startindex, ref length, ref sticky, ref division, ref stopword, ref isInt, ref decodedInt))
{
if (!stopword && !isInt)
{
string token = (new string(chararray, startindex, length));
if (!wikidata.worddict.ContainsKey(token))
{
wikidata.worddict.TryAdd(token, maxid);
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
maxid++;
}
if (!reservedWords.Contains(wikidata.worddict[token]))
{
reservedWords.Add(wikidata.worddict[token]);
}
output[i] = wikidata.worddict[token];
}
else
{
if (isInt && decodedInt>0)
{
output[i]=-1-decodedInt;
}
else
{
output[i] = -1;
}
}
}
}
kvp.Value.titleArray = output;
}
foreach (KeyValuePair<string, int> kvp in wikidata.categorydict)
{
dtc.resetDecoder();
hwproc.ProcessHTML(kvp.Key);
// loop through the resulting words
int len = dtc.NumberWords();
int[] output = new int[len];
for (int i = 0; i < len; i++)
{
if (dtc.GetWord(i, ref chararray, ref startindex, ref length, ref sticky, ref division, ref stopword, ref isInt, ref decodedInt))
{
if (!stopword && !isInt)
{
string token = (new string(chararray, startindex, length));
if (!wikidata.worddict.ContainsKey(token))
{
wikidata.worddict.TryAdd(token, maxid);
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
maxid++;
}
if (!reservedWords.Contains(wikidata.worddict[token]))
{
reservedWords.Add(wikidata.worddict[token]);
}
output[i] = wikidata.worddict[token];
}
else
{
if (isInt && decodedInt > 0)
{
output[i] = -1 - decodedInt;
}
else
{
output[i] = -1;
}
}
}
}
wikidata.categoryTitleArray.TryAdd(kvp.Key,output);
}
}
static void createFreqResources(int numthreads, WikiData wikidata, HashSet<int> validwords, HashSet<int> validconcepts, Dictionary<int, int> crosswalk_words, Dictionary<int, int> crosswalk_concepts, HashSet<int> stopwords, int bigram_threshold)
{
//populate termfrequency class
termfrequency freq = new termfrequency();
Dictionary<int,string> int2word = new Dictionary<int,string>();
foreach(KeyValuePair<string,int> kvp in wikidata.worddict)
{
int2word.Add(kvp.Value,kvp.Key);
}
foreach(int wordid in validwords)
{
freq.allterms.TryAdd(crosswalk_words[wordid], new termfrequency.singleterm());
freq.allterms[crosswalk_words[wordid]].word = int2word[wordid];
}
//loop over all words and bigrams in all concepts
DateTimeOffset currentTime = DateTimeOffset.Now;
DateTimeOffset startTime = DateTimeOffset.Now;
int conceptcounter = 0;
Console.WriteLine("Aggregating words and bigrams across concepts:");
foreach (int id in validconcepts)
{
int mappedid = crosswalk_concepts[id];
conceptcounter++;
int firstbigram = -1;
int[] stream=wikidata.conceptdata[id].conceptwords;
for (int i = 0; i < stream.Length; i++)
{
int wordid = stream[i];
if (stopwords.Contains(wordid) || !validwords.Contains(wordid))
{
wordid = -1;
}
else
{
if (wordid >= 0)
{
wordid = crosswalk_words[wordid];
}
}
//not in idf
if (wordid == -1)
{
firstbigram = -1;
}
else
{
if (!freq.allterms[wordid].conceptfrequency.ContainsKey(mappedid))
{
freq.allterms[wordid].conceptfrequency.Add(mappedid, 1);
}
else
{
freq.allterms[wordid].conceptfrequency[mappedid]++;
}
if (firstbigram != -1)
{
if (!freq.allterms[firstbigram].bigrams.ContainsKey(wordid))
{
freq.allterms[firstbigram].bigrams.Add(wordid, new Dictionary<int, int>());
}
if (!freq.allterms[firstbigram].bigrams[wordid].ContainsKey(mappedid))
{
freq.allterms[firstbigram].bigrams[wordid].Add(mappedid, 1);
}
else
{
freq.allterms[firstbigram].bigrams[wordid][mappedid]++;
}
firstbigram = wordid;
}
else
{
firstbigram = wordid;
}
}
}
if ((DateTimeOffset.Now - currentTime).TotalSeconds > 1)
{
double done = 1.0 * conceptcounter / validconcepts.Count * 100;
Console.Write("{0:F2} percent done\r", done);
currentTime = DateTimeOffset.Now;
}
}
Console.WriteLine("100 percent done in {0:F2} minutes.",(DateTimeOffset.Now-startTime).TotalMinutes);
//saving data
Console.WriteLine("Saving frequency data ...");
startTime = DateTimeOffset.Now;
freq.saveData(bigram_threshold);
Console.WriteLine("Frequency data saved in {0:F2} minutes ...",(DateTimeOffset.Now - startTime).TotalMinutes);
}
static void Main(string[] args)
{
//read parameters from commandline
Arguments CommandLine = new Arguments(args);
string wikipath;
int numthreads;
wikistream wikimediastream = new wikistream();
if (CommandLine["help"] != null)
{
help();
return;
}
if (CommandLine["wiki"] != null)
{
Console.WriteLine("Using wikimedia file: " + CommandLine["wiki"]);
wikipath = CommandLine["wiki"];
}
else
{
Console.WriteLine("No wikimedia file provided!");
return;
}
FileStream fileStreamIn;
try
{
fileStreamIn = new FileStream(wikipath, FileMode.Open, FileAccess.Read);
}
catch
{
Console.WriteLine("Cannot access wikimedia file!");
return;
}
//determine type of stream
string[] els = wikipath.Split('.');
switch (els[els.Length - 1])
{
case "xml":
wikimediastream.xmlstream = fileStreamIn;
wikimediastream.type = "xml";
break;
case "gz":
try
{
wikimediastream.gzipstream = new GZipStream(fileStreamIn,CompressionMode.Decompress);
wikimediastream.type = "gz";
}
catch
{
Console.WriteLine("This gzipped wikimedia archive is invalid.");
return;
}
break;
case "bz2":
try
{
wikimediastream.bzip2stream = new BZip2InputStream(fileStreamIn);
wikimediastream.type = "bz2";
}
catch
{
Console.WriteLine("This bzip2 wikimedia archive is invalid.");
return;
}
break;
default:
Console.WriteLine("This wikimedia file seems to be neither an XML file nor a valid gzip or bzip2 archive.");
