ParagraphVectors test

		ClassPathResource resource1 = new ClassPathResource("TopicClassifier/DimMetric-Train.txt");
		InputStream is = resource1.getInputStream();
		LabelAwareListSentenceIterator iterator1 = new LabelAwareListSentenceIterator(is);

    TokenizerFactory t = new DefaultTokenizerFactory();
    t.setTokenPreProcessor(new CommonPreprocessor());
    
    StopWatch sw = new StopWatch();
    sw.start();
    
    // ParagraphVectors training configuration
    ParagraphVectors paragraphVectors = new ParagraphVectors.Builder()
            .useAdaGrad(useAdaGrade)
            .learningRate(learnRate)
            .minLearningRate(minLearnRate)
            .batchSize(batchSize)
            .epochs(epochs)
            .trainWordVectors(true)
            .tokenizerFactory(t)
            .minWordFrequency(minWordFreq)
            .stopWords(stopwords)
            .iterations(iterations)
            .layerSize(layerSize)
            .windowSize(windowSize)
            .iterate(iterator1)
            .build();

    // Start model training
    paragraphVectors.fit();
      
    sw.stop();
      
    log.info("...took: "+sw.getTime());

    serialize(paragraphVectors);

    
    
    
		ClassPathResource testResource = new ClassPathResource("TopicClassifier/DimMetric-Test.text");
		InputStream is2 = testResource.getInputStream();
		LabelAwareListSentenceIterator iterator2 = new LabelAwareListSentenceIterator(is);
		

		while (iterator2.hasNext()) {
			
			String nextSentence = iterator2.nextSentence();

      
		}