public void Preprocess(string outputDirPath)
{
ConcurrentDictionary <string, int> wordCount = new ConcurrentDictionary <string, int>();
ConcurrentDictionary <string, int> wordPageCount = new ConcurrentDictionary <string, int>();
WikiDataProvider wdp = new WikiDataProvider();
EngTokenizer tokenizer = new EngTokenizer();
EngMorphology morph = new EngMorphology();
Stopwatch timer = Stopwatch.StartNew();
Parallel.For(0, 13000, i => {
//for(int i = 0; i < 5 /*1300*/; i++)
//{
Console.WriteLine("Thread taking iteration: " + i);
Console.WriteLine("Loading 1K pages from DB");
var pages = wdp.GetPageByIDInRange(i * 1000, (i + 1) * 1000);
pages.ForEach(page => {
if (page.Language == "en")
{
if (page.PageID % 100 == 0)
{
Console.WriteLine("Processing page: " + page.PageID);
}
var tokens = tokenizer.Annotate(page.Text).Select(x => ((TokenAnnotation)x)).ToList();
var distWords = tokens.Select(x => x.Text.Trim()).Distinct().ToList();
distWords.ForEach(dw => {
if (!wordPageCount.ContainsKey(dw))
{
wordPageCount.TryAdd(dw, 0);
}
wordPageCount[dw] += 1;
});
tokens.ForEach(t =>
{
if (!string.IsNullOrEmpty(t.Text))
{
if (!wordCount.ContainsKey(t.Text.ToLower()))
{
wordCount.TryAdd(t.Text.ToLower(), 0);
}
wordCount[t.Text.ToLower()]++;
}
});
}
});
});
timer.Stop();
Console.WriteLine("Processing finished in: " + timer.Elapsed.ToString());
Console.WriteLine("Finished processing, writing freqs...");
TakeLab.Utilities.IO.StringWriter <string> .WriteDictionary <int>(wordCount.OrderByDescending(x => x.Value).ToList(), outputDirPath + "\\wikipedia-english-word-freq.txt");
Console.WriteLine("Finished processing, writing page freqs...");
TakeLab.Utilities.IO.StringWriter <string> .WriteDictionary <int>(wordPageCount.OrderByDescending(x => x.Value).ToList(), outputDirPath + "\\wikipedia-english-word-page-freq.txt");
}
public void Preprocess(string outputDirPath)
{
ConcurrentDictionary<string, int> wordCount = new ConcurrentDictionary<string, int>();
ConcurrentDictionary<string, int> wordPageCount = new ConcurrentDictionary<string, int>();
WikiDataProvider wdp = new WikiDataProvider();
EngTokenizer tokenizer = new EngTokenizer();
EngMorphology morph = new EngMorphology();
Stopwatch timer = Stopwatch.StartNew();
Parallel.For(0, 13000, i => {
//for(int i = 0; i < 5 /*1300*/; i++)
//{
Console.WriteLine("Thread taking iteration: " + i);
Console.WriteLine("Loading 1K pages from DB");
var pages = wdp.GetPageByIDInRange(i * 1000, (i+1)*1000);
pages.ForEach(page => {
if (page.Language == "en")
{
if (page.PageID % 100 == 0) Console.WriteLine("Processing page: " + page.PageID);
var tokens = tokenizer.Annotate(page.Text).Select(x => ((TokenAnnotation)x)).ToList();
var distWords = tokens.Select(x => x.Text.Trim()).Distinct().ToList();
distWords.ForEach(dw => {
if (!wordPageCount.ContainsKey(dw)) wordPageCount.TryAdd(dw, 0);
wordPageCount[dw] += 1;
});
tokens.ForEach(t =>
{
if (!string.IsNullOrEmpty(t.Text))
{
if (!wordCount.ContainsKey(t.Text.ToLower())) wordCount.TryAdd(t.Text.ToLower(), 0);
wordCount[t.Text.ToLower()]++;
}
});
}
});
});
timer.Stop();
Console.WriteLine("Processing finished in: " + timer.Elapsed.ToString());
Console.WriteLine("Finished processing, writing freqs...");
TakeLab.Utilities.IO.StringWriter<string>.WriteDictionary<int>(wordCount.OrderByDescending(x => x.Value).ToList(), outputDirPath + "\\wikipedia-english-word-freq.txt");
Console.WriteLine("Finished processing, writing page freqs...");
TakeLab.Utilities.IO.StringWriter<string>.WriteDictionary<int>(wordPageCount.OrderByDescending(x => x.Value).ToList(), outputDirPath + "\\wikipedia-english-word-page-freq.txt");
}