return;
}
numthreads = 2;
if (CommandLine["threads"] != null)
{
try
{
Console.WriteLine("Number of worker threads: " + CommandLine["threads"]);
numthreads = Convert.ToInt32(CommandLine["threads"]);
}
catch
{
Console.WriteLine("Invalid number of worker threads (has to lie between 1 and 128)");
return;
}
if ((numthreads < 1) || (numthreads > 128))
{
Console.WriteLine("Invalid number of worker threads (has to lie between 1 and 128)");
return;
}
}
else
{
Console.WriteLine("Number of worker threads: 2 (default)");
}
int wordthreshold = 3;
int bigramthreshold = 3;
int minconceptlength = 100;
int minconstructs = 5;
if (CommandLine["wordthreshold"] != null)
{
if (!Int32.TryParse(CommandLine["wordthreshold"], out wordthreshold) || wordthreshold <=0)
{
Console.WriteLine("Invalid wordthreshold (has to be positive integer)");
return;
}
}
if (CommandLine["bigramthreshold"] != null)
{
if (!Int32.TryParse(CommandLine["bigramthreshold"], out bigramthreshold) || bigramthreshold <= 0)
{
Console.WriteLine("Invalid bigramthreshold (has to be positive integer)");
return;
}
}
if (CommandLine["minconceptlength"] != null)
{
if (!Int32.TryParse(CommandLine["minconceptlength"], out minconceptlength) || minconceptlength <= 0)
{
Console.WriteLine("Invalid minceptlength (has to be positive integer)");
return;
}
}
if (CommandLine["minconstructs"] != null)
{
if (!Int32.TryParse(CommandLine["minconstructs"], out minconstructs) || minconstructs <= 0)
{
Console.WriteLine("Invalid minconstructs (has to be positive integer)");
return;
}
}
bool debug = false;
if (CommandLine["debug"] != null)
{
debug = true;
}
//now declare memory class and a number of decoder classes (plus queue for filled decoders)
MemoryManager mem = new MemoryManager(4000000, 4000000);
// objects associated with two numbering queues
int processed_docs = 0;
Object processedlock = new Object();
Object debuglock = new Object();
int activethreads = numthreads;
//reader thread
//this thread reads byte[] into pages queue one page at a time
ConcurrentQueue<byte[]> pages = new ConcurrentQueue<byte[]>();
bool reader_done = false;
new Thread(delegate()
{
wikireader.read(wikimediastream, ref pages, ref reader_done);
}).Start();
//two numbering threads
// misc processing thread
WikiData wikidata = new WikiData(numthreads);
//now start worker threads
object lockthread = new object();
int badpages = 0;
Object threadlock = new Object();
int threadcounter = 0;
for (int t = 0; t < numthreads; t++)
{
new Thread(delegate()
{
//this is the worker thread
DecodedTextClass element = new DecodedTextClass(mem, true);
HTMLWikiProcessor textproc = new HTMLWikiProcessor(new HashSet<int>(), false);
textproc.LoadDecodedTextClass(ref element);
int threadid;
lock (threadlock)
{
threadid = threadcounter;
++threadcounter;
}
string lasttitle = "";
string lastbody = "";
string lastid = "";
while (1 == 1)
{
int status = 0;
while (1 == 1)
{
if (reader_done && status == 0)
{
status = 1;
}
//get new page
byte[] singlepage;
if (pages.TryDequeue(out singlepage))
{
string body = "";
string identifier = "";
string title = "";
bool redirect = false;
string redirecttitle = "";
//we only process off the queue one page at a time, so we don't have to worry about storing
//multiple titles, etc... -- only one of each per string at a time
//description of refs given in pageextractor.cs
PageExtractor.GetPage(singlepage, ref body, ref identifier, ref title, ref redirect, ref redirecttitle);
/*
lock (debuglock)
{
raw.WriteLine(identifier + "," + title);
}
*/
if (body != "" && identifier != "" && title != "")
{
//element is the decodedtextclass object
element.identifier = Convert.ToInt32(identifier);
element.title = title;
element.redirect = redirect;
element.redirecttitle = redirecttitle;
try
{
//releases memory
element.resetDecoder();
//textproc is the HTMLWikiProcessor object (has element attached)
//element is ref in htmlwikiprocessor, so this modifies it
textproc.ProcessHTML(body);
}
catch (Exception e)
{
lock (debuglock)
{
StreamWriter error = new StreamWriter("error.txt", true);
error.WriteLine("ERROR PROCESSING PAGE");
error.WriteLine("-------------");
error.WriteLine(e.Message);
error.WriteLine(e.StackTrace);
error.WriteLine("-------------");
error.Write(body);
error.Close();
}
continue;
}
// determine the type of page by the title text
if (title.EndsWith("(disambiguation)"))
{
element.isdisambig = true;
element.title = title.Replace("(disambiguation)", " ").Trim();
}
else
{
element.isdisambig = false;
}
if (title.StartsWith("Category:"))
{
element.iscategory = true;
element.title = title.Replace("Category:", " ").Trim();
}
else
{
element.iscategory = false;
}
// process the current element
//element is the decodedtextclass object
wikidata.process(ref element, threadid, minconstructs, minconceptlength);
lock (processedlock)
{
++processed_docs;
}
}
else
{
badpages++;
lock (debuglock)
{
StreamWriter sw = new StreamWriter("badpages.txt", true);
sw.WriteLine("ERROR ON PAGE");
sw.WriteLine("-------------");
sw.Write(Encoding.UTF8.GetString(singlepage));
sw.WriteLine();
sw.Close();
}
}
lasttitle = title;
lastbody = body;
lastid = identifier;
break;
}
else
{
if (status == 1)
{
status = 2;
}
Thread.Sleep(10);
}
if (status == 2)
{
break;
}
}
if (status == 2)
{
lock (lockthread)
{
activethreads--;
/*
StreamWriter sw = new StreamWriter("lastpage" + threadid + ".txt");
