Index

_

__add__() (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) __call__() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) (gigl.utils.data_splitters.HashedNodeAnchorLinkSplitter method) (gigl.utils.data_splitters.NodeAnchorLinkSplitter method) __cat_dim__() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) __class_getitem__() (gigl.common.collections.frozen_dict.FrozenDict class method) (gigl.common.collections.sorted_dict.SortedDict class method) (gigl.common.types.uri.local_uri.LocalUri class method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.CombinedIterableDatasets class method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.LoopyIterableDataset class method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.TfRecordsIterableDataset class method) __contains__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) __deepcopy__() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) __delattr__() (gigl.common.data.dataloaders.SerializedTFRecordInfo method) (gigl.common.data.dataloaders.TFDatasetOptions method) (gigl.common.data.load_torch_tensors.SerializedGraphMetadata method) (gigl.common.utils.test_utils.TestArgs method) (gigl.distributed.dist_context.DistributedContext method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) (gigl.src.common.types.graph_data.Edge method) (gigl.src.common.types.graph_data.Node method) (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.EdgePbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.GraphPbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.NodePbWrapper method) (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryEdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryNodeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.DataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.EdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.NodeDataReference method) (gigl.types.distributed.FeaturePartitionData method) (gigl.types.distributed.GraphPartitionData method) __delitem__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) __dir__() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) (gigl.src.common.types.dataflow_job_options.CommonOptions method) __eq__() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.collections.frozen_dict.FrozenDict method) (gigl.common.collections.sorted_dict.SortedDict method) (gigl.common.data.dataloaders.SerializedTFRecordInfo method) (gigl.common.data.dataloaders.TFDatasetOptions method) (gigl.common.data.load_torch_tensors.SerializedGraphMetadata method) (gigl.common.services.vertex_ai.VertexAiJobConfig method) (gigl.common.types.resource_config.CommonPipelineComponentConfigs method) (gigl.common.types.uri.gcs_uri.GcsUri method) (gigl.common.types.uri.http_uri.HttpUri method) (gigl.common.types.uri.local_uri.LocalUri method) (gigl.common.types.uri.uri.Uri method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) (gigl.common.utils.test_utils.TestArgs method) (gigl.distributed.dist_context.DistributedContext method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.translators.training_samples_protos_translator.NodeAnchorBasedLinkPredictionSample method) (gigl.src.common.translators.training_samples_protos_translator.NodeAnchorBasedLinkPredictionSample.SampleSupervisionEdgeData method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.Edge method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.common.types.graph_data.Node method) (gigl.src.common.types.model_eval_metrics.EvalMetric method) (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.dataset_metadata_utils.Dataloaders method) (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper method) (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.EdgePbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.GraphPbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.NodePbWrapper method) (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.RandomUniformPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.RandomWeightedPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.TopKPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.UserDefinedPbWrapper method) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.GlobalRandomUniformStrategyPbWrapper method) 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method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) __getitem__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) __getnewargs__() (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) 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method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) 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(snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) __gt__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.common.types.graph_data.Node method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) 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(snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) 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method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig 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(gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.TopKPbWrapper method) (gigl.src.common.types.pb_wrappers.sampling_op.UserDefinedPbWrapper method) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.GlobalRandomUniformStrategyPbWrapper method) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.MessagePassingPathPbWrapper method) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.MessagePassingPathStrategyPbWrapper method) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.SubgraphSamplingStrategyPbWrapper method) (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.trained_model_metadata.TrainedModelMetadataPbWrapper method) (gigl.src.common.types.task_inputs.BatchCombinedScores method) (gigl.src.common.types.task_inputs.BatchEmbeddings method) (gigl.src.common.types.task_inputs.BatchScores method) (gigl.src.common.types.task_inputs.InputBatch method) (gigl.src.common.types.task_inputs.NodeAnchorBasedLinkPredictionTaskInputs method) (gigl.src.common.utils.bq.BqUtils method) (gigl.src.common.utils.file_loader.FileLoader method) (gigl.src.common.utils.scheduler.CosineDecayScheduler method) (gigl.src.common.utils.spark_job_manager.DataprocClusterInitData method) (gigl.src.common.utils.spark_job_manager.SparkJobManager method) (gigl.src.config_populator.config_populator.ConfigPopulator method) (gigl.src.data_preprocessor.data_preprocessor.DataPreprocessor method) (gigl.src.data_preprocessor.lib.enumerate.utils.EnumeratorEdgeTypeMetadata method) (gigl.src.data_preprocessor.lib.enumerate.utils.EnumeratorNodeTypeMetadata method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryEdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryNodeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.DataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.EdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.NodeDataReference method) (gigl.src.data_preprocessor.lib.transform.transformed_features_info.TransformedFeaturesInfo method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.gnn_inferencer.InferencerOutputPaths method) (gigl.src.inference.v1.gnn_inferencer.InferencerV1 method) (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint method) (gigl.src.inference.v1.lib.base_inferencer.BaseInferencer method) (gigl.src.inference.v1.lib.base_inferencer.InferBatchResults method) (gigl.src.inference.v1.lib.base_inferencer.NodeAnchorBasedLinkPredictionBaseInferencer method) (gigl.src.inference.v1.lib.base_inferencer.SupervisedNodeClassificationBaseInferencer method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchemaBuilder method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) (gigl.src.subgraph_sampler.lib.ingestion_protocol.BaseIngestion method) (gigl.src.training.v1.lib.base_trainer.BaseTrainer method) (gigl.src.training.v1.lib.data_loaders.common.DataloaderConfig method) (gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader.NodeAnchorBasedLinkPredictionBatch method) (gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader.NodeAnchorBasedLinkPredictionBatch.BatchSupervisionEdgeData method) (gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader.RootedNodeNeighborhoodBatch method) (gigl.src.training.v1.lib.data_loaders.supervised_node_classification_data_loader.SupervisedNodeClassificationBatch method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.CombinedIterableDatasets method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.LoopyIterableDataset method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.TfRecordsIterableDataset method) (gigl.types.data.LoadedGraphTensors method) (gigl.types.distributed.FeaturePartitionData method) (gigl.types.distributed.GraphPartitionData method) (gigl.types.distributed.PartitionOutput method) (gigl.utils.data_splitters.HashedNodeAnchorLinkSplitter method) (gigl.utils.data_splitters.NodeAnchorLinkSplitter method) (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) 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(snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) __init_subclass__() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord class method) (gigl.common.utils.compute.serialization.coder.CoderProtocol class method) (gigl.common.utils.compute.serialization.serialize_np.NumpyCoder class method) (gigl.common.utils.compute.serialization.serialize_string.StringCoder class method) (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder class method) (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol class method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder class method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData class method) (gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec.GraphSageTemplateTrainerSpec class method) (gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec.NodeAnchorBasedLinkPredictionModelingTaskSpec class method) (gigl.src.common.modeling_task_specs.node_classification_modeling_task_spec.NodeClassificationModelingTaskSpec class method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN class method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT class method) (gigl.src.common.models.pyg.homogeneous.GAT class method) (gigl.src.common.models.pyg.homogeneous.GATv2 class method) (gigl.src.common.models.pyg.homogeneous.GIN class method) (gigl.src.common.models.pyg.homogeneous.GINE class method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE class method) (gigl.src.common.models.pyg.homogeneous.Transformer class method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN class method) (gigl.src.common.types.model.BaseModelOperationsProtocol class method) (gigl.src.common.types.model.GnnModel class method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn class method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats class method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures class method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn class method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema class method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform class method) (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint class method) (gigl.src.inference.v1.lib.base_inferencer.BaseInferencer class method) (gigl.src.inference.v1.lib.base_inferencer.NodeAnchorBasedLinkPredictionBaseInferencer class method) (gigl.src.inference.v1.lib.base_inferencer.SupervisedNodeClassificationBaseInferencer class method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint class method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint class method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets class method) (gigl.src.subgraph_sampler.lib.ingestion_protocol.BaseIngestion class method) (gigl.src.training.v1.lib.base_trainer.BaseTrainer class method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.CombinedIterableDatasets class method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.LoopyIterableDataset class method) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.TfRecordsIterableDataset class method) (gigl.utils.data_splitters.NodeAnchorLinkSplitter class method) __ior__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) __iter__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method)

