org.deeplearning4j.models.glove

Class Glove

java.lang.Object

org.deeplearning4j.models.embeddings.wordvectors.WordVectorsImpl<T>

org.deeplearning4j.models.sequencevectors.SequenceVectors<VocabWord>

org.deeplearning4j.models.glove.Glove

All Implemented Interfaces:

Serializable, WordVectors, org.deeplearning4j.nn.weights.embeddings.EmbeddingInitializer

public class Glove
extends SequenceVectors<VocabWord>

GlobalVectors standalone implementation for DL4j. Based on original Stanford GloVe http://www-nlp.stanford.edu/pubs/glove.pdf

Author:

[email protected]

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	Glove.Builder

Nested classes/interfaces inherited from class org.deeplearning4j.models.sequencevectors.SequenceVectors

SequenceVectors.AsyncSequencer

Field Summary

Fields inherited from class org.deeplearning4j.models.sequencevectors.SequenceVectors

configuration, configured, elementsLearningAlgorithm, enableScavenger, eventListeners, existingModel, intersectModel, iterator, lockFactor, log, scoreElements, scoreSequences, sequenceLearningAlgorithm, unknownElement, vocabLimit

Fields inherited from class org.deeplearning4j.models.embeddings.wordvectors.WordVectorsImpl

batchSize, DEFAULT_UNK, layerSize, learningRate, learningRateDecayWords, lookupTable, minLearningRate, minWordFrequency, modelUtils, negative, numEpochs, numIterations, resetModel, sampling, seed, stopWords, trainElementsVectors, trainSequenceVectors, useAdeGrad, useUnknown, variableWindows, vocab, window, workers

Constructor Summary

Constructors

Modifier	Constructor and Description
protected	Glove()

Method Summary

Methods inherited from class org.deeplearning4j.models.sequencevectors.SequenceVectors

buildVocab, fit, getElementsScore, getSequencesScore, getUNK, getWordVectorMatrix, initLearners, setUNK, trainSequence

Methods inherited from class org.deeplearning4j.models.embeddings.wordvectors.WordVectorsImpl

accuracy, getLayerSize, getWordVector, getWordVectorMatrixNormalized, getWordVectors, getWordVectorsMean, hasWord, indexOf, jsonSerializable, loadWeightsInto, lookupTable, outOfVocabularySupported, setLookupTable, setModelUtils, setVocab, similarity, similarWordsInVocabTo, update, update, vectorSize, vocab, vocabSize, wordsNearest, wordsNearest, wordsNearest, wordsNearestSum, wordsNearestSum, wordsNearestSum

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Methods inherited from interface org.deeplearning4j.models.embeddings.wordvectors.WordVectors

accuracy, getWordVector, getWordVectorMatrixNormalized, getWordVectors, getWordVectorsMean, hasWord, indexOf, lookupTable, outOfVocabularySupported, setModelUtils, similarity, similarWordsInVocabTo, vocab, wordsNearest, wordsNearest, wordsNearest, wordsNearestSum, wordsNearestSum, wordsNearestSum

Methods inherited from interface org.deeplearning4j.nn.weights.embeddings.EmbeddingInitializer

jsonSerializable, loadWeightsInto, vectorSize, vocabSize

Constructor Detail

Glove

protected Glove()