sw.WriteLine(lasttitle);
sw.WriteLine(lastbody);
sw.WriteLine(lastid);
sw.Close();
*/
}
break;
}
}
}).Start();
}
//main thread is waiting for other threads to finish
DateTime startime = DateTime.Now;
while (1 == 1)
{
MemoryManager.memorystats stats = mem.GetMemStats();
double avg = processed_docs / (DateTime.Now - startime).TotalSeconds;
Console.Write("P: {0}, P/s: {1:#.##}, PQ:{2}, M(c/i): {3}/{4} %, R/P: {5}/{6}, of {7}, at: {8} \r", processed_docs, avg, pages.Count, Math.Round(100 * stats.usecharmem), Math.Round(100 * stats.usedshortmem), stats.reserveincidents, mem.priorityqueue, stats.overflow, activethreads);
//Console.Write("P:{0},P/sec:{1:#.##},b:{2},EQ:{3},Q1:{4},Q2:{5},PQ:{6} \r",
// processed_docs, avg, badpages, emptycontent_queue.Count, output1.Count, output2.Count, pages.Count);
//Console.Write("P:{0},P/sec:{1:#.##},words:{2},widf:{3},concepts:{4} \r",
// processed_docs, avg, tp.worddict.Count, tp.wordidf.Count, tp.conceptwords.Count);
if (activethreads == 0)
{
//raw.Close();
Console.WriteLine("P: {0}, P/s: {1:#.##}, PQ:{2}, M(c/i): {3}/{4} %, R/P: {5}/{6}, of {7}, at: {8}", processed_docs, avg, pages.Count, Math.Round(100 * stats.usecharmem), Math.Round(100 * stats.usedshortmem), stats.reserveincidents, mem.priorityqueue, stats.overflow, activethreads);
break;
}
Thread.Sleep(1000);
}
// proceed to final step
Console.WriteLine("Finishing up ...");
// read in stop words
string dir = System.IO.Path.GetDirectoryName(System.Reflection.Assembly.GetExecutingAssembly().Location);
StreamReader sr = new StreamReader(dir+"/"+"stopwords.csv");
string stopwordstr = sr.ReadToEnd();
sr.Close();
HashSet<int> reservedWords = new HashSet<int>();
HashSet<int> rawstopwords = convertStopWords(stopwordstr, ref mem, ref wikidata, ref reservedWords);
//now add concept title and categories to word dictionary
addCatConceptWords(ref mem, ref wikidata, ref reservedWords);
//now remove empty string
foreach (KeyValuePair<string, int> kvp in wikidata.worddict)
{
if (kvp.Key.Trim() == "")
{
int wordid;
wikidata.worddict.TryRemove(kvp.Key, out wordid);
if (reservedWords.Contains(wordid))
{
reservedWords.Remove(wordid);
}
}
}
//create output files
#region cleanwordsconcepts
//delete words below the threshold
HashSet<int> validwords = new HashSet<int>();
foreach (KeyValuePair<string, int> kvp in wikidata.worddict)
{
if (wikidata.wordidf[kvp.Value] >= wordthreshold || reservedWords.Contains(kvp.Value))
{
validwords.Add(kvp.Value);
}
}
//get list of valid concepts
HashSet<int> validconcepts = new HashSet<int>();
foreach (KeyValuePair<int, WikiData.conceptstats> kvp in wikidata.conceptdata)
{
if (kvp.Value.valid)
{
validconcepts.Add(kvp.Key);
}
}
//get list of categories
HashSet<int> validcats = new HashSet<int>();
foreach (KeyValuePair<string, int> kvp in wikidata.categorydict)
{
validcats.Add(kvp.Value);
}
//now create crosswalks
int[] dummy = validwords.ToArray<int>();
Dictionary<int, int> crosswalk_words = new Dictionary<int, int>();
for (int i = 0; i < dummy.Length; i++)
{
crosswalk_words.Add(dummy[i], i);
}
dummy = validconcepts.ToArray<int>();
Dictionary<int, int> crosswalk_concepts = new Dictionary<int, int>();
for (int i = 0; i < dummy.Length; i++)
{
crosswalk_concepts.Add(dummy[i], i);
}
dummy = validcats.ToArray<int>();
Dictionary<int, int> crosswalk_cats = new Dictionary<int, int>();
for (int i = 0; i < dummy.Length; i++)
{
crosswalk_cats.Add(dummy[i], i);
}
#endregion cleanwordsconcepts
Console.WriteLine("Calculating frequency resources ...");
createFreqResources(numthreads, wikidata, validwords, validconcepts, crosswalk_words, crosswalk_concepts,rawstopwords,bigramthreshold);
DateTimeOffset start = DateTimeOffset.Now;
#region concept_outputfiles
Console.WriteLine("Writing concept output files ...");
//write concepts
string filename = "concepts.txt";
File.Delete(filename);
StreamWriter writer = new StreamWriter(filename);
foreach(int id in validconcepts)
{
writer.WriteLine(wikidata.conceptdata[id].title+"\t"+crosswalk_concepts[id]+"\t"+wikidata.conceptdata[id].conceptwords.Length);
}
writer.Close();
//write concept titles
filename = "concept_titles.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
//Console.WriteLine("{0} {1}", id, crosswalk_concepts[id]);
writer.Write(crosswalk_concepts[id]);
//Console.WriteLine(wikidata.conceptdata[id].titleArray.Length);
for (int i = 0; i < wikidata.conceptdata[id].titleArray.Length;i++)
{
if (wikidata.conceptdata[id].titleArray[i] < 0)
{
writer.Write("\t" + wikidata.conceptdata[id].titleArray[i]);
}
else
{
writer.Write("\t" + crosswalk_words[wikidata.conceptdata[id].titleArray[i]]);
}
}
writer.WriteLine();
}
writer.Close();
//write concept words
filename = "concept_word.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.Write(crosswalk_concepts[id]);
for (int i = 0; i < wikidata.conceptdata[id].conceptwords.Length; i++)
{
int k=wikidata.conceptdata[id].conceptwords[i];
if (k>=0)
{
if (validwords.Contains(k))
{
k = crosswalk_words[k];
}
else
{
k = -1;
}
}
writer.Write("\t" + k);
}
writer.WriteLine();
}
writer.Close();
#endregion concept_outputfiles
Console.WriteLine("Concept files saved in {0:F2} minutes ...",(DateTimeOffset.Now - start).TotalMinutes);
start = DateTimeOffset.Now;
#region categories_outputfiles
Console.WriteLine("Writing category output files ...");
//write categories