__le__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) 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method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) 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(snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) __or__() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) 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method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) 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method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) 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method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) __reversed__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) __rmod__() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) __rmul__() 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(gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) (gigl.src.common.types.dataflow_job_options.CommonOptions method) (gigl.src.common.types.graph_data.Edge method) (gigl.src.common.types.graph_data.Node method) (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.EdgePbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.GraphPbWrapper method) (gigl.src.common.types.pb_wrappers.graph_data_types.NodePbWrapper method) (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryEdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryNodeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.DataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.EdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.NodeDataReference method) (gigl.types.distributed.FeaturePartitionData method) (gigl.types.distributed.GraphPartitionData method) __setitem__() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) __setstate__() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) 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(snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) 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(gigl.common.metrics.metrics_interface.OpsMetricPublisher attribute) (gigl.common.services.dataproc.DataprocService attribute) (gigl.common.services.gcp_cloud_logging.GCPCloudLoggingService attribute) (gigl.common.services.gcp_cloud_logging.LogEntries attribute) (gigl.common.services.vertex_ai.VertexAiJobConfig attribute) (gigl.common.services.vertex_ai.VertexAIService attribute) (gigl.common.types.resource_config.CommonPipelineComponentConfigs attribute) (gigl.common.types.uri.gcs_uri.GcsUri attribute) (gigl.common.types.uri.http_uri.HttpUri attribute) (gigl.common.types.uri.local_uri.LocalUri attribute) (gigl.common.types.uri.uri.Uri attribute) (gigl.common.types.uri.uri_factory.UriFactory attribute) (gigl.common.types.wrappers.kfp_api.ApiRunDetailWrapper attribute) (gigl.common.types.wrappers.kfp_api.KfpTaskDetails attribute) (gigl.common.utils.compute.serialization.coder.CoderProtocol attribute) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray attribute) (gigl.common.utils.compute.serialization.serialize_np.NumpyCoder attribute) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder attribute) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder attribute) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder attribute) (gigl.common.utils.compute.serialization.serialize_string.StringCoder attribute) (gigl.common.utils.gcs.GcsUtils attribute) (gigl.common.utils.kfp.KfpOutputViewers attribute) (gigl.common.utils.proto_utils.ProtoUtils attribute) (gigl.common.utils.test_utils.TestArgs attribute) (gigl.distributed.dist_context.DistributedContext attribute) (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner attribute) (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset attribute) (gigl.distributed.distributed_neighborloader.DistNeighborLoader attribute) (gigl.orchestration.kubeflow.kfp_orchestrator.KfpOrchestrator attribute) (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder attribute) (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol attribute) (gigl.src.common.graph_builder.graph_builder_factory.GraphBuilderFactory attribute) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder attribute) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData attribute) (gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec.GraphSageTemplateTrainerSpec attribute) (gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec.NodeAnchorBasedLinkPredictionModelingTaskSpec attribute) (gigl.src.common.modeling_task_specs.node_classification_modeling_task_spec.NodeClassificationModelingTaskSpec attribute) (gigl.src.common.modeling_task_specs.utils.early_stop.EarlyStopper attribute) (gigl.src.common.modeling_task_specs.utils.parameter_loading.ArgumentReader attribute) (gigl.src.common.modeling_task_specs.utils.profiler_wrapper.TorchProfiler attribute) (gigl.src.common.models.layers.count_min_sketch.CountMinSketch attribute) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder attribute) (gigl.src.common.models.layers.feature_interaction.DCNCross attribute) (gigl.src.common.models.layers.feature_interaction.DCNv2 attribute) (gigl.src.common.models.layers.loss.AligmentLoss attribute) (gigl.src.common.models.layers.loss.BGRLLoss attribute) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss attribute) (gigl.src.common.models.layers.loss.GBTLoss attribute) (gigl.src.common.models.layers.loss.GRACELoss attribute) (gigl.src.common.models.layers.loss.KLLoss attribute) (gigl.src.common.models.layers.loss.LLPRankingLoss attribute) (gigl.src.common.models.layers.loss.MarginLoss attribute) (gigl.src.common.models.layers.loss.RetrievalLoss attribute) (gigl.src.common.models.layers.loss.SoftmaxLoss attribute) (gigl.src.common.models.layers.loss.TBGRLLoss attribute) (gigl.src.common.models.layers.loss.UniformityLoss attribute) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss attribute) (gigl.src.common.models.layers.task.BGRL attribute) (gigl.src.common.models.layers.task.DirectAU attribute) (gigl.src.common.models.layers.task.FeatureReconstruction attribute) (gigl.src.common.models.layers.task.GBT attribute) (gigl.src.common.models.layers.task.GRACE attribute) (gigl.src.common.models.layers.task.Margin attribute) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask attribute) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionTasks attribute) (gigl.src.common.models.layers.task.Retrieval attribute) (gigl.src.common.models.layers.task.Softmax attribute) (gigl.src.common.models.layers.task.TBGRL attribute) (gigl.src.common.models.layers.task.WhiteningDecorrelation attribute) (gigl.src.common.models.pyg.heterogeneous.HGT attribute) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN attribute) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN attribute) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT attribute) (gigl.src.common.models.pyg.homogeneous.GAT attribute) (gigl.src.common.models.pyg.homogeneous.GATv2 attribute) (gigl.src.common.models.pyg.homogeneous.GIN attribute) (gigl.src.common.models.pyg.homogeneous.GINE attribute) (gigl.src.common.models.pyg.homogeneous.GraphSAGE attribute) (gigl.src.common.models.pyg.homogeneous.Transformer attribute) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN attribute) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN attribute) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv attribute) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv attribute) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv attribute) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv attribute) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer attribute) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction attribute) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge attribute) (gigl.src.common.translators.gbml_protos_translator.GbmlProtosTranslator attribute) (gigl.src.common.translators.model_eval_metrics_translator.EvalMetricsCollectionTranslator attribute) (gigl.src.common.translators.training_samples_protos_translator.NodeAnchorBasedLinkPredictionSample attribute) (gigl.src.common.translators.training_samples_protos_translator.NodeAnchorBasedLinkPredictionSample.SampleSupervisionEdgeData attribute) (gigl.src.common.translators.training_samples_protos_translator.TrainingSamplesProtosTranslator attribute) (gigl.src.common.types.dataflow_job_options.CommonOptions attribute) (gigl.src.common.types.graph_data.Edge attribute) (gigl.src.common.types.graph_data.EdgeUsageType attribute) (gigl.src.common.types.graph_data.Node attribute) (gigl.src.common.types.model.BaseModelOperationsProtocol attribute) (gigl.src.common.types.model.GnnModel attribute) (gigl.src.common.types.model.GraphBackend attribute) (gigl.src.common.types.model_eval_metrics.EvalMetric attribute) (gigl.src.common.types.model_eval_metrics.EvalMetricsCollection attribute) (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper attribute) (gigl.src.common.types.pb_wrappers.dataset_metadata_utils.Dataloaders attribute) (gigl.src.common.types.pb_wrappers.dataset_metadata_utils.NodeAnchorBasedLinkPredictionDatasetDataloaders attribute) (gigl.src.common.types.pb_wrappers.dataset_metadata_utils.SupervisedNodeClassificationDatasetDataloaders attribute) (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper attribute) (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper attribute) (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper attribute) (gigl.src.common.types.pb_wrappers.graph_data_types.EdgePbWrapper attribute) (gigl.src.common.types.pb_wrappers.graph_data_types.GraphPbWrapper attribute) (gigl.src.common.types.pb_wrappers.graph_data_types.NodePbWrapper attribute) (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper attribute) (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper attribute) (gigl.src.common.types.pb_wrappers.sampling_op.RandomUniformPbWrapper attribute) (gigl.src.common.types.pb_wrappers.sampling_op.RandomWeightedPbWrapper attribute) (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper attribute) (gigl.src.common.types.pb_wrappers.sampling_op.TopKPbWrapper attribute) (gigl.src.common.types.pb_wrappers.sampling_op.UserDefinedPbWrapper attribute) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.GlobalRandomUniformStrategyPbWrapper attribute) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.MessagePassingPathPbWrapper attribute) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.MessagePassingPathStrategyPbWrapper attribute) (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.SubgraphSamplingStrategyPbWrapper attribute) (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper attribute) (gigl.src.common.types.pb_wrappers.trained_model_metadata.TrainedModelMetadataPbWrapper attribute) (gigl.src.common.types.task_inputs.BatchCombinedScores attribute) (gigl.src.common.types.task_inputs.BatchEmbeddings attribute) (gigl.src.common.types.task_inputs.BatchScores attribute) (gigl.src.common.types.task_inputs.InputBatch attribute) (gigl.src.common.types.task_inputs.NodeAnchorBasedLinkPredictionTaskInputs attribute) (gigl.src.common.types.task_metadata.TaskMetadataType attribute) (gigl.src.common.utils.bq.BqUtils attribute) (gigl.src.common.utils.data.feature_serialization.FeatureSerializationUtils attribute) (gigl.src.common.utils.file_loader.FileLoader attribute) (gigl.src.common.utils.gbml_protos.TrainingSamplesSchemaProtoUtils attribute) (gigl.src.common.utils.scheduler.CosineDecayScheduler attribute) (gigl.src.common.utils.spark_job_manager.DataprocClusterInitData attribute) (gigl.src.common.utils.spark_job_manager.SparkJobManager attribute) (gigl.src.config_populator.config_populator.ConfigPopulator attribute) (gigl.src.data_preprocessor.data_preprocessor.DataPreprocessor attribute) (gigl.src.data_preprocessor.lib.data_preprocessor_config.DataPreprocessorConfig attribute) (gigl.src.data_preprocessor.lib.enumerate.utils.Enumerator attribute) (gigl.src.data_preprocessor.lib.enumerate.utils.EnumeratorEdgeTypeMetadata attribute) (gigl.src.data_preprocessor.lib.enumerate.utils.EnumeratorNodeTypeMetadata attribute) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryEdgeDataReference attribute) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryNodeDataReference attribute) (gigl.src.data_preprocessor.lib.ingest.reference.DataReference attribute) (gigl.src.data_preprocessor.lib.ingest.reference.EdgeDataReference attribute) (gigl.src.data_preprocessor.lib.ingest.reference.NodeDataReference attribute) (gigl.src.data_preprocessor.lib.transform.tf_value_encoder.TFValueEncoder attribute) (gigl.src.data_preprocessor.lib.transform.transformed_features_info.TransformedFeaturesInfo attribute) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats attribute) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures attribute) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample attribute) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema attribute) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform attribute) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier attribute) (gigl.src.inference.inferencer.Inferencer attribute) (gigl.src.inference.v1.gnn_inferencer.InferencerOutputPaths attribute) (gigl.src.inference.v1.gnn_inferencer.InferencerV1 attribute) (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint attribute) (gigl.src.inference.v1.lib.base_inferencer.BaseInferencer attribute) (gigl.src.inference.v1.lib.base_inferencer.InferBatchResults attribute) (gigl.src.inference.v1.lib.base_inferencer.NodeAnchorBasedLinkPredictionBaseInferencer attribute) (gigl.src.inference.v1.lib.base_inferencer.SupervisedNodeClassificationBaseInferencer attribute) (gigl.src.inference.v1.lib.inference_blueprint_factory.InferenceBlueprintFactory attribute) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchemaBuilder attribute) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint attribute) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint attribute) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn attribute) (gigl.src.inference.v1.lib.utils.UnenumerateAssets attribute) (gigl.src.inference.v2.glt_inferencer.GLTInferencer attribute) (gigl.src.post_process.lib.base_post_processor.BasePostProcessor attribute) (gigl.src.post_process.post_processor.PostProcessor attribute) (gigl.src.split_generator.split_generator.SplitGenerator attribute) (gigl.src.subgraph_sampler.lib.ingestion_protocol.BaseIngestion attribute) (gigl.src.subgraph_sampler.subgraph_sampler.SubgraphSampler attribute) (gigl.src.training.trainer.Trainer attribute) (gigl.src.training.v1.lib.base_trainer.BaseTrainer attribute) (gigl.src.training.v1.lib.data_loaders.common.DataloaderConfig attribute) (gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader.NodeAnchorBasedLinkPredictionBatch attribute) (gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader.NodeAnchorBasedLinkPredictionBatch.BatchSupervisionEdgeData attribute) (gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader.RootedNodeNeighborhoodBatch attribute) (gigl.src.training.v1.lib.data_loaders.supervised_node_classification_data_loader.SupervisedNodeClassificationBatch attribute) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.CombinedIterableDatasets attribute) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.LoopyIterableDataset attribute) (gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset.TfRecordsIterableDataset attribute) (gigl.src.training.v1.lib.training_process.GnnTrainingProcess attribute) (gigl.src.training.v1.trainer.Trainer attribute) (gigl.src.training.v2.glt_trainer.GLTTrainer attribute) (gigl.types.data.LoadedGraphTensors attribute) (gigl.types.distributed.FeaturePartitionData attribute) (gigl.types.distributed.GraphPartitionData attribute) (gigl.types.distributed.PartitionOutput attribute) (gigl.utils.data_splitters.HashedNodeAnchorLinkSplitter attribute) (gigl.utils.data_splitters.NodeAnchorLinkSplitter attribute)

A

absolute() (gigl.common.types.uri.local_uri.LocalUri method) Action (class in gigl.orchestration.kubeflow.runner) add() (gigl.src.common.models.layers.count_min_sketch.CountMinSketch method) add_child_sampling_op_pb_wrapper() (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper method) add_edge() (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder method) add_embedding() (gigl.common.data.export.EmbeddingExporter method) add_graph_data() (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder method) add_module() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) add_node() (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder method) add_parent_sampling_op_pb_wrapper() (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper method) add_task_resource_requirements() (in module gigl.orchestration.kubeflow.utils.resource) add_torch_long_tensor() (gigl.src.common.models.layers.count_min_sketch.CountMinSketch method) aggregate() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) AligmentLoss (class in gigl.src.common.models.layers.loss) AnalyzeAndBuildTFTransformFn (class in gigl.src.data_preprocessor.lib.transform.utils) ApiRunDetailWrapper (class in gigl.common.types.wrappers.kfp_api)

append_line_to_file() (in module gigl.common.utils.local_fs) apply() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) apply_() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) are_disjoint() (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol static method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData static method) are_same_graph() (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol static method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData static method) ArgumentReader (class in gigl.src.common.modeling_task_specs.utils.parameter_loading) as_deterministic_coder() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) assert_asset_exists() (in module gigl.src.validation_check.libs.frozen_config_path_checks) assert_component_runtimes_match_expected_parameters() (in module gigl.src.post_process.utils.component_runtime) assert_cosine_similarity_stats() (in module gigl.src.post_process.utils.cosine_similarity) assert_preprocessed_metadata_exists() (in module gigl.src.validation_check.libs.frozen_config_path_checks) assert_proto_field_value_is_truthy() (in module gigl.src.validation_check.libs.utils) assert_proto_has_field() (in module gigl.src.validation_check.libs.utils) assert_split_generator_output_exists() (in module gigl.src.validation_check.libs.frozen_config_path_checks) assert_subgraph_sampler_output_exists() (in module gigl.src.validation_check.libs.frozen_config_path_checks) assert_trained_model_exists() (in module gigl.src.validation_check.libs.frozen_config_path_checks) assigner_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig attribute) assigner_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig attribute)

B

BaseInferenceBlueprint (class in gigl.src.inference.v1.lib.base_inference_blueprint) BaseInferencer (class in gigl.src.inference.v1.lib.base_inferencer) BaseIngestion (class in gigl.src.subgraph_sampler.lib.ingestion_protocol) BaseModelOperationsProtocol (class in gigl.src.common.types.model) BasePostProcessor (class in gigl.src.post_process.lib.base_post_processor) BaseTrainer (class in gigl.src.training.v1.lib.base_trainer) BasicHomogeneousGNN (class in gigl.src.common.models.pyg.homogeneous) batch() (in module gigl.common.collections.itertools) BatchCombinedScores (class in gigl.src.common.types.task_inputs) BatchEmbeddings (class in gigl.src.common.types.task_inputs) BatchProcessorDoFn (class in gigl.src.inference.v1.lib.transforms.batch_generator) BatchScores (class in gigl.src.common.types.task_inputs) BetterWriteToTFRecord (class in gigl.common.beam.better_tfrecordio) bfloat16() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) BGRL (class in gigl.src.common.models.layers.task) BGRLLoss (class in gigl.src.common.models.layers.loss) BigqueryEdgeDataReference (class in gigl.src.data_preprocessor.lib.ingest.bigquery) BigqueryNodeDataReference (class in gigl.src.data_preprocessor.lib.ingest.bigquery) BQGraphValidator (class in gigl.analytics.graph_validation.bq_graph_validator) BqUtils (class in gigl.src.common.utils.bq) buffers() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

build() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder method) build_dataset() (in module gigl.distributed.dataset_factory) build_ingestion_feature_spec_fn() (in module gigl.src.data_preprocessor.lib.data_preprocessor_config) build_passthrough_transform_preprocessing_fn() (in module gigl.src.data_preprocessor.lib.data_preprocessor_config) BundleFinalizerParam (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn attribute) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample attribute) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn attribute) ByteSize() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

C

cache_mappings() (in module gigl.src.inference.v1.lib.transforms.utils) calculate_batch_retrieval_loss() (gigl.src.common.models.layers.loss.RetrievalLoss method) calculate_cosine_sim_between_embedding_tables() (in module gigl.src.post_process.utils.cosine_similarity) calculate_cosine_similarity_stats() (in module gigl.src.post_process.utils.cosine_similarity) calculate_in_batch_candidate_sampling_probability() (in module gigl.src.common.models.layers.count_min_sketch) capitalize() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) casefold() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) cast_graph_for_training() (in module gigl.src.training.v1.lib.data_loaders.utils) center() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) check_glt_backend_eligibility_component() (in module gigl.orchestration.kubeflow.utils.glt_backend) check_if_dag_contains_cycles() (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper method) check_if_data_preprocessor_config_cls_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_graph_metadata_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_inferencer_cls_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_inferencer_resource_config_valid() (in module gigl.src.validation_check.libs.resource_config_checks) check_if_kfp_pipeline_job_name_valid() (in module gigl.src.validation_check.libs.name_checks) (in module gigl.src.validation_check.libs.template_config_checks) check_if_post_processor_cls_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_preprocessed_metadata_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_preprocessor_resource_config_valid() (in module gigl.src.validation_check.libs.resource_config_checks) check_if_runtime_args_all_str() (in module gigl.src.validation_check.libs.template_config_checks) check_if_shared_resource_config_valid() (in module gigl.src.validation_check.libs.resource_config_checks) check_if_split_generator_config_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_split_generator_resource_config_valid() (in module gigl.src.validation_check.libs.resource_config_checks) check_if_subgraph_sampler_config_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_subgraph_sampler_resource_config_valid() (in module gigl.src.validation_check.libs.resource_config_checks) check_if_task_metadata_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_trainer_cls_valid() (in module gigl.src.validation_check.libs.template_config_checks) check_if_trainer_resource_config_valid() (in module gigl.src.validation_check.libs.resource_config_checks) check_pipeline_has_valid_start_and_stop_flags() (in module gigl.src.validation_check.libs.template_config_checks) check_sampling_op_edge_type_validity() (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper method) child_sampling_op_pb_wrappers (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper property) children() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) clean_up() (gigl.src.subgraph_sampler.lib.ingestion_protocol.BaseIngestion method) clear() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) Clear() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) ClearExtension() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) ClearField() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

