public FeatureTermNest Build(GlobalIndex index)
{
FeatureTermNest featureTermNest = new FeatureTermNest(index);
if (index.GetCanonicalTerms().Count == 0 || index.GetDocuments().Count == 0)
{
throw new ArgumentException("No resource Indexed.");
}
Check(index.GetCanonicalTerms(), index.GetCanonicalTerms(), featureTermNest);
return(featureTermNest);
}
public List <Term> Run(List <string> filePaths)
{
var watchAll = System.Diagnostics.Stopwatch.StartNew();
var watch = System.Diagnostics.Stopwatch.StartNew();
StopList stop = new StopList();
Normalizer lemmatizer = new Normalizer();
NounPhraseExtractor nounPhraseExtractor = new NounPhraseExtractor(stop, lemmatizer);
GlobalIndexBuilder builder = new GlobalIndexBuilder();
List <Document> documents = new List <Document>();
foreach (string filePath in filePaths)
{
documents.Add(new FileDocument(filePath));
}
watch.Stop();
Console.WriteLine("Setup: " + watch.ElapsedMilliseconds + " ms");
watch = System.Diagnostics.Stopwatch.StartNew();
GlobalIndex termDocIndex = builder.Build(documents, nounPhraseExtractor);
watch.Stop();
Console.WriteLine("GlobalIndexBuilder.Build(): " + watch.ElapsedMilliseconds + " ms");
watch = System.Diagnostics.Stopwatch.StartNew();
FeatureTermNest termNest = new FeatureTermNestBuilder().Build(termDocIndex);
watch.Stop();
Console.WriteLine("FeatureTermNestBuilder.Build: " + watch.ElapsedMilliseconds + " ms");
watch = System.Diagnostics.Stopwatch.StartNew();
FeatureCorpusTermFrequency termCorpusFrequency = new FeatureCorpusTermFrequencyBuilder().Build(termDocIndex);
watch.Stop();
Console.WriteLine("FeatureCorpusTermFrequencyBuilder.Build: " + watch.ElapsedMilliseconds + " ms");
watch = System.Diagnostics.Stopwatch.StartNew();
FileResultWriter writer = new FileResultWriter(termDocIndex);
CValueAlgorithm algorithm = new CValueAlgorithm();
AlgorithmContext context = new AlgorithmContext(termCorpusFrequency, termNest);
List <Term> terms = algorithm.Execute(context);
watch.Stop();
watchAll.Stop();
Console.WriteLine("CValueAlgorithm.Execute: " + watch.ElapsedMilliseconds + " ms");
Console.WriteLine("Everything: " + watchAll.ElapsedMilliseconds + " ms");
return(terms);
}
private void Count(GlobalIndex index, FeatureCorpusTermFrequency featureCorpusTermFrequency)
{
TermFrequencyCounter termFrequencyCounter = new TermFrequencyCounter();
foreach (Document document in index.GetDocuments())
{
string context = WordUtil.ApplyCharacterReplacement(document.GetContent(), RuntimeProperties.TERM_CLEAN_PATTERN);
ISet <string> candidates = index.RetrieveCanonicalTermsInDoc(document);
foreach (string term in candidates)
{
int frequency = termFrequencyCounter.Count(context, index.RetrieveVariantsOfCanonicalTerm(term));
featureCorpusTermFrequency.AddToTermFrequency(term, frequency);
}
}
}
public FeatureCorpusTermFrequency Build(GlobalIndex index)
{
FeatureCorpusTermFrequency featureCorpusTermFrequency = new FeatureCorpusTermFrequency(index);
if (index.GetCanonicalTerms().Count == 0 || index.GetDocuments().Count == 0)
{
throw new ArgumentException("No resource indexed.");
}
int totalCorpusTermFrequency = 0;
Count(index, featureCorpusTermFrequency);
foreach (Document document in index.GetDocuments())
{
totalCorpusTermFrequency += wordCounter.CountWords(document);
}
featureCorpusTermFrequency.SetTotalCorpusTermFrequency(totalCorpusTermFrequency);
return(featureCorpusTermFrequency);
}
public GlobalIndex Build(List <Document> corpus, NounPhraseExtractor extractor)
{
GlobalIndex index = new GlobalIndex();
foreach (Document document in corpus)
{
IDictionary <string, ISet <string> > nounPhrases = extractor.Extract(document);
index.IndexTermWithVariant(nounPhrases);
ISet <string> termsCanonical = new HashSet <string>();
termsCanonical.UnionWith(nounPhrases.Keys);
index.IndexDocWithCanonicalTerms(document, termsCanonical);
foreach (string term in nounPhrases.Keys)
{
index.IndexCanonicalTermInDoc(term, document);
}
}
return(index);
}
public FeatureTermNest(GlobalIndex index)
{
this.index = index;
}
public FileResultWriter(GlobalIndex index)
{
this.index = index;
}
public FeatureCorpusTermFrequency(GlobalIndex index)
{
this.index = index;
}