filename = "categories.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
Dictionary<int, string> catlist = new Dictionary<int, string>();
//Console.WriteLine(wikidata.categorydict.Count);
foreach (KeyValuePair<string, int> kvp in wikidata.categorydict)
{
catlist.Add(kvp.Value, kvp.Key);
}
foreach (int id in validcats)
{
writer.WriteLine(catlist[id]+"\t"+crosswalk_cats[id]);
}
writer.Close();
//write category words
filename = "categories_titles.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validcats)
{
writer.Write(crosswalk_cats[id]);
for (int i = 0; i < wikidata.categoryTitleArray[catlist[id]].Length; i++)
{
writer.Write("\t" + wikidata.categoryTitleArray[catlist[id]][i]);
}
writer.WriteLine();
}
writer.Close();
//write category parent matrix
filename = "categories_parentmatrix.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (KeyValuePair<string, HashSet<string>> kvp in wikidata.parentcategorydict)
{
if (wikidata.categorydict.ContainsKey(kvp.Key))
{
writer.Write(crosswalk_cats[wikidata.categorydict[kvp.Key]]);
}
foreach (string cat in kvp.Value)
{
if (wikidata.categorydict.ContainsKey(cat))
{
writer.Write("\t"+crosswalk_cats[wikidata.categorydict[cat]]);
}
}
writer.WriteLine();
}
writer.Close();
//write concept_categories
filename = "concept_categories.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.Write(crosswalk_concepts[id]);
foreach (string cat in wikidata.conceptdata[id].categories)
{
if (wikidata.categorydict.ContainsKey(cat))
{
writer.Write("\t" + crosswalk_cats[wikidata.categorydict[cat]]);
}
}
writer.WriteLine();
}
writer.Close();
#endregion categories_outputfiles
Console.WriteLine("Category files saved in {0:F2} minutes ...", (DateTimeOffset.Now - start).TotalMinutes);
start = DateTimeOffset.Now;
#region links_outputfiles
Console.WriteLine("Writing links output files ...");
//write disambiguation matrix
filename = "disambiguation.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (KeyValuePair<string, HashSet<string>> kvp in wikidata.disambigredirect)
{
writer.Write(kvp.Key);
foreach (string child in kvp.Value)
{
//Console.WriteLine(child);
if (wikidata.conceptdict.ContainsKey(child))
{
int id2 = wikidata.conceptdict[child];
if (validconcepts.Contains(id2))
{
writer.Write("\t" + crosswalk_concepts[id2]);
}
}
}
writer.WriteLine();
}
writer.Close();
//write redirects
filename = "redirects.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (KeyValuePair<string,string> kvp in wikidata.conceptredirects)
{
if (kvp.Value == null)
{
continue;
}
writer.Write(kvp.Key);
if (wikidata.conceptdict.ContainsKey(kvp.Value))
{
int id2 = wikidata.conceptdict[kvp.Value];
if (validconcepts.Contains(id2))
{
writer.Write("\t" + crosswalk_concepts[id2]);
}
}
writer.WriteLine();
}
writer.Close();
//write concept_outlinks
filename = "concept_outlinks.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.Write(crosswalk_concepts[id]);
foreach (string link in wikidata.conceptdata[id].outlinks)
{
if (wikidata.conceptdict.ContainsKey(link))
{
int id2 = wikidata.conceptdict[link];
if (validconcepts.Contains(id2))
{
writer.Write("\t"+crosswalk_concepts[id2]);
}
}
}
writer.WriteLine();
}
writer.Close();
#endregion links_outputfiles
Console.WriteLine("Links files saved in {0:F2} minutes ...", (DateTimeOffset.Now - start).TotalMinutes);
}
static HashSet<int> convertStopWords(string rawstopwords, ref MemoryManager mem, ref WikiData wikidata, ref HashSet<int> reservedWords)
{
char[] chararray = new char[0];
int startindex = 0;
int length = 0;
bool sticky = false;
bool stopword = false;
int division = 0;
bool isInt = false;
int decodedInt = -1;
// create a new text processor object
HTMLWikiProcessor hwproc = new HTMLWikiProcessor(new HashSet<int>(), false);
DecodedTextClass dtc = new DecodedTextClass(mem, true);
hwproc.LoadDecodedTextClass(ref dtc);
hwproc.ProcessHTML(rawstopwords);
// perform cleanup on the data
HashSet<int> rawids = new HashSet<int>();
// loop through the resulting words
int len = dtc.NumberWords();
int maxid=0;
foreach(KeyValuePair<string,int> kvp in wikidata.worddict)
{
if (kvp.Value>maxid)
{
maxid=kvp.Value;
}
}
maxid++;
for (int i = 0; i < len; i++)
{
if (dtc.GetWord(i, ref chararray, ref startindex, ref length, ref sticky, ref division, ref stopword, ref isInt, ref decodedInt))
{
if (!isInt)
{
string token = (new string(chararray, startindex, length));
if (!wikidata.worddict.ContainsKey(token))
{
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
wikidata.worddict.TryAdd(token, maxid);
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
maxid++;
}
if (!reservedWords.Contains(wikidata.worddict[token]))
{
reservedWords.Add(wikidata.worddict[token]);
}
if (!rawids.Contains(wikidata.worddict[token]))
{
rawids.Add(wikidata.worddict[token]);
}
}
}
}
return rawids;
}
static void createFreqResources(int numthreads, WikiData wikidata, HashSet <int> validwords, HashSet <int> validconcepts, Dictionary <int, int> crosswalk_words, Dictionary <int, int> crosswalk_concepts, HashSet <int> stopwords, int bigram_threshold)
{
//populate termfrequency class
termfrequency freq = new termfrequency();
Dictionary <int, string> int2word = new Dictionary <int, string>();
foreach (KeyValuePair <string, int> kvp in wikidata.worddict)
{
int2word.Add(kvp.Value, kvp.Key);
}
foreach (int wordid in validwords)
{
freq.allterms.TryAdd(crosswalk_words[wordid], new termfrequency.singleterm());