clone() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) coalesce() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) CoderProtocol (class in gigl.common.utils.compute.serialization.coder) collate_pyg_node_anchor_based_link_prediction_minibatch() (gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader.NodeAnchorBasedLinkPredictionBatch static method) collate_pyg_rooted_node_neighborhood_minibatch() (gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader.RootedNodeNeighborhoodBatch static method) collect() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) CombinationMode (class in gigl.src.common.models.pyg.nn.models.feature_interaction) CombinedIterableDatasets (class in gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset) command (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) common_compute_config (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig attribute) CommonOptions (class in gigl.src.common.types.dataflow_job_options) CommonPipelineComponentConfigs (class in gigl.common.types.resource_config) compile() (gigl.orchestration.kubeflow.kfp_orchestrator.KfpOrchestrator class method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) concat() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) condensed_edge_type (snapchat.research.gbml.graph_schema_pb2.Edge attribute) condensed_edge_type_map (snapchat.research.gbml.graph_schema_pb2.GraphMetadata attribute) condensed_edge_type_to_condensed_node_types (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper property) condensed_edge_type_to_feature_dim_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_feature_keys_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_feature_schema_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_hard_neg_edge_feature_dim_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_hard_neg_edge_feature_keys_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_hard_neg_edge_feature_schema_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_pos_edge_feature_dim_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_pos_edge_feature_keys_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_pos_edge_feature_schema_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_edge_type_to_preprocessed_metadata (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata attribute) condensed_node_type (snapchat.research.gbml.graph_schema_pb2.Node attribute) condensed_node_type_map (snapchat.research.gbml.graph_schema_pb2.GraphMetadata attribute) condensed_node_type_to_feature_dim_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_node_type_to_feature_keys_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_node_type_to_feature_schema_map (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) condensed_node_type_to_preprocessed_metadata (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata attribute) ConfigPopulator (class in gigl.src.config_populator.config_populator) connect_worker_pool() (in module gigl.common.utils.vertex_ai_context) contiguous() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) convert_days_to_ms() (in module gigl.src.common.utils.time) convert_pb_to_serialized_graph_metadata() (in module gigl.distributed.utils.serialized_graph_metadata_translator) coo() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) copy() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) copy_files() (in module gigl.common.utils.local_fs) CopyFrom() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) CosineDecayScheduler (class in gigl.src.common.utils.scheduler) count() (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) count_files_with_uri_prefix() (in module gigl.common.utils.local_fs) CountMinSketch (class in gigl.src.common.models.layers.count_min_sketch) cpu() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) cpu_request (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) create_cluster() (gigl.common.services.dataproc.DataprocService method) create_empty_file_if_none_exists() (in module gigl.common.utils.local_fs) create_file_symlinks() (in module gigl.common.utils.local_fs) create_uri() (gigl.common.types.uri.uri_factory.UriFactory static method) critical() (gigl.common.logger.Logger method) csc() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) csr() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) cuda() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) current_datetime() (in module gigl.src.common.utils.time) current_formatted_datetime() (in module gigl.src.common.utils.time)

D

data_preprocessor_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig attribute) data_preprocessor_config (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig attribute) data_preprocessor_config_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig attribute) dataflow_inferencer_config (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig attribute) dataflow_runner (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) DataflowResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) DataloaderConfig (class in gigl.src.training.v1.lib.data_loaders.common) Dataloaders (class in gigl.src.common.types.pb_wrappers.dataset_metadata_utils) DataloaderTypes (class in gigl.src.training.v1.lib.data_loaders.common) DataPreprocessor (class in gigl.src.data_preprocessor.data_preprocessor) DataPreprocessorConfig (class in gigl.src.data_preprocessor.lib.data_preprocessor_config) (class in snapchat.research.gbml.gigl_resource_config_pb2) DataprocClusterInitData (class in gigl.src.common.utils.spark_job_manager) DataprocService (class in gigl.common.services.dataproc) DataReference (class in gigl.src.data_preprocessor.lib.ingest.reference) dataset_config (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) dataset_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) dataset_metadata_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) dataset_type (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper property) DatasetMetadata (class in snapchat.research.gbml.dataset_metadata_pb2) DatasetMetadataPbWrapper (class in gigl.src.common.types.pb_wrappers.dataset_metadata) DatasetSplit (class in gigl.src.common.types.dataset_split) DCNCross (class in gigl.src.common.models.layers.feature_interaction) DCNv2 (class in gigl.src.common.models.layers.feature_interaction) debug() (gigl.common.logger.Logger method) decode() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) decode_nested() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) DecoderType (class in gigl.src.common.models.layers.decoder) delete_and_create_local_path() (in module gigl.common.utils.local_fs) delete_bq_table_if_exist() (gigl.src.common.utils.bq.BqUtils method) delete_cluster() (gigl.common.services.dataproc.DataprocService method) delete_files() (gigl.src.common.utils.file_loader.FileLoader method) delete_local_directory() (in module gigl.common.utils.local_fs) DESCRIPTOR (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry attribute) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig attribute) (snapchat.research.gbml.graph_schema_pb2.Edge attribute) (snapchat.research.gbml.graph_schema_pb2.EdgeType attribute) (snapchat.research.gbml.graph_schema_pb2.Graph attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry attribute) (snapchat.research.gbml.graph_schema_pb2.Node attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput attribute) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry attribute) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata attribute) (snapchat.research.gbml.training_samples_schema_pb2.Label attribute) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample attribute) detach() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) detach_() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) DirectAU (class in gigl.src.common.models.layers.task) DiscardUnknownFields() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

disk_size_gb (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig attribute) display_data() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.common.types.dataflow_job_options.CommonOptions method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) DistLinkPredictionDataPartitioner (class in gigl.distributed.dist_link_prediction_data_partitioner) DistLinkPredictionDataset (class in gigl.distributed.dist_link_prediction_dataset) DistNeighborLoader (class in gigl.distributed.distributed_neighborloader) DistributedContext (class in gigl.distributed.dist_context) DistributedTrainerConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) does_cluster_exist() (gigl.common.services.dataproc.DataprocService method) does_edge_table_have_dangling_edges() (gigl.analytics.graph_validation.bq_graph_validator.BQGraphValidator static method) does_path_exist() (in module gigl.common.utils.local_fs) does_uri_exist() (gigl.src.common.utils.file_loader.FileLoader method) double() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) download_files_from_gcs_paths_to_local_paths() (gigl.common.utils.gcs.GcsUtils method) dst_node (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier attribute) dst_node_id (snapchat.research.gbml.graph_schema_pb2.Edge attribute) dst_node_id_key (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) dst_node_type (gigl.src.common.types.graph_data.EdgeType attribute) (snapchat.research.gbml.graph_schema_pb2.EdgeType attribute)

E

EarlyStopper (class in gigl.src.common.modeling_task_specs.utils.early_stop) Edge (class in gigl.src.common.types.graph_data) (class in snapchat.research.gbml.graph_schema_pb2) edge_attrs() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) edge_data (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences attribute) edge_feat_name (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK attribute) edge_features (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset property) edge_items() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) edge_preprocessor_config (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig attribute) edge_stores (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) edge_subgraph() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) edge_type (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) edge_type_subgraph() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) edge_types (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata attribute) edge_types_to_be_registered (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol property) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) edge_update() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) edge_updater() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) EdgeAttrGAT (class in gigl.src.common.models.pyg.homogeneous) EdgeAttrGATConv (class in gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv) EdgeDataPreprocessingSpec (class in gigl.src.data_preprocessor.lib.types) EdgeDataReference (class in gigl.src.data_preprocessor.lib.ingest.reference) EdgeOutputIdentifier (class in gigl.src.data_preprocessor.lib.types) EdgePbWrapper (class in gigl.src.common.types.pb_wrappers.graph_data_types) EdgePbWrapperCoder (class in gigl.common.utils.compute.serialization.serialize_protos) edges (snapchat.research.gbml.graph_schema_pb2.Graph attribute) EdgeType (class in gigl.src.common.types.graph_data) (class in snapchat.research.gbml.graph_schema_pb2) EdgeUsageType (class in gigl.src.common.types.graph_data) embedding_bq_dataset_name (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) EmbeddingExporter (class in gigl.common.data.export) embeddings_path (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput attribute) encode() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) encode_nested() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) encode_value_as_feature() (gigl.src.data_preprocessor.lib.transform.tf_value_encoder.TFValueEncoder static method) EncodedNdArray (class in gigl.common.utils.compute.serialization.serialize_np) endswith() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) enumerated_edge_data_bq_table (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) enumerated_node_data_bq_table (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) enumerated_node_ids_bq_table (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) Enumerator (class in gigl.src.data_preprocessor.lib.enumerate.utils) EnumeratorEdgeTypeMetadata (class in gigl.src.data_preprocessor.lib.enumerate.utils) EnumeratorNodeTypeMetadata (class in gigl.src.data_preprocessor.lib.enumerate.utils) error() (gigl.common.logger.Logger method) estimate() (gigl.src.common.models.layers.count_min_sketch.CountMinSketch method) estimate_size() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) estimate_torch_long_tensor() (gigl.src.common.models.layers.count_min_sketch.CountMinSketch method) eval() (gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec.GraphSageTemplateTrainerSpec method) (gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec.NodeAnchorBasedLinkPredictionModelingTaskSpec method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) eval_metrics_uri (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata attribute) EvalMetric (class in gigl.src.common.types.model_eval_metrics) EvalMetricsCollection (class in gigl.src.common.types.model_eval_metrics) EvalMetricsCollectionTranslator (class in gigl.src.common.translators.model_eval_metrics_translator) EvalMetricType (class in gigl.src.common.types.model_eval_metrics) exception() (gigl.common.logger.Logger method) expand() (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) expandtabs() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) experimental_flags (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) export_to_gcs() (gigl.src.common.utils.bq.BqUtils method) Extensions (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry attribute) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig attribute) (snapchat.research.gbml.graph_schema_pb2.Edge attribute) (snapchat.research.gbml.graph_schema_pb2.EdgeType attribute) (snapchat.research.gbml.graph_schema_pb2.Graph attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry attribute) (snapchat.research.gbml.graph_schema_pb2.Node attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput attribute) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry attribute) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata attribute) (snapchat.research.gbml.training_samples_schema_pb2.Label attribute) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample attribute)

extra_repr() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

F

feature_dim (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) feature_flags (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) feature_index (gigl.src.data_preprocessor.lib.types.FeatureSchema attribute) feature_keys (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) feature_spec (gigl.src.data_preprocessor.lib.types.FeatureSchema attribute) feature_spec_fn (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec attribute) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec attribute) feature_spec_to_feature_index_map() (in module gigl.common.utils.tensorflow_schema) feature_values (snapchat.research.gbml.graph_schema_pb2.Edge attribute) (snapchat.research.gbml.graph_schema_pb2.Node attribute) feature_vocab (gigl.src.data_preprocessor.lib.types.FeatureSchema attribute) FeatureEmbeddingLayer (class in gigl.src.common.models.pyg.nn.models.feature_embedding) FeatureInteraction (class in gigl.src.common.models.pyg.nn.models.feature_interaction) FeaturePartitionData (class in gigl.types.distributed) FeatureReconstruction (class in gigl.src.common.models.layers.task) FeatureReconstructionLoss (class in gigl.src.common.models.layers.loss) features_outputs (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec attribute) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec attribute) FeatureSchema (class in gigl.src.data_preprocessor.lib.types) FeatureSerializationUtils (class in gigl.src.common.utils.data.feature_serialization) FeatureTypes (class in gigl.src.common.types.features) fetch_bq_table_schema() (gigl.src.common.utils.bq.BqUtils method) FileLoader (class in gigl.src.common.utils.file_loader) FileSystemEntity (class in gigl.common.utils.local_fs) filter_dict() (in module gigl.src.common.models.pyg.utils) filter_features() (in module gigl.src.common.utils.data.training) find() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) FindInitializationErrors() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) finish_bundle() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) flattened_graph_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) flattened_graph_metadata_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) FlattenedGraphMetadata (class in snapchat.research.gbml.flattened_graph_metadata_pb2) FlattenedGraphMetadataPbWrapper (class in gigl.src.common.types.pb_wrappers.flattened_graph_metadata) float() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

flush_embeddings() (gigl.common.data.export.EmbeddingExporter method) flushes_metrics() (in module gigl.common.metrics.decorators) format() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) format_bq_path() (gigl.src.common.utils.bq.BqUtils static method) format_datetime() (in module gigl.src.common.utils.time) format_map() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) forward() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) from_dict() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData class method) from_dictionary() (gigl.src.common.types.dataflow_job_options.CommonOptions class method) from_runner_api() (gigl.common.beam.coders.PassthroughCoder class method) (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn class method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn class method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder class method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder class method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder class method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample class method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn class method) fromkeys() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) FromString() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) FrozenDict (class in gigl.common.collections.frozen_dict)

