Package oracle.pgx.config.mllib

Class UnsupervisedEdgeWiseModelConfig

java.lang.Object

oracle.pgx.config.mllib.GraphWiseBaseModelConfig

oracle.pgx.config.mllib.EdgeWiseModelConfig

oracle.pgx.config.mllib.UnsupervisedEdgeWiseModelConfig

public class UnsupervisedEdgeWiseModelConfig
extends EdgeWiseModelConfig

Configuration class for UnsupervisedEdgeWiseModel. See UnsupervisedEdgeWiseModel for a description of the hyperparameters.

Since:

23.2

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	UnsupervisedEdgeWiseModelConfig.LossFunction

Nested classes/interfaces inherited from class oracle.pgx.config.mllib.EdgeWiseModelConfig

EdgeWiseModelConfig.EdgeWiseConvModelVariant

Nested classes/interfaces inherited from class oracle.pgx.config.mllib.GraphWiseBaseModelConfig

GraphWiseBaseModelConfig.Backend

Field Summary

Fields

Modifier and Type	Field	Description
static GraphWiseDgiLayerConfig	DEFAULT_DGI_LAYER_CONFIG	one default initialized config (See GraphWiseDgiLayerConfig)
static UnsupervisedEdgeWiseModelConfig.LossFunction	DEFAULT_LOSS_FUNCTION	UnsupervisedEdgeWiseModelConfig.LossFunction.SIGMOID_CROSS_ENTROPY

Fields inherited from class oracle.pgx.config.mllib.EdgeWiseModelConfig

DEFAULT_MODE, EDGE_EMBEDDING_SIZE

Fields inherited from class oracle.pgx.config.mllib.GraphWiseBaseModelConfig

DEFAULT_BACKEND, DEFAULT_BATCH_SIZE, DEFAULT_CONV_LAYER_CONFIGS, DEFAULT_EMBEDDING_DIM, DEFAULT_ENABLE_ACCELERATOR, DEFAULT_LEARNING_RATE, DEFAULT_NORMALIZE, DEFAULT_NUM_EPOCHS, DEFAULT_SEED, DEFAULT_SHUFFLE, DEFAULT_STANDARDIZE, DEFAULT_WEIGHT_DECAY, SUPPORTED_INPUT_TYPES

Constructor Summary

Constructors

Constructor	Description
UnsupervisedEdgeWiseModelConfig()
UnsupervisedEdgeWiseModelConfig(int batchSize, int numEpochs, double learningRate, double weightDecay, int embeddingDim, java.lang.Integer edgeEmbeddingDim, java.lang.Integer seed, GraphWiseBaseConvLayerConfig[] convLayerConfigs, boolean standardize, boolean shuffle, java.util.List<java.lang.String> vertexInputPropertyNames, java.util.List<java.lang.String> edgeInputPropertyNames, java.util.Map<java.lang.String,InputPropertyConfig> vertexInputPropertyConfigs, java.util.Map<java.lang.String,InputPropertyConfig> edgeInputPropertyConfigs, oracle.pgx.config.internal.categorymapping.CategoryMappingConfig categoryMappingConfig, java.util.List<java.util.Set<java.lang.String>> targetEdgeLabelSets, boolean fitted, double trainingLoss, int inputFeatureDim, int edgeInputFeatureDim, UnsupervisedEdgeWiseModelConfig.LossFunction lossFunction, boolean normalize, GraphWiseBaseModelConfig.Backend backend, EdgeCombinationMethod edgeCombinationMethod, EdgeWiseModelConfig.EdgeWiseConvModelVariant variant, GraphWiseDgiLayerConfig dgiLayerConfig, boolean enableAccelerator, GraphWiseValidationConfig validationConfig)
UnsupervisedEdgeWiseModelConfig(UnsupervisedEdgeWiseModelConfig source)
UnsupervisedEdgeWiseModelConfig(UnsupervisedEdgeWiseModelConfig source, oracle.pgx.config.internal.categorymapping.CategoryMappingConfig categoryMappingConfig)

Method Summary

Modifier and Type	Method	Description
GraphWiseDgiLayerConfig	getDgiLayerConfig()
UnsupervisedEdgeWiseModelConfig.LossFunction	getLossFunction()
void	setDgiLayerConfig(GraphWiseDgiLayerConfig dgiLayerConfig)
void	setLossFunction(UnsupervisedEdgeWiseModelConfig.LossFunction lossFunction)

