hex.word2vec

Class Word2Vec

java.lang.Object

water.Iced<T>

water.Keyed

water.Job<M>

hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>

hex.word2vec.Word2Vec

All Implemented Interfaces:

java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, water.Freezable

public class Word2Vec
extends hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	Word2Vec.NormModel
static class	Word2Vec.WordModel

Nested classes/interfaces inherited from class hex.ModelBuilder

hex.ModelBuilder.BuilderVisibility, hex.ModelBuilder.ValidationMessage

Nested classes/interfaces inherited from class water.Job

water.Job.JobCancelledException, water.Job.JobState, water.Job.Progress, water.Job.ProgressUpdate

Nested classes/interfaces inherited from class water.Keyed

water.Keyed.BinarySerializer<X extends water.Keyed>

Field Summary

Fields inherited from class hex.ModelBuilder

_messages, _nclass, _offset, _parms, _response, _train, _valid, _vresponse, _weights

Fields inherited from class water.Job

_description, _dest, _end_time, _exception, _progressKey, _start_time, _state, LIST

Fields inherited from class water.Keyed

_key, EMPTY_KEY_LIST

Constructor Summary

Constructors

Constructor and Description
Word2Vec(Word2VecModel.Word2VecParameters parms)

Method Summary

Methods

Modifier and Type	Method and Description
hex.ModelBuilder.BuilderVisibility	builderVisibility()
hex.ModelCategory[]	can_build()
void	init(boolean expensive) Initialize the ModelBuilder, validating all arguments and preparing the training frame.
hex.schemas.ModelBuilderSchema	schema()
water.Job<Word2VecModel>	trainModel() Start the KMeans training Job on an F/J thread.

Methods inherited from class hex.ModelBuilder

checkMemoryFootPrint, clearInitState, computePriorClassDistribution, createModelBuilder, error_count, error, getAlgo, getAlgo, getAlgo, getAlgoFullName, getModelBuilder, getModelBuilders, getModelClass, hasOffset, hasWeights, hide, ignoreBadColumns, ignoreStringColumns, info, isClassifier, isSupervised, nclasses, registerModelBuilder, response, separateFeatureVecs, train, updateValidationMessages, valid, validationErrors, vresponse, warn

Methods inherited from class water.Job

cancel, cancel, checksum_impl, createProgressKey, deleteProgressKey, dest, done, failed, get, isCancelledOrCrashed, isDone, isRunning, isRunning, isStopped, jobs, msec, onCancelled, progress_msg, progress, remove_impl, start, update, update, update, update

Methods inherited from class water.Keyed

checksum, getBinarySerializer, getPublishedKeys, remove, remove, remove, remove

Methods inherited from class water.Iced

clone, frozenType, read_impl, read, readExternal, readJSON_impl, readJSON, toJsonString, write_impl, write, writeExternal, writeHTML_impl, writeHTML, writeJSON_impl, writeJSON

Methods inherited from class java.lang.Object

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

Constructor Detail

Word2Vec

public Word2Vec(Word2VecModel.Word2VecParameters parms)

Method Detail

can_build

public hex.ModelCategory[] can_build()

Specified by:

can_build in class hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>

builderVisibility

public hex.ModelBuilder.BuilderVisibility builderVisibility()

Specified by:

builderVisibility in class hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>

schema

public hex.schemas.ModelBuilderSchema schema()

Specified by:

schema in class hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>

trainModel

public water.Job<Word2VecModel> trainModel()

Start the KMeans training Job on an F/J thread.

Specified by:

trainModel in class hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>

init

public void init(boolean expensive)

Initialize the ModelBuilder, validating all arguments and preparing the training frame. This call is expected to be overridden in the subclasses and each subclass will start with "super.init();". Verify that at least one column contains strings. Validate _vecSize, windowSize, sentSampleRate, initLearningRate, and epochs for values within range.

Overrides:

init in class hex.ModelBuilder<Word2VecModel,Word2VecModel.Word2VecParameters,Word2VecModel.Word2VecOutput>