G

GAT (class in gigl.src.common.models.pyg.homogeneous) GATv2 (class in gigl.src.common.models.pyg.homogeneous) GbmlConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.DataPreprocessorConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.SplitGeneratorConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.SubgraphSamplerConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.FeatureFlagsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.GraphDBConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.GraphDBConfig.GraphDbArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.GraphDBConfig.GraphDBServiceConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.InferencerConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.InferencerConfig.InferencerArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.MetricsConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.MetricsConfig.MetricsArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.PostProcessorConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.ProfilerConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.ProfilerConfig.ProfilerArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.SharedConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.SharedConfig.SharedArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.TaskMetadata (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.TaskMetadata.LinkBasedTaskMetadata (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.TaskMetadata.NodeBasedTaskMetadata (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.TrainerConfig (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfig.TrainerConfig.TrainerArgsEntry (class in snapchat.research.gbml.gbml_config_pb2) GbmlConfigPbWrapper (class in gigl.src.common.types.pb_wrappers.gbml_config) GbmlGraphDataProtocol (class in gigl.src.common.graph_builder.gbml_graph_protocol) GbmlProtosTranslator (class in gigl.src.common.translators.gbml_protos_translator) GBT (class in gigl.src.common.models.layers.task) GBTLoss (class in gigl.src.common.models.layers.loss) gcp_service_account_email (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) GCPCloudLoggingService (class in gigl.common.services.gcp_cloud_logging) GcsUri (class in gigl.common.types.uri.gcs_uri) GcsUtils (class in gigl.common.utils.gcs) generate_ids() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) generate_pipeline() (in module gigl.orchestration.kubeflow.kfp_pipeline) generate_trainer_instance() (in module gigl.src.training.v1.lib.training_process) GenerateAndVisualizeStats (class in gigl.src.data_preprocessor.lib.transform.utils) get() (gigl.common.collections.frozen_dict.FrozenDict method) (gigl.common.collections.sorted_dict.SortedDict method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) get_all_edge_attrs() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_all_options() (gigl.src.common.types.dataflow_job_options.CommonOptions method) get_all_tensor_attrs() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_applied_task_perm_gcs_path() (in module gigl.src.common.constants.gcs) get_applied_task_temp_gcs_path() (in module gigl.src.common.constants.gcs) get_applied_task_temp_regional_gcs_path() (in module gigl.src.common.constants.gcs) get_available_cpus() (in module gigl.common.env_config) get_available_device() (in module gigl.distributed.utils.device) get_basename() (gigl.common.types.uri.gcs_uri.GcsUri method) (gigl.common.types.uri.http_uri.HttpUri method) (gigl.common.types.uri.local_uri.LocalUri method) (gigl.common.types.uri.uri.Uri method) get_batch_generator_fn() (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint method) get_buffer() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) get_compiled_jar_path() (in module gigl.env.dep_constants) get_config_populator_assets_perm_gcs_path() (in module gigl.src.common.constants.gcs) get_console_uri_from_pipeline_result() (in module gigl.common.utils.dataflow) get_current_jar_file() (in module gigl.env.dep_constants) get_data_preprocessor_assets_perm_gcs_path() (in module gigl.src.common.constants.gcs) get_data_preprocessor_assets_temp_gcs_path() (in module gigl.src.common.constants.gcs) get_data_preprocessor_staging_gcs_path() (in module gigl.src.common.constants.gcs) get_data_split_for_current_worker() (in module gigl.src.training.v1.lib.data_loaders.utils) get_dataflow_staging_gcs_path() (in module gigl.src.common.constants.gcs) get_dataflow_temp_gcs_path() (in module gigl.src.common.constants.gcs) get_default_data_loader() (gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader.RootedNodeNeighborhoodBatch static method) get_dehydrated_node_pb_wrappers_from_edge_wrapper() (in module gigl.src.common.types.pb_wrappers.graph_data_types_utils) get_distributed_backend() (in module gigl.common.utils.torch_training) get_edge_index() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_edge_store() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_emb_table_schema() (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint static method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint static method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint static method) get_embeddings_dataset_bq_path() (in module gigl.src.common.constants.bq) get_embeddings_table() (in module gigl.src.common.constants.bq) get_enumerated_edge_features_bq_table_name() (in module gigl.src.data_preprocessor.lib.enumerate.utils) get_enumerated_node_features_bq_table_name() (in module gigl.src.data_preprocessor.lib.enumerate.utils) get_enumerated_node_id_map_bq_table_name() (in module gigl.src.data_preprocessor.lib.enumerate.utils) get_extra_state() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) get_feature_len_from_fixed_len_feature() (in module gigl.common.utils.tensorflow_schema) get_frozen_gbml_config_proto_gcs_path() (in module gigl.src.common.constants.gcs) get_gbml_assets_tmp_path() (in module gigl.src.common.constants.local_fs) get_gbml_config_pb_wrapper_from_uri() (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper class method) get_gbml_log_file_prefix_tmp_path() (in module gigl.src.common.constants.local_fs) get_gbml_logs_folder_local_tmp_path() (in module gigl.src.common.constants.local_fs) get_gbml_task_local_tmp_path() (in module gigl.src.common.constants.local_fs) get_gigl_root_directory() (in module gigl.src.common.constants.local_fs) get_global_edge_features_dict() (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_global_node_features_dict() (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_host_name() (in module gigl.common.utils.vertex_ai_context) get_ids_on_rank() (in module gigl.distributed.utils.partition_book) get_impl() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) get_inference_data_tf_record_uri_prefixes() (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint method) get_inference_embeddings_local_tmp_dir_path() (in module gigl.src.common.constants.local_fs) get_inference_embeddings_local_tmp_file_prefix() (in module gigl.src.common.constants.local_fs) get_inference_predictions_local_tmp_file_prefix() (in module gigl.src.common.constants.local_fs) get_inferencer_asset_dir_gcs_path() (in module gigl.src.common.constants.gcs) get_inferencer_embeddings_gcs_prefix() (in module gigl.src.common.constants.gcs) get_inferencer_pipeline_component_for_single_node_type() (in module gigl.src.inference.v1.lib.utils) get_inferencer_predictions_gcs_prefix() (in module gigl.src.common.constants.gcs) get_inferer() (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint method) get_input_batch_type() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) get_jar_file_uri() (in module gigl.env.dep_constants) get_leader_hostname() (in module gigl.common.utils.vertex_ai_context) get_leader_port() (in module gigl.common.utils.vertex_ai_context) get_load_data_and_transform_pipeline_component() (in module gigl.src.data_preprocessor.lib.transform.utils) get_local_jar_directory() (in module gigl.env.dep_constants) get_logs_iterator_from_k8_container() (gigl.common.services.gcp_cloud_logging.GCPCloudLoggingService method) get_metric_name_for_gauge_model_metrics_hit_rate_at() (in module gigl.src.training.v1.lib.eval_metrics) get_metrics_service_instance() (in module gigl.src.common.utils.metrics_service_provider) get_node_store() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_np_iterator_from_tfrecords() (in module gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset) get_output_batch_type() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) get_output_paths() (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper method) (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper method) get_parameter() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) get_path_to_manifest_file() (in module gigl.src.common.constants.local_fs) get_pipeline_job_from_job_name() (gigl.common.services.vertex_ai.VertexAIService method) get_pipeline_run_url() (gigl.common.services.vertex_ai.VertexAIService static method) get_post_processor_asset_dir_gcs_path() (in module gigl.src.common.constants.gcs) get_post_processor_metrics_gcs_path() (in module gigl.src.common.constants.gcs) get_pred_table_schema() (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint static method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint static method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint static method) get_predictions_table() (in module gigl.src.common.constants.bq) get_preprocess_local_staging_dir_path() (in module gigl.src.common.constants.local_fs) get_preprocessed_metadata_proto_gcs_path() (in module gigl.src.common.constants.gcs) get_project_root_directory() (in module gigl.src.common.constants.local_fs) get_pyg_cora_dataset() (in module gigl.src.applied_tasks.test_tasks.academic) get_python_project_root_path() (in module gigl.src.common.constants.local_fs) get_rank() (in module gigl.common.utils.torch_training) (in module gigl.common.utils.vertex_ai_context) get_resource_config() (in module gigl.env.pipelines_config) get_resource_labels() (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper method) (in module gigl.src.data_preprocessor.lib.enumerate.utils) get_running_job_ids_on_cluster() (gigl.common.services.dataproc.DataprocService method) get_sanitized_dataflow_job_name() (in module gigl.src.common.utils.dataflow) get_split_dataset_main_samples_gcs_file_prefix() (in module gigl.src.common.constants.gcs) get_split_dataset_output_gcs_file_prefix() (in module gigl.src.common.constants.gcs) get_split_dataset_random_negatives_gcs_file_prefix() (in module gigl.src.common.constants.gcs) get_split_generator_assets_temp_gcs_path() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_flattened_graph_metadata_output_gcs_path() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_node_anchor_based_link_prediction_random_negatives_samples_prefix() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_node_anchor_based_link_prediction_samples_prefix() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_node_anchor_based_link_prediction_task_dir() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_node_neighborhood_samples_dir() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_node_neighborhood_samples_path_prefix() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_root_dir() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_supervised_link_based_task_dir() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_supervised_link_based_task_labeled_samples_prefix() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_supervised_link_based_task_unlabeled_samples_prefix() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_supervised_node_classification_labeled_samples_prefix() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_supervised_node_classification_task_dir() (in module gigl.src.common.constants.gcs) get_subgraph_sampler_supervised_node_classification_unlabeled_samples_prefix() (in module gigl.src.common.constants.gcs) get_submitted_job_ids() (gigl.common.services.dataproc.DataprocService method) get_submodule() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) get_supervision_edge_node_types() (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper method) get_supervision_edge_types() (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper method) get_supervision_node_types() (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper method) get_table() (gigl.src.common.models.layers.count_min_sketch.CountMinSketch method) get_table_names_within_date_range() (gigl.src.common.utils.bq.BqUtils method) get_table_paths_via_timedelta() (in module gigl.src.post_process.utils.cosine_similarity) get_task_root_node_types() (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper method) get_tensor() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_tensor_size() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) get_tensorboard_logs_gcs_path() (in module gigl.src.common.constants.gcs) get_tf_record_coder() (gigl.src.inference.v1.lib.base_inference_blueprint.BaseInferenceBlueprint method) (gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer.NodeAnchorBasedLinkPredictionInferenceBlueprint method) (gigl.src.inference.v1.lib.node_classification_inferencer.NodeClassificationInferenceBlueprint method) get_tf_transform_directory_path() (in module gigl.src.common.constants.gcs) get_tf_transform_raw_data_schema_file_path() (in module gigl.src.common.constants.gcs) get_tf_transform_stats_directory_path() (in module gigl.src.common.constants.gcs) get_tf_transform_stats_file_path() (in module gigl.src.common.constants.gcs) get_tf_transform_temp_directory_path() (in module gigl.src.common.constants.gcs) get_tf_transform_visualized_facets_file_path() (in module gigl.src.common.constants.gcs) get_tf_transformed_features_schema_path() (in module gigl.src.common.constants.gcs) get_tf_transformed_features_transform_fn_assets_directory_path() (in module gigl.src.common.constants.gcs) get_torch_profiler_instance() (in module gigl.src.training.v1.lib.training_process) get_train_val_info_local_tmp_file_path() (in module gigl.src.common.constants.local_fs) get_trained_model_eval_metrics_gcs_path() (in module gigl.src.common.constants.gcs) get_trained_model_gcs_path() (in module gigl.src.common.constants.gcs) get_trained_model_metadata_proto_gcs_path() (in module gigl.src.common.constants.gcs) get_trained_models_dir_gcs_path() (in module gigl.src.common.constants.gcs) get_trained_scripted_model_gcs_path() (in module gigl.src.common.constants.gcs) get_trainer_asset_dir_gcs_path() (in module gigl.src.common.constants.gcs) get_transformed_features_directory_path() (in module gigl.src.common.constants.gcs) get_transformed_features_file_prefix() (in module gigl.src.common.constants.gcs) get_type_hints() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) get_value_to_impute() (gigl.src.data_preprocessor.lib.transform.tf_value_encoder.TFValueEncoder static method) get_vertex_ai_job_id() (in module gigl.common.utils.vertex_ai_context) get_windowing() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) get_world_size() (in module gigl.common.utils.torch_training) (in module gigl.common.utils.vertex_ai_context) getEffectiveLevel() (gigl.common.logger.Logger method) gigl module gigl.analytics module gigl.analytics.graph_validation module gigl.analytics.graph_validation.bq_graph_validator module gigl.common module gigl.common.beam module gigl.common.beam.better_tfrecordio module gigl.common.beam.coders module gigl.common.collections module gigl.common.collections.frozen_dict module gigl.common.collections.itertools module gigl.common.collections.sorted_dict module gigl.common.constants module gigl.common.data module gigl.common.data.dataloaders module gigl.common.data.export module gigl.common.data.load_torch_tensors module gigl.common.env_config module gigl.common.logger module gigl.common.metrics module gigl.common.metrics.base_metrics module gigl.common.metrics.decorators module gigl.common.metrics.metrics_interface module gigl.common.services module gigl.common.services.dataproc module gigl.common.services.gcp_cloud_logging module gigl.common.services.vertex_ai module gigl.common.types module gigl.common.types.resource_config module gigl.common.types.uri module gigl.common.types.uri.gcs_uri module gigl.common.types.uri.http_uri module gigl.common.types.uri.local_uri module gigl.common.types.uri.uri module gigl.common.types.uri.uri_factory module gigl.common.types.wrappers module gigl.common.types.wrappers.kfp_api module gigl.common.utils module gigl.common.utils.compute module