freq.allterms[crosswalk_words[wordid]].word = int2word[wordid];
}
//loop over all words and bigrams in all concepts
DateTimeOffset currentTime = DateTimeOffset.Now;
DateTimeOffset startTime = DateTimeOffset.Now;
int conceptcounter = 0;
Console.WriteLine("Aggregating words and bigrams across concepts:");
foreach (int id in validconcepts)
{
int mappedid = crosswalk_concepts[id];
conceptcounter++;
int firstbigram = -1;
int[] stream = wikidata.conceptdata[id].conceptwords;
for (int i = 0; i < stream.Length; i++)
{
int wordid = stream[i];
if (stopwords.Contains(wordid) || !validwords.Contains(wordid))
{
wordid = -1;
}
else
{
if (wordid >= 0)
{
wordid = crosswalk_words[wordid];
}
}
//not in idf
if (wordid == -1)
{
firstbigram = -1;
}
else
{
if (!freq.allterms[wordid].conceptfrequency.ContainsKey(mappedid))
{
freq.allterms[wordid].conceptfrequency.Add(mappedid, 1);
}
else
{
freq.allterms[wordid].conceptfrequency[mappedid]++;
}
if (firstbigram != -1)
{
if (!freq.allterms[firstbigram].bigrams.ContainsKey(wordid))
{
freq.allterms[firstbigram].bigrams.Add(wordid, new Dictionary <int, int>());
}
if (!freq.allterms[firstbigram].bigrams[wordid].ContainsKey(mappedid))
{
freq.allterms[firstbigram].bigrams[wordid].Add(mappedid, 1);
}
else
{
freq.allterms[firstbigram].bigrams[wordid][mappedid]++;
}
firstbigram = wordid;
}
else
{
firstbigram = wordid;
}
}
}
if ((DateTimeOffset.Now - currentTime).TotalSeconds > 1)
{
double done = 1.0 * conceptcounter / validconcepts.Count * 100;
Console.Write("{0:F2} percent done\r", done);
currentTime = DateTimeOffset.Now;
}
}
Console.WriteLine("100 percent done in {0:F2} minutes.", (DateTimeOffset.Now - startTime).TotalMinutes);
//saving data
Console.WriteLine("Saving frequency data ...");
startTime = DateTimeOffset.Now;
freq.saveData(bigram_threshold);
Console.WriteLine("Frequency data saved in {0:F2} minutes ...", (DateTimeOffset.Now - startTime).TotalMinutes);
}
static void addCatConceptWords(ref MemoryManager mem, ref WikiData wikidata, ref HashSet <int> reservedWords)
{
char[] chararray = new char[0];
int startindex = 0;
int length = 0;
bool sticky = false;
bool stopword = false;
int division = 0;
bool isInt = false;
int decodedInt = -1;
// create a new text processor object
HTMLWikiProcessor hwproc = new HTMLWikiProcessor(new HashSet <int>(), false);
DecodedTextClass dtc = new DecodedTextClass(mem, true);
hwproc.LoadDecodedTextClass(ref dtc);
int maxid = 0;
foreach (KeyValuePair <string, int> kvp in wikidata.worddict)
{
if (kvp.Value > maxid)
{
maxid = kvp.Value;
}
}
maxid++;
foreach (KeyValuePair <int, WikiData.conceptstats> kvp in wikidata.conceptdata)
{
if (!kvp.Value.valid)
{
continue;
}
wikidata.conceptdict.Add(kvp.Value.title, kvp.Key);
dtc.resetDecoder();
hwproc.ProcessHTML(kvp.Value.title);
// loop through the resulting words
int len = dtc.NumberWords();
int[] output = new int[len];
for (int i = 0; i < len; i++)
{
if (dtc.GetWord(i, ref chararray, ref startindex, ref length, ref sticky, ref division, ref stopword, ref isInt, ref decodedInt))
{
if (!stopword && !isInt)
{
string token = (new string(chararray, startindex, length));
if (!wikidata.worddict.ContainsKey(token))
{
wikidata.worddict.TryAdd(token, maxid);
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
maxid++;
}
if (!reservedWords.Contains(wikidata.worddict[token]))
{
reservedWords.Add(wikidata.worddict[token]);
}
output[i] = wikidata.worddict[token];
}
else
{
if (isInt && decodedInt > 0)
{
output[i] = -1 - decodedInt;
}
else
{
output[i] = -1;
}
}
}
}
kvp.Value.titleArray = output;
}
foreach (KeyValuePair <string, int> kvp in wikidata.categorydict)
{
dtc.resetDecoder();
hwproc.ProcessHTML(kvp.Key);
// loop through the resulting words
int len = dtc.NumberWords();
int[] output = new int[len];
for (int i = 0; i < len; i++)
{
if (dtc.GetWord(i, ref chararray, ref startindex, ref length, ref sticky, ref division, ref stopword, ref isInt, ref decodedInt))
{
if (!stopword && !isInt)
{
string token = (new string(chararray, startindex, length));
if (!wikidata.worddict.ContainsKey(token))
{
wikidata.worddict.TryAdd(token, maxid);
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
maxid++;
}
if (!reservedWords.Contains(wikidata.worddict[token]))
{
reservedWords.Add(wikidata.worddict[token]);
}
output[i] = wikidata.worddict[token];
}
else
{
if (isInt && decodedInt > 0)
{
output[i] = -1 - decodedInt;
}
else
{
output[i] = -1;
}
}
}
}
wikidata.categoryTitleArray.TryAdd(kvp.Key, output);
}
}
static HashSet <int> convertStopWords(string rawstopwords, ref MemoryManager mem, ref WikiData wikidata, ref HashSet <int> reservedWords)
{
char[] chararray = new char[0];
int startindex = 0;
int length = 0;
bool sticky = false;
bool stopword = false;
int division = 0;
bool isInt = false;
int decodedInt = -1;
// create a new text processor object
HTMLWikiProcessor hwproc = new HTMLWikiProcessor(new HashSet <int>(), false);
DecodedTextClass dtc = new DecodedTextClass(mem, true);
hwproc.LoadDecodedTextClass(ref dtc);
hwproc.ProcessHTML(rawstopwords);
// perform cleanup on the data
HashSet <int> rawids = new HashSet <int>();
// loop through the resulting words
int len = dtc.NumberWords();
int maxid = 0;
foreach (KeyValuePair <string, int> kvp in wikidata.worddict)
{
if (kvp.Value > maxid)
{
maxid = kvp.Value;
}
}
maxid++;
for (int i = 0; i < len; i++)
{
