List of usage examples for org.deeplearning4j.models.word2vec.wordstore.inmemory InMemoryLookupCache wordFor
@Override
public VocabWord wordFor(long id)
From source file:de.mpii.docsimilarity.mr.utils.io.WordVectorSerializer.java
License:Apache License
/** * Write the tsne format/* w ww . ja va2 s . com*/ * * @param vec * the word vectors to use for labeling * @param tsne * the tsne array to write * @param csv * the file to use * @throws Exception */ public static void writeTsneFormat(Glove vec, INDArray tsne, File csv) throws Exception { BufferedWriter write = new BufferedWriter(new FileWriter(csv)); int words = 0; InMemoryLookupCache l = (InMemoryLookupCache) vec.vocab(); for (String word : vec.vocab().words()) { if (word == null) { continue; } StringBuilder sb = new StringBuilder(); INDArray wordVector = tsne.getRow(l.wordFor(word).getIndex()); for (int j = 0; j < wordVector.length(); j++) { sb.append(wordVector.getDouble(j)); if (j < wordVector.length() - 1) { sb.append(","); } } sb.append(","); sb.append(word); sb.append(" "); sb.append("\n"); write.write(sb.toString()); } log.info("Wrote " + words + " with size of " + vec.lookupTable().getVectorLength()); write.flush(); write.close(); }
From source file:de.mpii.docsimilarity.mr.utils.io.WordVectorSerializer.java
License:Apache License
/** * Write the tsne format/* w w w . j a va 2 s . c o m*/ * * @param vec * the word vectors to use for labeling * @param tsne * the tsne array to write * @param csv * the file to use * @throws Exception */ public static void writeTsneFormat(Word2Vec vec, INDArray tsne, File csv) throws Exception { BufferedWriter write = new BufferedWriter(new FileWriter(csv)); int words = 0; InMemoryLookupCache l = (InMemoryLookupCache) vec.vocab(); for (String word : vec.vocab().words()) { if (word == null) { continue; } StringBuilder sb = new StringBuilder(); INDArray wordVector = tsne.getRow(l.wordFor(word).getIndex()); for (int j = 0; j < wordVector.length(); j++) { sb.append(wordVector.getDouble(j)); if (j < wordVector.length() - 1) { sb.append(","); } } sb.append(","); sb.append(word); sb.append(" "); sb.append("\n"); write.write(sb.toString()); } log.info("Wrote " + words + " with size of " + vec.lookupTable().layerSize()); write.flush(); write.close(); }