gigl.common.utils.compute.random module gigl.common.utils.compute.serialization module gigl.common.utils.compute.serialization.coder module gigl.common.utils.compute.serialization.serialize_np module gigl.common.utils.compute.serialization.serialize_protos module gigl.common.utils.compute.serialization.serialize_string module gigl.common.utils.dataflow module gigl.common.utils.decorator module gigl.common.utils.func_tools module gigl.common.utils.gcs module gigl.common.utils.kfp module gigl.common.utils.local_fs module gigl.common.utils.os_utils module gigl.common.utils.proto_utils module gigl.common.utils.retry module gigl.common.utils.tensorflow_schema module gigl.common.utils.test_utils module gigl.common.utils.torch_training module gigl.common.utils.vertex_ai_context module gigl.distributed module gigl.distributed.constants module gigl.distributed.dataset_factory module gigl.distributed.dist_context module gigl.distributed.dist_link_prediction_data_partitioner module gigl.distributed.dist_link_prediction_dataset module gigl.distributed.distributed_neighborloader module gigl.distributed.utils module gigl.distributed.utils.device module gigl.distributed.utils.init_neighbor_loader_worker module gigl.distributed.utils.partition_book module gigl.distributed.utils.serialized_graph_metadata_translator module gigl.env module gigl.env.dep_constants module gigl.env.pipelines_config module gigl.orchestration module gigl.orchestration.kubeflow module gigl.orchestration.kubeflow.kfp_orchestrator module gigl.orchestration.kubeflow.kfp_pipeline module gigl.orchestration.kubeflow.runner module gigl.orchestration.kubeflow.utils module gigl.orchestration.kubeflow.utils.glt_backend module gigl.orchestration.kubeflow.utils.log_metrics module gigl.orchestration.kubeflow.utils.resource module gigl.src module gigl.src.applied_tasks module gigl.src.applied_tasks.test_tasks module gigl.src.applied_tasks.test_tasks.academic module gigl.src.common module gigl.src.common.constants module gigl.src.common.constants.bq module gigl.src.common.constants.components module gigl.src.common.constants.gcs module gigl.src.common.constants.graph_metadata module gigl.src.common.constants.local_fs module gigl.src.common.constants.metrics module gigl.src.common.constants.resource_config module gigl.src.common.constants.time module gigl.src.common.constants.training module gigl.src.common.graph_builder module gigl.src.common.graph_builder.abstract_graph_builder module gigl.src.common.graph_builder.gbml_graph_protocol module gigl.src.common.graph_builder.graph_builder_factory module gigl.src.common.graph_builder.pyg_graph_builder module gigl.src.common.graph_builder.pyg_graph_data module gigl.src.common.modeling_task_specs module gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec module gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec module gigl.src.common.modeling_task_specs.node_classification_modeling_task_spec module gigl.src.common.modeling_task_specs.utils module gigl.src.common.modeling_task_specs.utils.early_stop module gigl.src.common.modeling_task_specs.utils.infer module gigl.src.common.modeling_task_specs.utils.parameter_loading module gigl.src.common.modeling_task_specs.utils.profiler_wrapper module gigl.src.common.models module gigl.src.common.models.dgl module gigl.src.common.models.dgl.homogenous module gigl.src.common.models.layers module gigl.src.common.models.layers.count_min_sketch module gigl.src.common.models.layers.decoder module gigl.src.common.models.layers.feature_interaction module gigl.src.common.models.layers.loss module gigl.src.common.models.layers.normalization module gigl.src.common.models.layers.task module gigl.src.common.models.pyg module gigl.src.common.models.pyg.heterogeneous module gigl.src.common.models.pyg.homogeneous module gigl.src.common.models.pyg.link_prediction module gigl.src.common.models.pyg.nn module gigl.src.common.models.pyg.nn.conv module gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv module gigl.src.common.models.pyg.nn.conv.gin_conv module gigl.src.common.models.pyg.nn.conv.hgt_conv module gigl.src.common.models.pyg.nn.conv.simplehgn_conv module gigl.src.common.models.pyg.nn.models module gigl.src.common.models.pyg.nn.models.feature_embedding module gigl.src.common.models.pyg.nn.models.feature_interaction module gigl.src.common.models.pyg.nn.models.jumping_knowledge module gigl.src.common.models.pyg.utils module gigl.src.common.models.utils module gigl.src.common.models.utils.torch module gigl.src.common.translators module gigl.src.common.translators.gbml_protos_translator module gigl.src.common.translators.model_eval_metrics_translator module gigl.src.common.translators.training_samples_protos_translator module gigl.src.common.types module gigl.src.common.types.dataflow_job_options module gigl.src.common.types.dataset_split module gigl.src.common.types.exception module gigl.src.common.types.features module gigl.src.common.types.graph_data module gigl.src.common.types.model module gigl.src.common.types.model_eval_metrics module gigl.src.common.types.pb_wrappers module gigl.src.common.types.pb_wrappers.dataset_metadata module gigl.src.common.types.pb_wrappers.dataset_metadata_utils module gigl.src.common.types.pb_wrappers.flattened_graph_metadata module gigl.src.common.types.pb_wrappers.gbml_config module gigl.src.common.types.pb_wrappers.gigl_resource_config module gigl.src.common.types.pb_wrappers.graph_data_types module gigl.src.common.types.pb_wrappers.graph_data_types_utils module gigl.src.common.types.pb_wrappers.graph_metadata module gigl.src.common.types.pb_wrappers.preprocessed_metadata module gigl.src.common.types.pb_wrappers.sampling_op module gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy module gigl.src.common.types.pb_wrappers.task_metadata module gigl.src.common.types.pb_wrappers.trained_model_metadata module gigl.src.common.types.pb_wrappers.types module gigl.src.common.types.task_inputs module gigl.src.common.types.task_metadata module gigl.src.common.utils module gigl.src.common.utils.bq module gigl.src.common.utils.data module gigl.src.common.utils.data.feature_serialization module gigl.src.common.utils.data.training module gigl.src.common.utils.dataflow module gigl.src.common.utils.eval_metrics module gigl.src.common.utils.file_loader module gigl.src.common.utils.gbml_protos module gigl.src.common.utils.metrics_service_provider module gigl.src.common.utils.model module gigl.src.common.utils.scheduler module gigl.src.common.utils.spark_job_manager module gigl.src.common.utils.time module gigl.src.common.utils.timeout module gigl.src.config_populator module gigl.src.config_populator.config_populator module gigl.src.data_preprocessor module gigl.src.data_preprocessor.data_preprocessor module gigl.src.data_preprocessor.lib module gigl.src.data_preprocessor.lib.data_preprocessor_config module gigl.src.data_preprocessor.lib.enumerate module gigl.src.data_preprocessor.lib.enumerate.queries module gigl.src.data_preprocessor.lib.enumerate.utils module gigl.src.data_preprocessor.lib.ingest module gigl.src.data_preprocessor.lib.ingest.bigquery module gigl.src.data_preprocessor.lib.ingest.reference module gigl.src.data_preprocessor.lib.transform module gigl.src.data_preprocessor.lib.transform.tf_value_encoder module gigl.src.data_preprocessor.lib.transform.transformed_features_info module gigl.src.data_preprocessor.lib.transform.utils module gigl.src.data_preprocessor.lib.types module gigl.src.inference module gigl.src.inference.inferencer module gigl.src.inference.v1 module gigl.src.inference.v1.gnn_inferencer module gigl.src.inference.v1.lib module gigl.src.inference.v1.lib.base_inference_blueprint module gigl.src.inference.v1.lib.base_inferencer module gigl.src.inference.v1.lib.inference_blueprint_factory module gigl.src.inference.v1.lib.inference_output_schema module gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer module gigl.src.inference.v1.lib.node_classification_inferencer module gigl.src.inference.v1.lib.queries module gigl.src.inference.v1.lib.transforms module gigl.src.inference.v1.lib.transforms.batch_generator module gigl.src.inference.v1.lib.transforms.utils module gigl.src.inference.v1.lib.utils module gigl.src.inference.v2 module gigl.src.inference.v2.glt_inferencer module gigl.src.post_process module gigl.src.post_process.lib module gigl.src.post_process.lib.base_post_processor module gigl.src.post_process.post_processor module gigl.src.post_process.utils module gigl.src.post_process.utils.component_runtime module gigl.src.post_process.utils.cosine_similarity module gigl.src.post_process.utils.unenumeration module gigl.src.split_generator module gigl.src.split_generator.split_generator module gigl.src.subgraph_sampler module gigl.src.subgraph_sampler.lib module gigl.src.subgraph_sampler.lib.ingestion_protocol module gigl.src.subgraph_sampler.subgraph_sampler module gigl.src.training module gigl.src.training.trainer module gigl.src.training.v1 module gigl.src.training.v1.lib module gigl.src.training.v1.lib.base_trainer module gigl.src.training.v1.lib.data_loaders module gigl.src.training.v1.lib.data_loaders.common module gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader module gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader module gigl.src.training.v1.lib.data_loaders.supervised_node_classification_data_loader module gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset module gigl.src.training.v1.lib.data_loaders.utils module gigl.src.training.v1.lib.eval_metrics module gigl.src.training.v1.lib.training_process module gigl.src.training.v1.trainer module gigl.src.training.v2 module gigl.src.training.v2.glt_trainer module gigl.src.validation_check module gigl.src.validation_check.config_validator module gigl.src.validation_check.libs module gigl.src.validation_check.libs.frozen_config_path_checks module gigl.src.validation_check.libs.name_checks module gigl.src.validation_check.libs.resource_config_checks module gigl.src.validation_check.libs.template_config_checks module gigl.src.validation_check.libs.utils module gigl.types module gigl.types.data module gigl.types.distributed module gigl.utils module gigl.utils.data_splitters module gigl.utils.share_memory module GiGLComponents (class in gigl.src.common.constants.components) GiglResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) GiglResourceConfigWrapper (class in gigl.src.common.types.pb_wrappers.gigl_resource_config) GIN (class in gigl.src.common.models.pyg.homogeneous) GINE (class in gigl.src.common.models.pyg.homogeneous) GINEConv (class in gigl.src.common.models.pyg.nn.conv.gin_conv) global_node_to_subgraph_node_mapping (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol property) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) global_random_uniform (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy attribute) GlobalRandomUniformStrategy (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) GlobalRandomUniformStrategyPbWrapper (class in gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy) GLTInferencer (class in gigl.src.inference.v2.glt_inferencer) GLTTrainer (class in gigl.src.training.v2.glt_trainer) GnnModel (class in gigl.src.common.types.model) GnnTrainingProcess (class in gigl.src.training.v1.lib.training_process) gpu_limit (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig attribute) gpu_type (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig attribute) GRACE (class in gigl.src.common.models.layers.task) GRACELoss (class in gigl.src.common.models.layers.loss) Graph (class in snapchat.research.gbml.graph_schema_pb2) graph_db_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig attribute) graph_db_client_class_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig attribute) graph_db_config (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) graph_db_ingestion_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig attribute) graph_db_ingestion_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig attribute) graph_db_sampler_config (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig attribute) graph_metadata (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) graph_metadata_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) GraphBackend (class in gigl.src.common.types.model) GraphBuilder (class in gigl.src.common.graph_builder.abstract_graph_builder) GraphBuilderFactory (class in gigl.src.common.graph_builder.graph_builder_factory) GraphMetadata (class in snapchat.research.gbml.graph_schema_pb2) GraphMetadata.CondensedEdgeTypeMapEntry (class in snapchat.research.gbml.graph_schema_pb2) GraphMetadata.CondensedNodeTypeMapEntry (class in snapchat.research.gbml.graph_schema_pb2) GraphMetadataPbWrapper (class in gigl.src.common.types.pb_wrappers.graph_metadata) GraphPartitionData (class in gigl.types.distributed) GraphPbWrapper (class in gigl.src.common.types.pb_wrappers.graph_data_types) GraphPbWrapperCoder (class in gigl.common.utils.compute.serialization.serialize_protos) GraphSAGE (class in gigl.src.common.models.pyg.homogeneous) GraphSageTemplateTrainerSpec (class in gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec)

H

half() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) hard_neg_edges (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) has_hard_neg_edge_features() (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper method) has_isolated_nodes() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) has_pos_edge_features() (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper method) has_self_loops() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) HasExtension() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

HasField() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) hasHandlers() (gigl.common.logger.Logger method) HashedNodeAnchorLinkSplitter (class in gigl.utils.data_splitters) HGT (class in gigl.src.common.models.pyg.heterogeneous) HGTConv (class in gigl.src.common.models.pyg.nn.conv.hgt_conv) hit_rate_at_k() (in module gigl.src.common.utils.eval_metrics) homogeneous_condensed_edge_type (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper property) homogeneous_condensed_node_type (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper property) homogeneous_edge_type (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper property) homogeneous_node_type (gigl.src.common.types.pb_wrappers.graph_metadata.GraphMetadataPbWrapper property) HttpUri (class in gigl.common.types.uri.http_uri) hydrate_subgraph_features() (gigl.src.common.types.pb_wrappers.graph_data_types.GraphPbWrapper static method)

I

identifier_output (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec attribute) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec attribute) import_obj() (in module gigl.common.utils.os_utils) index() (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample method) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample method) (gigl.src.common.types.graph_data.EdgeType method) (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences method) (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier method) (gigl.src.data_preprocessor.lib.types.FeatureSchema method) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema method) infer_root_embeddings() (in module gigl.src.common.modeling_task_specs.utils.infer) infer_task_inputs() (in module gigl.src.common.modeling_task_specs.utils.infer) infer_training_batch() (in module gigl.src.common.modeling_task_specs.utils.infer) InferBatchResults (class in gigl.src.inference.v1.lib.base_inferencer) inference_batch_size (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) inference_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) InferenceBlueprintFactory (class in gigl.src.inference.v1.lib.inference_blueprint_factory) InferenceMetadata (class in snapchat.research.gbml.inference_metadata_pb2) InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry (class in snapchat.research.gbml.inference_metadata_pb2) InferenceOutput (class in snapchat.research.gbml.inference_metadata_pb2) InferenceOutputBigqueryTableSchema (class in gigl.src.inference.v1.lib.inference_output_schema) InferenceOutputBigqueryTableSchemaBuilder (class in gigl.src.inference.v1.lib.inference_output_schema) Inferencer (class in gigl.src.inference.inferencer) inferencer_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) inferencer_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig attribute) inferencer_config (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) inferencer_resource_config (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) InferencerOutputPaths (class in gigl.src.inference.v1.gnn_inferencer) InferencerResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) InferencerV1 (class in gigl.src.inference.v1.gnn_inferencer) info() (gigl.common.logger.Logger method) ingest() (gigl.src.subgraph_sampler.lib.ingestion_protocol.BaseIngestion method) IngestRawFeatures (class in gigl.src.data_preprocessor.lib.transform.utils) init_beam_pipeline_options() (in module gigl.src.common.utils.dataflow) init_edge_features() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) init_graph() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) init_metrics_publisher_grouping_for_job() (in module gigl.src.common.utils.metrics_service_provider) init_node_features() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) init_node_labels() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) init_node_split() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) initialize_metrics() (in module gigl.src.common.utils.metrics_service_provider) input_op_names (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) InputBatch (class in gigl.src.common.types.task_inputs) InstanceDictPTransform (class in gigl.src.data_preprocessor.lib.types) InstanceDictToTFExample (class in gigl.src.data_preprocessor.lib.transform.utils) ipu() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) is_coalesced() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) is_cuda (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) is_currently_running_in_vertex_ai_job() (in module gigl.common.utils.vertex_ai_context) is_datetime_str_format_valid() (in module gigl.src.common.utils.time) is_deterministic() (gigl.common.beam.coders.PassthroughCoder method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder method) is_directed() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) is_distributed_available_and_initialized() (in module gigl.common.utils.torch_training) is_distributed_local_debug() (in module gigl.common.utils.torch_training) is_graph_directed (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) is_node_entity (gigl.common.data.dataloaders.SerializedTFRecordInfo property) is_resource_config_loaded() (in module gigl.env.pipelines_config) is_sorted() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method)

is_sorted_by_time() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) is_undirected() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) is_valid() (gigl.common.types.uri.gcs_uri.GcsUri class method) (gigl.common.types.uri.http_uri.HttpUri class method) (gigl.common.types.uri.local_uri.LocalUri class method) (gigl.common.types.uri.uri.Uri class method) isalnum() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isalpha() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isascii() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isdecimal() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isdigit() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isEnabledFor() (gigl.common.logger.Logger method) isidentifier() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) IsInitialized() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) islower() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isnumeric() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isprintable() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isspace() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) istitle() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) isupper() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) items() (gigl.common.collections.frozen_dict.FrozenDict method) (gigl.common.collections.sorted_dict.SortedDict method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method)