if (dtc.GetWord(i, ref chararray, ref startindex, ref length, ref sticky, ref division, ref stopword, ref isInt, ref decodedInt))
{
if (!isInt)
{
string token = (new string(chararray, startindex, length));
if (!wikidata.worddict.ContainsKey(token))
{
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
wikidata.worddict.TryAdd(token, maxid);
if (!wikidata.wordidf.TryAdd(maxid, 1))
{
++wikidata.wordidf[maxid];
}
maxid++;
}
if (!reservedWords.Contains(wikidata.worddict[token]))
{
reservedWords.Add(wikidata.worddict[token]);
}
if (!rawids.Contains(wikidata.worddict[token]))
{
rawids.Add(wikidata.worddict[token]);
}
}
}
}
return(rawids);
}
static void Main(string[] args)
{
//read parameters from commandline
Arguments CommandLine = new Arguments(args);
string wikipath;
int numthreads;
wikistream wikimediastream = new wikistream();
if (CommandLine["help"] != null)
{
help();
return;
}
if (CommandLine["wiki"] != null)
{
Console.WriteLine("Using wikimedia file: " + CommandLine["wiki"]);
wikipath = CommandLine["wiki"];
}
else
{
Console.WriteLine("No wikimedia file provided!");
return;
}
FileStream fileStreamIn;
try
{
fileStreamIn = new FileStream(wikipath, FileMode.Open, FileAccess.Read);
}
catch
{
Console.WriteLine("Cannot access wikimedia file!");
return;
}
//determine type of stream
string[] els = wikipath.Split('.');
switch (els[els.Length - 1])
{
case "xml":
wikimediastream.xmlstream = fileStreamIn;
wikimediastream.type = "xml";
break;
case "gz":
try
{
wikimediastream.gzipstream = new GZipStream(fileStreamIn, CompressionMode.Decompress);
wikimediastream.type = "gz";
}
catch
{
Console.WriteLine("This gzipped wikimedia archive is invalid.");
return;
}
break;
case "bz2":
try
{
wikimediastream.bzip2stream = new BZip2InputStream(fileStreamIn);
wikimediastream.type = "bz2";
}
catch
{
Console.WriteLine("This bzip2 wikimedia archive is invalid.");
return;
}
break;
default:
Console.WriteLine("This wikimedia file seems to be neither an XML file nor a valid gzip or bzip2 archive.");
return;
}
numthreads = 2;
if (CommandLine["threads"] != null)
{
try
{
Console.WriteLine("Number of worker threads: " + CommandLine["threads"]);
numthreads = Convert.ToInt32(CommandLine["threads"]);
}
catch
{
Console.WriteLine("Invalid number of worker threads (has to lie between 1 and 128)");
return;
}
if ((numthreads < 1) || (numthreads > 128))
{
Console.WriteLine("Invalid number of worker threads (has to lie between 1 and 128)");
return;
}
}
else
{
Console.WriteLine("Number of worker threads: 2 (default)");
}
int wordthreshold = 3;
int bigramthreshold = 3;
int minconceptlength = 100;
int minconstructs = 5;
if (CommandLine["wordthreshold"] != null)
{
if (!Int32.TryParse(CommandLine["wordthreshold"], out wordthreshold) || wordthreshold <= 0)
{
Console.WriteLine("Invalid wordthreshold (has to be positive integer)");
return;
}
}
if (CommandLine["bigramthreshold"] != null)
{
if (!Int32.TryParse(CommandLine["bigramthreshold"], out bigramthreshold) || bigramthreshold <= 0)
{
Console.WriteLine("Invalid bigramthreshold (has to be positive integer)");
return;
}
}
if (CommandLine["minconceptlength"] != null)
{
if (!Int32.TryParse(CommandLine["minconceptlength"], out minconceptlength) || minconceptlength <= 0)
{
Console.WriteLine("Invalid minceptlength (has to be positive integer)");
return;
}
}
if (CommandLine["minconstructs"] != null)
{
if (!Int32.TryParse(CommandLine["minconstructs"], out minconstructs) || minconstructs <= 0)
{
Console.WriteLine("Invalid minconstructs (has to be positive integer)");
return;
}
}
bool debug = false;
if (CommandLine["debug"] != null)
{
debug = true;
}
//now declare memory class and a number of decoder classes (plus queue for filled decoders)
MemoryManager mem = new MemoryManager(4000000, 4000000);
// objects associated with two numbering queues
int processed_docs = 0;
Object processedlock = new Object();
Object debuglock = new Object();
int activethreads = numthreads;
//reader thread
//this thread reads byte[] into pages queue one page at a time
ConcurrentQueue <byte[]> pages = new ConcurrentQueue <byte[]>();
bool reader_done = false;
new Thread(delegate()
{
wikireader.read(wikimediastream, ref pages, ref reader_done);
}).Start();
//two numbering threads
// misc processing thread
WikiData wikidata = new WikiData(numthreads);
//now start worker threads
object lockthread = new object();
int badpages = 0;
Object threadlock = new Object();
int threadcounter = 0;
for (int t = 0; t < numthreads; t++)
{
new Thread(delegate()
{
//this is the worker thread
DecodedTextClass element = new DecodedTextClass(mem, true);
HTMLWikiProcessor textproc = new HTMLWikiProcessor(new HashSet <int>(), false);
textproc.LoadDecodedTextClass(ref element);
int threadid;
lock (threadlock)
{
threadid = threadcounter;
++threadcounter;
}
string lasttitle = "";
string lastbody = "";
string lastid = "";
while (1 == 1)
{
int status = 0;
while (1 == 1)
{
if (reader_done && status == 0)
{
status = 1;
}
//get new page
byte[] singlepage;
if (pages.TryDequeue(out singlepage))
{
string body = "";
string identifier = "";
string title = "";
bool redirect = false;
string redirecttitle = "";
//we only process off the queue one page at a time, so we don't have to worry about storing
//multiple titles, etc... -- only one of each per string at a time
//description of refs given in pageextractor.cs