Methods inherited from class oracle.pgx.config.mllib.EdgeWiseModelConfig

getEdgeCombinationMethod, getEdgeEmbeddingDim, getTargetEdgeLabelSets, getVariant, setEdgeCombinationMethod, setEdgeEmbeddingDim, setTargetEdgeLabels, setTargetEdgeLabelSets, setVariant

Methods inherited from class oracle.pgx.config.mllib.GraphWiseBaseModelConfig

clearSensitiveData, getBackend, getBatchSize, getCategoryMappingConfig, getConvLayerConfigs, getEdgeInputFeatureDim, getEdgeInputPropertyConfigs, getEdgeInputPropertyNames, getEmbeddingDim, getInputFeatureDim, getLearningRate, getNumEpochs, getSeed, getTrainingLoss, getValidationConfig, getVertexInputPropertyConfigs, getVertexInputPropertyNames, getWeightDecay, isEnableAccelerator, isFitted, isNormalize, isShuffle, isStandardize, setBatchSize, setCategoryMappingConfig, setConvLayerConfigs, setEdgeInputFeatureDim, setEdgeInputPropertyConfigs, setEdgeInputPropertyNames, setEmbeddingDim, setEnableAccelerator, setFitted, setInputFeatureDim, setLearningRate, setNormalize, setNumEpochs, setSeed, setShuffle, setStandardize, setTrainingLoss, setValidationConfig, setVertexInputPropertyConfigs, setVertexInputPropertyNames, setWeightDecay

Methods inherited from class java.lang.Object

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

Field Detail

DEFAULT_LOSS_FUNCTION

public static final UnsupervisedEdgeWiseModelConfig.LossFunction DEFAULT_LOSS_FUNCTION

UnsupervisedEdgeWiseModelConfig.LossFunction.SIGMOID_CROSS_ENTROPY

DEFAULT_DGI_LAYER_CONFIG

public static final GraphWiseDgiLayerConfig DEFAULT_DGI_LAYER_CONFIG

one default initialized config (See GraphWiseDgiLayerConfig)

Constructor Detail

UnsupervisedEdgeWiseModelConfig

public UnsupervisedEdgeWiseModelConfig()

UnsupervisedEdgeWiseModelConfig

public UnsupervisedEdgeWiseModelConfig(int batchSize,
                                       int numEpochs,
                                       double learningRate,
                                       double weightDecay,
                                       int embeddingDim,
                                       java.lang.Integer edgeEmbeddingDim,
                                       java.lang.Integer seed,
                                       GraphWiseBaseConvLayerConfig[] convLayerConfigs,
                                       boolean standardize,
                                       boolean shuffle,
                                       java.util.List<java.lang.String> vertexInputPropertyNames,
                                       java.util.List<java.lang.String> edgeInputPropertyNames,
                                       java.util.Map<java.lang.String,InputPropertyConfig> vertexInputPropertyConfigs,
                                       java.util.Map<java.lang.String,InputPropertyConfig> edgeInputPropertyConfigs,
                                       oracle.pgx.config.internal.categorymapping.CategoryMappingConfig categoryMappingConfig,
                                       java.util.List<java.util.Set<java.lang.String>> targetEdgeLabelSets,
                                       boolean fitted,
                                       double trainingLoss,
                                       int inputFeatureDim,
                                       int edgeInputFeatureDim,
                                       UnsupervisedEdgeWiseModelConfig.LossFunction lossFunction,
                                       boolean normalize,
                                       GraphWiseBaseModelConfig.Backend backend,
                                       EdgeCombinationMethod edgeCombinationMethod,
                                       EdgeWiseModelConfig.EdgeWiseConvModelVariant variant,
                                       GraphWiseDgiLayerConfig dgiLayerConfig,
                                       boolean enableAccelerator,
                                       GraphWiseValidationConfig validationConfig)

UnsupervisedEdgeWiseModelConfig

public UnsupervisedEdgeWiseModelConfig(UnsupervisedEdgeWiseModelConfig source)

UnsupervisedEdgeWiseModelConfig

public UnsupervisedEdgeWiseModelConfig(UnsupervisedEdgeWiseModelConfig source,
                                       oracle.pgx.config.internal.categorymapping.CategoryMappingConfig categoryMappingConfig)

Method Detail

getDgiLayerConfig

public GraphWiseDgiLayerConfig getDgiLayerConfig()

setDgiLayerConfig

public final void setDgiLayerConfig(GraphWiseDgiLayerConfig dgiLayerConfig)

getLossFunction

public UnsupervisedEdgeWiseModelConfig.LossFunction getLossFunction()

setLossFunction

public final void setLossFunction(UnsupervisedEdgeWiseModelConfig.LossFunction lossFunction)