J

jittable() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

join() (gigl.common.types.uri.gcs_uri.GcsUri class method) (gigl.common.types.uri.http_uri.HttpUri class method) (gigl.common.types.uri.local_uri.LocalUri class method) (gigl.common.types.uri.uri.Uri class method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) JumpingKnowledge (class in gigl.src.common.models.pyg.nn.models.jumping_knowledge)

K

key (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry attribute)

keys() (gigl.common.collections.frozen_dict.FrozenDict method) (gigl.common.collections.sorted_dict.SortedDict method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) kfp_trainer_config (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig attribute) kfp_validation_checks() (in module gigl.src.validation_check.config_validator) KfpOrchestrator (class in gigl.orchestration.kubeflow.kfp_orchestrator) KfpOutputViewers (class in gigl.common.utils.kfp) KFPResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) KfpTaskDetails (class in gigl.common.types.wrappers.kfp_api) KFPTrainerConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) KLLoss (class in gigl.src.common.models.layers.loss)

L

l2_normalize_embeddings() (in module gigl.src.common.models.layers.normalization) Label (class in snapchat.research.gbml.training_samples_schema_pb2) label (snapchat.research.gbml.training_samples_schema_pb2.Label attribute) label_keys (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) label_type (snapchat.research.gbml.training_samples_schema_pb2.Label attribute) labeled_tfrecord_uri_prefix (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput attribute) labels_outputs (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec attribute) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec attribute) launch_job() (gigl.common.services.vertex_ai.VertexAIService method) link_based_task_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata attribute) LinkPredictionDecoder (class in gigl.src.common.models.layers.decoder) LinkPredictionGNN (class in gigl.src.common.models.pyg.link_prediction) list_at_path() (in module gigl.common.utils.local_fs) list_children() (gigl.src.common.utils.file_loader.FileLoader method) list_uris_with_gcs_path_pattern() (gigl.common.utils.gcs.GcsUtils method) ListFields() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

ljust() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) LLPRankingLoss (class in gigl.src.common.models.layers.loss) load() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) load_embeddings_to_bigquery() (in module gigl.common.data.export) load_file_to_bq() (gigl.src.common.utils.bq.BqUtils method) load_scripted_model_from_uri() (in module gigl.src.common.utils.model) load_state_dict() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) load_state_dict_from_uri() (in module gigl.src.common.utils.model) load_tf_schema_uri_str_to_feature_spec() (in module gigl.common.utils.tensorflow_schema) load_torch_tensors_from_tf_record() (in module gigl.common.data.load_torch_tensors) LoadedGraphTensors (class in gigl.types.data) local_inferencer_config (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig attribute) local_trainer_config (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig attribute) LocalResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) LocalTrainerConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) LocalUri (class in gigl.common.types.uri.local_uri) log() (gigl.common.logger.Logger method) log_metrics_to_ui() (in module gigl.orchestration.kubeflow.utils.log_metrics) log_stats_for_pyg_planetoid_dataset() (in module gigl.src.applied_tasks.test_tasks.academic) LogEntries (class in gigl.common.services.gcp_cloud_logging) Logger (class in gigl.common.logger) LoopyIterableDataset (class in gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset) lower() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) lru_cache() (in module gigl.common.utils.func_tools) lstrip() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method)

M

machine_type (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig attribute) main_edge_info (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) make_compute_deterministic_and_set_seed() (in module gigl.common.utils.compute.random) maketrans() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier static method) Margin (class in gigl.src.common.models.layers.task) MarginLoss (class in gigl.src.common.models.layers.loss) max_num_workers (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig attribute) mean_reciprocal_rank() (in module gigl.src.common.utils.eval_metrics) memory_request (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) MergeFrom() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) MergeFromString() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) message() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) message_and_aggregate() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) message_passing_paths (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy attribute) MessagePassingPath (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) MessagePassingPathPbWrapper (class in gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy) MessagePassingPathStrategy (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) MessagePassingPathStrategyPbWrapper (class in gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy) metadata() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) metrics_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig attribute) metrics_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig attribute) metrics_config (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) ModelResultType (class in gigl.src.common.models.layers.loss) module gigl gigl.analytics gigl.analytics.graph_validation gigl.analytics.graph_validation.bq_graph_validator gigl.common gigl.common.beam gigl.common.beam.better_tfrecordio gigl.common.beam.coders gigl.common.collections gigl.common.collections.frozen_dict gigl.common.collections.itertools gigl.common.collections.sorted_dict gigl.common.constants gigl.common.data gigl.common.data.dataloaders gigl.common.data.export gigl.common.data.load_torch_tensors gigl.common.env_config gigl.common.logger gigl.common.metrics gigl.common.metrics.base_metrics gigl.common.metrics.decorators gigl.common.metrics.metrics_interface gigl.common.services gigl.common.services.dataproc gigl.common.services.gcp_cloud_logging gigl.common.services.vertex_ai gigl.common.types gigl.common.types.resource_config gigl.common.types.uri gigl.common.types.uri.gcs_uri gigl.common.types.uri.http_uri gigl.common.types.uri.local_uri gigl.common.types.uri.uri gigl.common.types.uri.uri_factory gigl.common.types.wrappers gigl.common.types.wrappers.kfp_api gigl.common.utils gigl.common.utils.compute gigl.common.utils.compute.random gigl.common.utils.compute.serialization gigl.common.utils.compute.serialization.coder gigl.common.utils.compute.serialization.serialize_np gigl.common.utils.compute.serialization.serialize_protos gigl.common.utils.compute.serialization.serialize_string gigl.common.utils.dataflow gigl.common.utils.decorator gigl.common.utils.func_tools gigl.common.utils.gcs gigl.common.utils.kfp gigl.common.utils.local_fs gigl.common.utils.os_utils gigl.common.utils.proto_utils gigl.common.utils.retry gigl.common.utils.tensorflow_schema gigl.common.utils.test_utils gigl.common.utils.torch_training gigl.common.utils.vertex_ai_context gigl.distributed gigl.distributed.constants gigl.distributed.dataset_factory gigl.distributed.dist_context gigl.distributed.dist_link_prediction_data_partitioner gigl.distributed.dist_link_prediction_dataset gigl.distributed.distributed_neighborloader gigl.distributed.utils gigl.distributed.utils.device gigl.distributed.utils.init_neighbor_loader_worker gigl.distributed.utils.partition_book gigl.distributed.utils.serialized_graph_metadata_translator gigl.env gigl.env.dep_constants gigl.env.pipelines_config gigl.orchestration gigl.orchestration.kubeflow gigl.orchestration.kubeflow.kfp_orchestrator gigl.orchestration.kubeflow.kfp_pipeline gigl.orchestration.kubeflow.runner gigl.orchestration.kubeflow.utils gigl.orchestration.kubeflow.utils.glt_backend gigl.orchestration.kubeflow.utils.log_metrics gigl.orchestration.kubeflow.utils.resource gigl.src gigl.src.applied_tasks gigl.src.applied_tasks.test_tasks gigl.src.applied_tasks.test_tasks.academic gigl.src.common gigl.src.common.constants gigl.src.common.constants.bq gigl.src.common.constants.components gigl.src.common.constants.gcs gigl.src.common.constants.graph_metadata gigl.src.common.constants.local_fs gigl.src.common.constants.metrics gigl.src.common.constants.resource_config gigl.src.common.constants.time gigl.src.common.constants.training gigl.src.common.graph_builder gigl.src.common.graph_builder.abstract_graph_builder gigl.src.common.graph_builder.gbml_graph_protocol gigl.src.common.graph_builder.graph_builder_factory gigl.src.common.graph_builder.pyg_graph_builder gigl.src.common.graph_builder.pyg_graph_data gigl.src.common.modeling_task_specs gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec gigl.src.common.modeling_task_specs.node_classification_modeling_task_spec gigl.src.common.modeling_task_specs.utils gigl.src.common.modeling_task_specs.utils.early_stop gigl.src.common.modeling_task_specs.utils.infer gigl.src.common.modeling_task_specs.utils.parameter_loading gigl.src.common.modeling_task_specs.utils.profiler_wrapper gigl.src.common.models gigl.src.common.models.dgl gigl.src.common.models.dgl.homogenous gigl.src.common.models.layers gigl.src.common.models.layers.count_min_sketch gigl.src.common.models.layers.decoder gigl.src.common.models.layers.feature_interaction gigl.src.common.models.layers.loss gigl.src.common.models.layers.normalization gigl.src.common.models.layers.task gigl.src.common.models.pyg gigl.src.common.models.pyg.heterogeneous gigl.src.common.models.pyg.homogeneous gigl.src.common.models.pyg.link_prediction gigl.src.common.models.pyg.nn gigl.src.common.models.pyg.nn.conv gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv gigl.src.common.models.pyg.nn.conv.gin_conv gigl.src.common.models.pyg.nn.conv.hgt_conv gigl.src.common.models.pyg.nn.conv.simplehgn_conv gigl.src.common.models.pyg.nn.models gigl.src.common.models.pyg.nn.models.feature_embedding gigl.src.common.models.pyg.nn.models.feature_interaction gigl.src.common.models.pyg.nn.models.jumping_knowledge gigl.src.common.models.pyg.utils gigl.src.common.models.utils gigl.src.common.models.utils.torch gigl.src.common.translators gigl.src.common.translators.gbml_protos_translator gigl.src.common.translators.model_eval_metrics_translator gigl.src.common.translators.training_samples_protos_translator gigl.src.common.types gigl.src.common.types.dataflow_job_options gigl.src.common.types.dataset_split gigl.src.common.types.exception gigl.src.common.types.features gigl.src.common.types.graph_data gigl.src.common.types.model gigl.src.common.types.model_eval_metrics gigl.src.common.types.pb_wrappers gigl.src.common.types.pb_wrappers.dataset_metadata gigl.src.common.types.pb_wrappers.dataset_metadata_utils gigl.src.common.types.pb_wrappers.flattened_graph_metadata gigl.src.common.types.pb_wrappers.gbml_config gigl.src.common.types.pb_wrappers.gigl_resource_config gigl.src.common.types.pb_wrappers.graph_data_types gigl.src.common.types.pb_wrappers.graph_data_types_utils gigl.src.common.types.pb_wrappers.graph_metadata gigl.src.common.types.pb_wrappers.preprocessed_metadata gigl.src.common.types.pb_wrappers.sampling_op gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy gigl.src.common.types.pb_wrappers.task_metadata gigl.src.common.types.pb_wrappers.trained_model_metadata gigl.src.common.types.pb_wrappers.types gigl.src.common.types.task_inputs gigl.src.common.types.task_metadata gigl.src.common.utils gigl.src.common.utils.bq gigl.src.common.utils.data gigl.src.common.utils.data.feature_serialization gigl.src.common.utils.data.training gigl.src.common.utils.dataflow gigl.src.common.utils.eval_metrics gigl.src.common.utils.file_loader gigl.src.common.utils.gbml_protos gigl.src.common.utils.metrics_service_provider gigl.src.common.utils.model gigl.src.common.utils.scheduler gigl.src.common.utils.spark_job_manager gigl.src.common.utils.time gigl.src.common.utils.timeout gigl.src.config_populator gigl.src.config_populator.config_populator gigl.src.data_preprocessor gigl.src.data_preprocessor.data_preprocessor gigl.src.data_preprocessor.lib gigl.src.data_preprocessor.lib.data_preprocessor_config gigl.src.data_preprocessor.lib.enumerate gigl.src.data_preprocessor.lib.enumerate.queries gigl.src.data_preprocessor.lib.enumerate.utils gigl.src.data_preprocessor.lib.ingest gigl.src.data_preprocessor.lib.ingest.bigquery gigl.src.data_preprocessor.lib.ingest.reference gigl.src.data_preprocessor.lib.transform gigl.src.data_preprocessor.lib.transform.tf_value_encoder gigl.src.data_preprocessor.lib.transform.transformed_features_info gigl.src.data_preprocessor.lib.transform.utils gigl.src.data_preprocessor.lib.types gigl.src.inference gigl.src.inference.inferencer gigl.src.inference.v1 gigl.src.inference.v1.gnn_inferencer gigl.src.inference.v1.lib gigl.src.inference.v1.lib.base_inference_blueprint gigl.src.inference.v1.lib.base_inferencer gigl.src.inference.v1.lib.inference_blueprint_factory gigl.src.inference.v1.lib.inference_output_schema gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer gigl.src.inference.v1.lib.node_classification_inferencer gigl.src.inference.v1.lib.queries gigl.src.inference.v1.lib.transforms gigl.src.inference.v1.lib.transforms.batch_generator gigl.src.inference.v1.lib.transforms.utils gigl.src.inference.v1.lib.utils gigl.src.inference.v2 gigl.src.inference.v2.glt_inferencer gigl.src.post_process gigl.src.post_process.lib gigl.src.post_process.lib.base_post_processor gigl.src.post_process.post_processor gigl.src.post_process.utils gigl.src.post_process.utils.component_runtime gigl.src.post_process.utils.cosine_similarity gigl.src.post_process.utils.unenumeration gigl.src.split_generator gigl.src.split_generator.split_generator gigl.src.subgraph_sampler gigl.src.subgraph_sampler.lib gigl.src.subgraph_sampler.lib.ingestion_protocol gigl.src.subgraph_sampler.subgraph_sampler gigl.src.training gigl.src.training.trainer gigl.src.training.v1 gigl.src.training.v1.lib gigl.src.training.v1.lib.base_trainer gigl.src.training.v1.lib.data_loaders gigl.src.training.v1.lib.data_loaders.common gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader gigl.src.training.v1.lib.data_loaders.supervised_node_classification_data_loader gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset gigl.src.training.v1.lib.data_loaders.utils gigl.src.training.v1.lib.eval_metrics gigl.src.training.v1.lib.training_process gigl.src.training.v1.trainer gigl.src.training.v2 gigl.src.training.v2.glt_trainer gigl.src.validation_check gigl.src.validation_check.config_validator gigl.src.validation_check.libs gigl.src.validation_check.libs.frozen_config_path_checks gigl.src.validation_check.libs.name_checks gigl.src.validation_check.libs.resource_config_checks gigl.src.validation_check.libs.template_config_checks gigl.src.validation_check.libs.utils gigl.types gigl.types.data gigl.types.distributed gigl.utils gigl.utils.data_splitters gigl.utils.share_memory snapchat snapchat.research snapchat.research.gbml snapchat.research.gbml.dataset_metadata_pb2 snapchat.research.gbml.flattened_graph_metadata_pb2 snapchat.research.gbml.gbml_config_pb2 snapchat.research.gbml.gigl_resource_config_pb2 snapchat.research.gbml.graph_schema_pb2 snapchat.research.gbml.inference_metadata_pb2 snapchat.research.gbml.postprocessed_metadata_pb2 snapchat.research.gbml.preprocessed_metadata_pb2 snapchat.research.gbml.subgraph_sampling_strategy_pb2 snapchat.research.gbml.trained_model_metadata_pb2 snapchat.research.gbml.training_samples_schema_pb2