PageExtractor.GetPage(singlepage, ref body, ref identifier, ref title, ref redirect, ref redirecttitle);
/*
* lock (debuglock)
* {
* raw.WriteLine(identifier + "," + title);
* }
*/
if (body != "" && identifier != "" && title != "")
{
//element is the decodedtextclass object
element.identifier = Convert.ToInt32(identifier);
element.title = title;
element.redirect = redirect;
element.redirecttitle = redirecttitle;
try
{
//releases memory
element.resetDecoder();
//textproc is the HTMLWikiProcessor object (has element attached)
//element is ref in htmlwikiprocessor, so this modifies it
textproc.ProcessHTML(body);
}
catch (Exception e)
{
lock (debuglock)
{
StreamWriter error = new StreamWriter("error.txt", true);
error.WriteLine("ERROR PROCESSING PAGE");
error.WriteLine("-------------");
error.WriteLine(e.Message);
error.WriteLine(e.StackTrace);
error.WriteLine("-------------");
error.Write(body);
error.Close();
}
continue;
}
// determine the type of page by the title text
if (title.EndsWith("(disambiguation)"))
{
element.isdisambig = true;
element.title = title.Replace("(disambiguation)", " ").Trim();
}
else
{
element.isdisambig = false;
}
if (title.StartsWith("Category:"))
{
element.iscategory = true;
element.title = title.Replace("Category:", " ").Trim();
}
else
{
element.iscategory = false;
}
// process the current element
//element is the decodedtextclass object
wikidata.process(ref element, threadid, minconstructs, minconceptlength);
lock (processedlock)
{
++processed_docs;
}
}
else
{
badpages++;
lock (debuglock)
{
StreamWriter sw = new StreamWriter("badpages.txt", true);
sw.WriteLine("ERROR ON PAGE");
sw.WriteLine("-------------");
sw.Write(Encoding.UTF8.GetString(singlepage));
sw.WriteLine();
sw.Close();
}
}
lasttitle = title;
lastbody = body;
lastid = identifier;
break;
}
else
{
if (status == 1)
{
status = 2;
}
Thread.Sleep(10);
}
if (status == 2)
{
break;
}
}
if (status == 2)
{
lock (lockthread)
{
activethreads--;
/*
* StreamWriter sw = new StreamWriter("lastpage" + threadid + ".txt");
* sw.WriteLine(lasttitle);
* sw.WriteLine(lastbody);
* sw.WriteLine(lastid);
* sw.Close();
*/
}
break;
}
}
}).Start();
}
//main thread is waiting for other threads to finish
DateTime startime = DateTime.Now;
while (1 == 1)
{
MemoryManager.memorystats stats = mem.GetMemStats();
double avg = processed_docs / (DateTime.Now - startime).TotalSeconds;
Console.Write("P: {0}, P/s: {1:#.##}, PQ:{2}, M(c/i): {3}/{4} %, R/P: {5}/{6}, of {7}, at: {8} \r", processed_docs, avg, pages.Count, Math.Round(100 * stats.usecharmem), Math.Round(100 * stats.usedshortmem), stats.reserveincidents, mem.priorityqueue, stats.overflow, activethreads);
//Console.Write("P:{0},P/sec:{1:#.##},b:{2},EQ:{3},Q1:{4},Q2:{5},PQ:{6} \r",
// processed_docs, avg, badpages, emptycontent_queue.Count, output1.Count, output2.Count, pages.Count);
//Console.Write("P:{0},P/sec:{1:#.##},words:{2},widf:{3},concepts:{4} \r",
// processed_docs, avg, tp.worddict.Count, tp.wordidf.Count, tp.conceptwords.Count);
if (activethreads == 0)
{
//raw.Close();
Console.WriteLine("P: {0}, P/s: {1:#.##}, PQ:{2}, M(c/i): {3}/{4} %, R/P: {5}/{6}, of {7}, at: {8}", processed_docs, avg, pages.Count, Math.Round(100 * stats.usecharmem), Math.Round(100 * stats.usedshortmem), stats.reserveincidents, mem.priorityqueue, stats.overflow, activethreads);
break;
}
Thread.Sleep(1000);
}
// proceed to final step
Console.WriteLine("Finishing up ...");
// read in stop words
string dir = System.IO.Path.GetDirectoryName(System.Reflection.Assembly.GetExecutingAssembly().Location);
StreamReader sr = new StreamReader(dir + "/" + "stopwords.csv");
string stopwordstr = sr.ReadToEnd();
sr.Close();
HashSet <int> reservedWords = new HashSet <int>();
HashSet <int> rawstopwords = convertStopWords(stopwordstr, ref mem, ref wikidata, ref reservedWords);
//now add concept title and categories to word dictionary
addCatConceptWords(ref mem, ref wikidata, ref reservedWords);
//now remove empty string
foreach (KeyValuePair <string, int> kvp in wikidata.worddict)
{
if (kvp.Key.Trim() == "")
{
int wordid;
wikidata.worddict.TryRemove(kvp.Key, out wordid);
if (reservedWords.Contains(wordid))
{
reservedWords.Remove(wordid);
}
}
}
//create output files
#region cleanwordsconcepts
//delete words below the threshold
HashSet <int> validwords = new HashSet <int>();
foreach (KeyValuePair <string, int> kvp in wikidata.worddict)
{
if (wikidata.wordidf[kvp.Value] >= wordthreshold || reservedWords.Contains(kvp.Value))
{
validwords.Add(kvp.Value);
}
}
//get list of valid concepts
HashSet <int> validconcepts = new HashSet <int>();
foreach (KeyValuePair <int, WikiData.conceptstats> kvp in wikidata.conceptdata)
{
if (kvp.Value.valid)
{
validconcepts.Add(kvp.Key);
}
}
//get list of categories
HashSet <int> validcats = new HashSet <int>();
foreach (KeyValuePair <string, int> kvp in wikidata.categorydict)
{
validcats.Add(kvp.Value);
}
//now create crosswalks
int[] dummy = validwords.ToArray <int>();
Dictionary <int, int> crosswalk_words = new Dictionary <int, int>();
for (int i = 0; i < dummy.Length; i++)
{
crosswalk_words.Add(dummy[i], i);
}
dummy = validconcepts.ToArray <int>();
Dictionary <int, int> crosswalk_concepts = new Dictionary <int, int>();
for (int i = 0; i < dummy.Length; i++)
{
crosswalk_concepts.Add(dummy[i], i);
}
dummy = validcats.ToArray <int>();
Dictionary <int, int> crosswalk_cats = new Dictionary <int, int>();