modules() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) mtia() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) multi_get_tensor() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method)

N

named_buffers() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) named_children() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) named_modules() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

named_parameters() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) neg_edges (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) negative_edge_info (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) neighborhood (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample attribute) no_grad_eval() (in module gigl.src.inference.v1.lib.base_inferencer) Node (class in gigl.src.common.types.graph_data) (class in snapchat.research.gbml.graph_schema_pb2) node_anchor_based_link_prediction_dataset (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata attribute) node_anchor_based_link_prediction_output (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata attribute) node_anchor_based_link_prediction_task_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata attribute) node_attrs() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) node_based_task_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata attribute) node_data (gigl.src.data_preprocessor.data_preprocessor.PreprocessedMetadataReferences attribute) node_features (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset property) node_field (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema attribute) node_from_NodePb() (gigl.src.common.translators.gbml_protos_translator.GbmlProtosTranslator static method) node_id (snapchat.research.gbml.graph_schema_pb2.Node attribute) node_id_key (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) node_items() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) node_preprocessor_config (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig attribute) node_stores (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) node_type_subgraph() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) node_type_to_inferencer_output_info_map (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata attribute) node_type_to_random_negative_tfrecord_uri_prefix (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput attribute) node_types (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata attribute) NodeAnchorBasedLinkPredictionBaseInferencer (class in gigl.src.inference.v1.lib.base_inferencer) NodeAnchorBasedLinkPredictionBaseTask (class in gigl.src.common.models.layers.task) NodeAnchorBasedLinkPredictionBatch (class in gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader) NodeAnchorBasedLinkPredictionBatch.BatchSupervisionEdgeData (class in gigl.src.training.v1.lib.data_loaders.node_anchor_based_link_prediction_data_loader) NodeAnchorBasedLinkPredictionDataset (class in snapchat.research.gbml.dataset_metadata_pb2) NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry (class in snapchat.research.gbml.dataset_metadata_pb2) NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry (class in snapchat.research.gbml.dataset_metadata_pb2) NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry (class in snapchat.research.gbml.dataset_metadata_pb2) NodeAnchorBasedLinkPredictionDatasetDataloaders (class in gigl.src.common.types.pb_wrappers.dataset_metadata_utils) NodeAnchorBasedLinkPredictionInferenceBlueprint (class in gigl.src.inference.v1.lib.node_anchor_based_link_prediction_inferencer) NodeAnchorBasedLinkPredictionModelingTaskSpec (class in gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec) NodeAnchorBasedLinkPredictionOutput (class in snapchat.research.gbml.flattened_graph_metadata_pb2) NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry (class in snapchat.research.gbml.flattened_graph_metadata_pb2) NodeAnchorBasedLinkPredictionSample (class in gigl.src.common.translators.training_samples_protos_translator) (class in snapchat.research.gbml.training_samples_schema_pb2) NodeAnchorBasedLinkPredictionSample.SampleSupervisionEdgeData (class in gigl.src.common.translators.training_samples_protos_translator) NodeAnchorBasedLinkPredictionTaskInputs (class in gigl.src.common.types.task_inputs) NodeAnchorBasedLinkPredictionTasks (class in gigl.src.common.models.layers.task) NodeAnchorLinkSplitter (class in gigl.utils.data_splitters) NodeClassificationInferenceBlueprint (class in gigl.src.inference.v1.lib.node_classification_inferencer) NodeClassificationModelingTaskSpec (class in gigl.src.common.modeling_task_specs.node_classification_modeling_task_spec) NodeDataPreprocessingSpec (class in gigl.src.data_preprocessor.lib.types) NodeDataReference (class in gigl.src.data_preprocessor.lib.ingest.reference) NodeOutputIdentifier (class in gigl.src.data_preprocessor.lib.types) NodePbWrapper (class in gigl.src.common.types.pb_wrappers.graph_data_types) NodePbWrapperCoder (class in gigl.common.utils.compute.serialization.serialize_protos) nodes (snapchat.research.gbml.graph_schema_pb2.Graph attribute) NopMetricsPublisher (class in gigl.common.metrics.base_metrics) num_edge_features (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) num_edges (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) num_features (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) num_hops (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy attribute) num_lines_in_file() (in module gigl.common.utils.os_utils) num_local_ssds (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig attribute) num_max_training_samples_to_output (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) num_neighbors_to_sample (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) num_node_features (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) num_nodes (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) num_nodes_to_sample (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK attribute) num_positive_samples (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) num_replicas (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig attribute) num_user_defined_negative_samples (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) num_user_defined_positive_samples (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) num_workers (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig attribute) NumpyCoder (class in gigl.common.utils.compute.serialization.serialize_np)

O

op_name (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) OpsMetricPublisher (class in gigl.common.metrics.metrics_interface) out_dim (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer property)

output_metadata (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper property) (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper property) output_metadata_type (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper property) (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper property)

P

parameters() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) params (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined attribute) parent_sampling_op_pb_wrappers (gigl.src.common.types.pb_wrappers.sampling_op.SamplingOpPbWrapper property) parse_args() (in module gigl.common.utils.test_utils) parse_bq_table_path() (gigl.src.common.utils.bq.BqUtils static method) parse_formatted_datetime() (in module gigl.src.common.utils.time) parse_makefile_vars() (in module gigl.common.constants) ParseFromString() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

partition() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) partition_edge() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) partition_edge_features() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) partition_labels() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) partition_node() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) partition_node_features() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) PartitionOutput (class in gigl.types.distributed) PassthroughCoder (class in gigl.common.beam.coders) path_to_udf (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined attribute) paths (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy attribute) perm_assets_bucket (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) perm_assets_bucket_path (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) pin_memory() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) pop() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) popitem() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) pos_edges (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) positive_edge_info (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) post_processor_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig attribute) post_processor_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig attribute) post_processor_config (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) post_processor_log_metrics_uri (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata attribute) postprocessed_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) PostProcessedMetadata (class in snapchat.research.gbml.postprocessed_metadata_pb2) PostProcessor (class in gigl.src.post_process.post_processor) predictions_path (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput attribute) prepare_for_pipeline() (gigl.src.data_preprocessor.lib.data_preprocessor_config.DataPreprocessorConfig method) preprocessed_metadata (gigl.src.common.types.pb_wrappers.preprocessed_metadata.PreprocessedMetadataPbWrapper property) preprocessed_metadata_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) preprocessed_metadata_uri (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) PreprocessedMetadata (class in snapchat.research.gbml.preprocessed_metadata_pb2) PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry (class in snapchat.research.gbml.preprocessed_metadata_pb2) PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry (class in snapchat.research.gbml.preprocessed_metadata_pb2) PreprocessedMetadata.EdgeMetadataInfo (class in snapchat.research.gbml.preprocessed_metadata_pb2) PreprocessedMetadata.EdgeMetadataOutput (class in snapchat.research.gbml.preprocessed_metadata_pb2) PreprocessedMetadata.NodeMetadataOutput (class in snapchat.research.gbml.preprocessed_metadata_pb2) PreprocessedMetadataPbWrapper (class in gigl.src.common.types.pb_wrappers.preprocessed_metadata) PreprocessedMetadataReferences (class in gigl.src.data_preprocessor.data_preprocessor) preprocessing_fn (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec attribute) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec attribute) preprocessor_config (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) pretrained_tft_model_uri (gigl.src.data_preprocessor.lib.types.EdgeDataPreprocessingSpec attribute) (gigl.src.data_preprocessor.lib.types.NodeDataPreprocessingSpec attribute) process() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.common.logger.Logger method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) profileit() (in module gigl.common.metrics.decorators) profiler_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig attribute) profiler_config (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) profiler_log_dir (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig attribute) project (gigl.common.services.vertex_ai.VertexAIService property) (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) propagate() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) ProtoUtils (class in gigl.common.utils.proto_utils) put_edge_index() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) put_tensor() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) PygGraphBuilder (class in gigl.src.common.graph_builder.pyg_graph_builder) PygGraphData (class in gigl.src.common.graph_builder.pyg_graph_data)

R

random_node_split() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) random_uniform (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) random_uniform_spec (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy attribute) random_weighted (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) RandomUniform (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) RandomUniformPbWrapper (class in gigl.src.common.types.pb_wrappers.sampling_op) RandomWeighted (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) RandomWeightedPbWrapper (class in gigl.src.common.types.pb_wrappers.sampling_op) read_training_sample_protos_from_tfrecords() (in module gigl.src.common.types.pb_wrappers.dataset_metadata_utils) ReadExistingTFTransformFn (class in gigl.src.data_preprocessor.lib.transform.utils) record_stream() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) RecordBatchToTFExampleCoderFn (class in gigl.common.beam.coders) region (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) register_aggregate_forward_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_aggregate_forward_pre_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_backward_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_buffer() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_edge_features() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) register_edge_index() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) register_edge_types() (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder method) register_edge_update_forward_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_edge_update_forward_pre_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_forward_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_forward_pre_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_full_backward_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_full_backward_pre_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_labels() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) register_load_state_dict_post_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_load_state_dict_pre_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_message_and_aggregate_forward_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_message_and_aggregate_forward_pre_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

register_message_forward_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_message_forward_pre_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_module() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_node_features() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) register_node_ids() (gigl.distributed.dist_link_prediction_data_partitioner.DistLinkPredictionDataPartitioner method) register_parameter() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_pickle_urn() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn class method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn class method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample class method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn class method) register_propagate_forward_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_propagate_forward_pre_hook() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_state_dict_post_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_state_dict_pre_hook() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) register_structured_urn() (gigl.common.beam.coders.PassthroughCoder static method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder static method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder static method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder static method) register_urn() (gigl.common.beam.coders.PassthroughCoder class method) (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn class method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn class method) (gigl.common.utils.compute.serialization.serialize_protos.EdgePbWrapperCoder class method) (gigl.common.utils.compute.serialization.serialize_protos.GraphPbWrapperCoder class method) (gigl.common.utils.compute.serialization.serialize_protos.NodePbWrapperCoder class method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample class method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn class method) RegisterExtension() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) relation (gigl.src.common.types.graph_data.EdgeType attribute) (snapchat.research.gbml.graph_schema_pb2.EdgeType attribute) remove_edge_index() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) remove_file_if_exist() (in module gigl.common.utils.local_fs) remove_file_or_folder_if_exist() (in module gigl.common.utils.local_fs) remove_folder_if_exist() (in module gigl.common.utils.local_fs) remove_line_from_file() (in module gigl.common.utils.local_fs) remove_tensor() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) removeprefix() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) removesuffix() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) rename() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) replace() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) requires_grad_() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) reset() (gigl.src.common.graph_builder.abstract_graph_builder.GraphBuilder method) (gigl.src.common.graph_builder.pyg_graph_builder.PygGraphBuilder method) reset_parameters() (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) resource_labels (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig attribute) RestrictionParam (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn attribute) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample attribute) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn attribute) RetriesFailedException Retrieval (class in gigl.src.common.models.layers.task) RetrievalLoss (class in gigl.src.common.models.layers.loss) retry() (in module gigl.common.utils.retry) rfind() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) rindex() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) rjust() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) root_edge (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample attribute) root_edge_labels (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample attribute) root_node (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample attribute) (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample attribute) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood attribute) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample attribute) root_node_labels (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample attribute) root_node_type (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath attribute) root_node_type_to_message_passing_path_pb_wrapper (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.SubgraphSamplingStrategyPbWrapper property) RootedNodeNeighborhood (class in snapchat.research.gbml.training_samples_schema_pb2) RootedNodeNeighborhoodBatch (class in gigl.src.training.v1.lib.data_loaders.rooted_node_neighborhood_data_loader) RootedNodeNeighborhoodSample (class in gigl.src.common.translators.training_samples_protos_translator) rpartition() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) rsplit() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) rstrip() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) run() (gigl.orchestration.kubeflow.kfp_orchestrator.KfpOrchestrator method) run_command_and_stream_stdout() (in module gigl.common.utils.os_utils) run_pipeline() (gigl.common.services.vertex_ai.VertexAIService method) run_tests() (in module gigl.common.utils.test_utils) RuntimeTFExampleProtoCoderFn (class in gigl.common.beam.coders)