for (int i = 0; i < dummy.Length; i++)
{
crosswalk_cats.Add(dummy[i], i);
}
#endregion cleanwordsconcepts
Console.WriteLine("Calculating frequency resources ...");
createFreqResources(numthreads, wikidata, validwords, validconcepts, crosswalk_words, crosswalk_concepts, rawstopwords, bigramthreshold);
DateTimeOffset start = DateTimeOffset.Now;
#region concept_outputfiles
Console.WriteLine("Writing concept output files ...");
//write concepts
string filename = "concepts.txt";
File.Delete(filename);
StreamWriter writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.WriteLine(wikidata.conceptdata[id].title + "\t" + crosswalk_concepts[id] + "\t" + wikidata.conceptdata[id].conceptwords.Length);
}
writer.Close();
//write concept titles
filename = "concept_titles.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
//Console.WriteLine("{0} {1}", id, crosswalk_concepts[id]);
writer.Write(crosswalk_concepts[id]);
//Console.WriteLine(wikidata.conceptdata[id].titleArray.Length);
for (int i = 0; i < wikidata.conceptdata[id].titleArray.Length; i++)
{
if (wikidata.conceptdata[id].titleArray[i] < 0)
{
writer.Write("\t" + wikidata.conceptdata[id].titleArray[i]);
}
else
{
writer.Write("\t" + crosswalk_words[wikidata.conceptdata[id].titleArray[i]]);
}
}
writer.WriteLine();
}
writer.Close();
//write concept words
filename = "concept_word.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.Write(crosswalk_concepts[id]);
for (int i = 0; i < wikidata.conceptdata[id].conceptwords.Length; i++)
{
int k = wikidata.conceptdata[id].conceptwords[i];
if (k >= 0)
{
if (validwords.Contains(k))
{
k = crosswalk_words[k];
}
else
{
k = -1;
}
}
writer.Write("\t" + k);
}
writer.WriteLine();
}
writer.Close();
#endregion concept_outputfiles
Console.WriteLine("Concept files saved in {0:F2} minutes ...", (DateTimeOffset.Now - start).TotalMinutes);
start = DateTimeOffset.Now;
#region categories_outputfiles
Console.WriteLine("Writing category output files ...");
//write categories
filename = "categories.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
Dictionary <int, string> catlist = new Dictionary <int, string>();
//Console.WriteLine(wikidata.categorydict.Count);
foreach (KeyValuePair <string, int> kvp in wikidata.categorydict)
{
catlist.Add(kvp.Value, kvp.Key);
}
foreach (int id in validcats)
{
writer.WriteLine(catlist[id] + "\t" + crosswalk_cats[id]);
}
writer.Close();
//write category words
filename = "categories_titles.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validcats)
{
writer.Write(crosswalk_cats[id]);
for (int i = 0; i < wikidata.categoryTitleArray[catlist[id]].Length; i++)
{
writer.Write("\t" + wikidata.categoryTitleArray[catlist[id]][i]);
}
writer.WriteLine();
}
writer.Close();
//write category parent matrix
filename = "categories_parentmatrix.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (KeyValuePair <string, HashSet <string> > kvp in wikidata.parentcategorydict)
{
if (wikidata.categorydict.ContainsKey(kvp.Key))
{
writer.Write(crosswalk_cats[wikidata.categorydict[kvp.Key]]);
}
foreach (string cat in kvp.Value)
{
if (wikidata.categorydict.ContainsKey(cat))
{
writer.Write("\t" + crosswalk_cats[wikidata.categorydict[cat]]);
}
}
writer.WriteLine();
}
writer.Close();
//write concept_categories
filename = "concept_categories.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.Write(crosswalk_concepts[id]);
foreach (string cat in wikidata.conceptdata[id].categories)
{
if (wikidata.categorydict.ContainsKey(cat))
{
writer.Write("\t" + crosswalk_cats[wikidata.categorydict[cat]]);
}
}
writer.WriteLine();
}
writer.Close();
#endregion categories_outputfiles
Console.WriteLine("Category files saved in {0:F2} minutes ...", (DateTimeOffset.Now - start).TotalMinutes);
start = DateTimeOffset.Now;
#region links_outputfiles
Console.WriteLine("Writing links output files ...");
//write disambiguation matrix
filename = "disambiguation.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (KeyValuePair <string, HashSet <string> > kvp in wikidata.disambigredirect)
{
writer.Write(kvp.Key);
foreach (string child in kvp.Value)
{
//Console.WriteLine(child);
if (wikidata.conceptdict.ContainsKey(child))
{
int id2 = wikidata.conceptdict[child];
if (validconcepts.Contains(id2))
{
writer.Write("\t" + crosswalk_concepts[id2]);
}
}
}
writer.WriteLine();
}
writer.Close();
//write redirects
filename = "redirects.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (KeyValuePair <string, string> kvp in wikidata.conceptredirects)
{
if (kvp.Value == null)
{
continue;
}
writer.Write(kvp.Key);
if (wikidata.conceptdict.ContainsKey(kvp.Value))
{
int id2 = wikidata.conceptdict[kvp.Value];
if (validconcepts.Contains(id2))
{
writer.Write("\t" + crosswalk_concepts[id2]);
}
}
writer.WriteLine();
}
writer.Close();
//write concept_outlinks
filename = "concept_outlinks.txt";
File.Delete(filename);
writer = new StreamWriter(filename);
foreach (int id in validconcepts)
{
writer.Write(crosswalk_concepts[id]);
foreach (string link in wikidata.conceptdata[id].outlinks)
{
if (wikidata.conceptdict.ContainsKey(link))
{
int id2 = wikidata.conceptdict[link];
if (validconcepts.Contains(id2))
{
writer.Write("\t" + crosswalk_concepts[id2]);
}
}
}
writer.WriteLine();
}
writer.Close();
#endregion links_outputfiles
Console.WriteLine("Links files saved in {0:F2} minutes ...", (DateTimeOffset.Now - start).TotalMinutes);
}