S

sampling_direction (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) sampling_ops (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath attribute) SamplingDirectionEnumType (class in gigl.src.common.types.pb_wrappers.sampling_op) SamplingOp (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) SamplingOpPbWrapper (class in gigl.src.common.types.pb_wrappers.sampling_op) save_scripted_model() (in module gigl.src.common.utils.model) save_state_dict() (in module gigl.src.common.utils.model) schema (gigl.src.data_preprocessor.lib.types.FeatureSchema attribute) (gigl.src.inference.v1.lib.inference_output_schema.InferenceOutputBigqueryTableSchema attribute) schema_uri (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) scripted_model_uri (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata attribute) select_ssl_positive_label_edges() (in module gigl.utils.data_splitters) SerializedGraphMetadata (class in gigl.common.data.load_torch_tensors) SerializedTFRecordInfo (class in gigl.common.data.dataloaders) SerializePartialToString() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) SerializeToString() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) 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method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method) service_account_email (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) set_extra_state() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) set_submodule() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) 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(gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) set_value_dict() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) setdefault() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) SetInParent() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) 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(snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

setLevel() (gigl.common.logger.Logger method) setup() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) setup_model_device() (in module gigl.src.training.v1.lib.training_process) share_ipc() (gigl.distributed.dist_link_prediction_dataset.DistLinkPredictionDataset method) share_memory() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) (in module gigl.utils.share_memory) share_memory_() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) shared_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) shared_config (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) shared_resource_config (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) shared_resource_config_uri (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) SharedResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) SharedResourceConfig.CommonComputeConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) SharedResourceConfig.ResourceLabelsEntry (class in snapchat.research.gbml.gigl_resource_config_pb2) should_distribute() (in module gigl.common.utils.torch_training) should_enable_profiler (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig attribute) should_include_isolated_nodes_in_training (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) should_log_to_tensorboard (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) should_populate_predictions_path (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) should_skip_automatic_temp_asset_cleanup (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) should_skip_inference (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) should_skip_model_evaluation (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) should_skip_training (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) should_use_experimental_glt_backend (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) SimpleHGN (class in gigl.src.common.models.pyg.heterogeneous) SimpleHGNConv (class in gigl.src.common.models.pyg.nn.conv.simplehgn_conv) size() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) snapchat module snapchat.research module snapchat.research.gbml module snapchat.research.gbml.dataset_metadata_pb2 module snapchat.research.gbml.flattened_graph_metadata_pb2 module snapchat.research.gbml.gbml_config_pb2 module snapchat.research.gbml.gigl_resource_config_pb2 module snapchat.research.gbml.graph_schema_pb2 module snapchat.research.gbml.inference_metadata_pb2 module snapchat.research.gbml.postprocessed_metadata_pb2 module snapchat.research.gbml.preprocessed_metadata_pb2 module snapchat.research.gbml.subgraph_sampling_strategy_pb2 module snapchat.research.gbml.trained_model_metadata_pb2 module snapchat.research.gbml.training_samples_schema_pb2 module snapshot() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) Softmax (class in gigl.src.common.models.layers.task) SoftmaxLoss (class in gigl.src.common.models.layers.loss) sort() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) sort_by_time() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) SortedDict (class in gigl.common.collections.sorted_dict) SparkJobManager (class in gigl.src.common.utils.spark_job_manager) SparkResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) split() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) split_generator_config (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) split_strategy_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig attribute) split_strategy_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig attribute) SplitGenerator (class in gigl.src.split_generator.split_generator) splitlines() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) src_node (gigl.src.data_preprocessor.lib.types.EdgeOutputIdentifier attribute) src_node_id (snapchat.research.gbml.graph_schema_pb2.Edge attribute) src_node_id_key (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput attribute) src_node_type (gigl.src.common.types.graph_data.EdgeType attribute) (snapchat.research.gbml.graph_schema_pb2.EdgeType attribute) start_bundle() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) startswith() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) state_dict() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) StateParam (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn attribute) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample attribute) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn attribute) stores (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) StringCoder (class in gigl.common.utils.compute.serialization.serialize_string) strip() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) subgraph (gigl.src.common.translators.training_samples_protos_translator.RootedNodeNeighborhoodSample attribute) subgraph() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) subgraph_node_to_global_node_mapping (gigl.src.common.graph_builder.gbml_graph_protocol.GbmlGraphDataProtocol property) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData property) subgraph_sampler_config (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) subgraph_sampling_strategy (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig attribute) subgraph_sampling_strategy_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) SubgraphSampler (class in gigl.src.subgraph_sampler.subgraph_sampler) SubgraphSamplingStrategy (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) SubgraphSamplingStrategyPbWrapper (class in gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy) SubgraphSamplingValidationError SubgraphSamplingValidationErrorType (class in gigl.src.common.types.exception) submit_and_wait_scala_spark_job() (gigl.common.services.dataproc.DataprocService method) supervised_link_based_task_dataset (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata attribute) supervised_link_based_task_output (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata attribute) supervised_node_classification_dataset (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata attribute) supervised_node_classification_output (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata attribute) SupervisedLinkBasedTaskOutput (class in snapchat.research.gbml.flattened_graph_metadata_pb2) SupervisedLinkBasedTaskSample (class in snapchat.research.gbml.training_samples_schema_pb2) SupervisedLinkBasedTaskSplitDataset (class in snapchat.research.gbml.dataset_metadata_pb2) SupervisedNodeClassificationBaseInferencer (class in gigl.src.inference.v1.lib.base_inferencer) SupervisedNodeClassificationBatch (class in gigl.src.training.v1.lib.data_loaders.supervised_node_classification_data_loader) SupervisedNodeClassificationDataset (class in snapchat.research.gbml.dataset_metadata_pb2) SupervisedNodeClassificationDatasetDataloaders (class in gigl.src.common.types.pb_wrappers.dataset_metadata_utils) SupervisedNodeClassificationOutput (class in snapchat.research.gbml.flattened_graph_metadata_pb2) SupervisedNodeClassificationSample (class in gigl.src.common.translators.training_samples_protos_translator) (class in snapchat.research.gbml.training_samples_schema_pb2) supervision_edge_types (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata attribute) supervision_node_types (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata attribute) swapcase() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method)

T

task_details_map (gigl.common.types.wrappers.kfp_api.ApiRunDetailWrapper property) task_metadata (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) task_metadata_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) task_metadata_type (gigl.src.common.types.pb_wrappers.task_metadata.TaskMetadataPbWrapper property) TaskMetadataPbWrapper (class in gigl.src.common.types.pb_wrappers.task_metadata) TaskMetadataType (class in gigl.src.common.types.task_metadata) TBGRL (class in gigl.src.common.models.layers.task) TBGRLLoss (class in gigl.src.common.models.layers.loss) teardown() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) temp_assets_bq_dataset_name (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) temp_assets_bucket (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) temp_assets_bucket_path (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) temp_assets_regional_bucket_path (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) temp_regional_assets_bucket (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig attribute) tensorboard_logs_uri (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata attribute) test_data_uri (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset attribute) test_main_data_uri (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) test_node_type_to_random_negative_data_uri (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) TestArgs (class in gigl.common.utils.test_utils) tf_on_cpu() (in module gigl.common.utils.decorator) TFDatasetOptions (class in gigl.common.data.dataloaders) tfrecord_uri_prefix (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) TFRecordDataLoader (class in gigl.common.data.dataloaders) TfRecordsIterableDataset (class in gigl.src.training.v1.lib.data_loaders.tf_records_iterable_dataset) TFValueEncoder (class in gigl.src.data_preprocessor.lib.transform.tf_value_encoder) TimedOutException timeout (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig attribute) timeout() (in module gigl.src.common.utils.timeout) TimerParam (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn attribute) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample attribute) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn attribute) TimerRecordGranularity (class in gigl.common.metrics.decorators) title() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) to() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) to_dict() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) to_empty() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) to_hetero_data() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) to_hetero_feat() (in module gigl.src.common.models.utils.torch) to_heterogeneous_edge() (in module gigl.types.distributed) to_heterogeneous_node() (in module gigl.types.distributed)

to_homogeneous() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (in module gigl.types.distributed) to_namedtuple() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) to_runner_api() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) to_runner_api_parameter() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn method) top_k (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) TopK (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) TopKPbWrapper (class in gigl.src.common.types.pb_wrappers.sampling_op) TorchProfiler (class in gigl.src.common.modeling_task_specs.utils.profiler_wrapper) total() (gigl.src.common.models.layers.count_min_sketch.CountMinSketch method) train() (gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec.GraphSageTemplateTrainerSpec method) (gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec.NodeAnchorBasedLinkPredictionModelingTaskSpec method) (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) train_data_uri (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset attribute) train_main_data_uri (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) train_node_type_to_random_negative_data_uri (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) trained_model_metadata (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig attribute) trained_model_metadata_pb_wrapper (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) trained_model_uri (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata attribute) TrainedModelMetadata (class in snapchat.research.gbml.trained_model_metadata_pb2) TrainedModelMetadataPbWrapper (class in gigl.src.common.types.pb_wrappers.trained_model_metadata) Trainer (class in gigl.src.training.trainer) (class in gigl.src.training.v1.trainer) trainer_args (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) trainer_cls_path (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig attribute) trainer_config (gigl.src.common.types.pb_wrappers.gbml_config.GbmlConfigPbWrapper property) (gigl.src.common.types.pb_wrappers.gigl_resource_config.GiglResourceConfigWrapper property) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) trainer_resource_config (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig attribute) TrainerResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) training_sample_type (gigl.src.common.types.pb_wrappers.dataset_metadata.DatasetMetadataPbWrapper property) (gigl.src.common.types.pb_wrappers.flattened_graph_metadata.FlattenedGraphMetadataPbWrapper property) TrainingSamplesProtosTranslator (class in gigl.src.common.translators.training_samples_protos_translator) TrainingSamplesSchemaProtoUtils (class in gigl.src.common.utils.gbml_protos) transform_fn_assets_uri (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput attribute) TransformedFeaturesInfo (class in gigl.src.data_preprocessor.lib.transform.transformed_features_info) Transformer (class in gigl.src.common.models.pyg.homogeneous) translate() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) treat_labels_as_edges() (gigl.types.data.LoadedGraphTensors method) TwoLayerGCN (class in gigl.src.common.models.pyg.homogeneous) type() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

U

unbounded_per_element() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn static method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn static method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample static method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn static method) unenumerate_all_inferred_bq_assets() (in module gigl.src.post_process.utils.unenumeration) UnenumerateAssets (class in gigl.src.inference.v1.lib.utils) UniformityLoss (class in gigl.src.common.models.layers.loss) UnknownFields() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

unlabeled_tfrecord_uri_prefix (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput attribute) up_to() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) update() (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method) update_bq_dataset_retention() (gigl.src.common.utils.bq.BqUtils method) update_bq_table_retention() (gigl.src.common.utils.bq.BqUtils method) update_tensor() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) upload_files_to_gcs() (gigl.common.utils.gcs.GcsUtils method) upload_from_filelike() (gigl.common.utils.gcs.GcsUtils method) upper() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method) Uri (class in gigl.common.types.uri.uri) UriFactory (class in gigl.common.types.uri.uri_factory) user_defined (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp attribute) UserDefined (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) UserDefined.ParamsEntry (class in snapchat.research.gbml.subgraph_sampling_strategy_pb2) UserDefinedPbWrapper (class in gigl.src.common.types.pb_wrappers.sampling_op)

V

val_data_uri (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset attribute) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset attribute) val_main_data_uri (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) val_node_type_to_random_negative_data_uri (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset attribute) validate() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) (gigl.src.common.modeling_task_specs.graphsage_template_modeling_spec.GraphSageTemplateTrainerSpec method) (gigl.src.common.modeling_task_specs.node_anchor_based_link_prediction_modeling_task_spec.NodeAnchorBasedLinkPredictionModelingTaskSpec method) validate_dags() (gigl.src.common.types.pb_wrappers.subgraph_sampling_strategy.SubgraphSamplingStrategyPbWrapper method) value (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry attribute) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry attribute) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry attribute) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry attribute) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry attribute) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry attribute) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry attribute)

values() (gigl.common.collections.frozen_dict.FrozenDict method) (gigl.common.collections.sorted_dict.SortedDict method) (gigl.common.utils.compute.serialization.serialize_np.EncodedNdArray method) vertex_ai_inferencer_config (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig attribute) vertex_ai_trainer_config (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig attribute) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig attribute) VertexAiJobConfig (class in gigl.common.services.vertex_ai) VertexAiResourceConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) VertexAIService (class in gigl.common.services.vertex_ai) VertexAiTrainerConfig (class in snapchat.research.gbml.gigl_resource_config_pb2) view() (gigl.src.common.graph_builder.pyg_graph_data.PygGraphData method) view_as() (gigl.src.common.types.dataflow_job_options.CommonOptions method)

W

wait_for_run_completion() (gigl.common.services.vertex_ai.VertexAIService static method) warning() (gigl.common.logger.Logger method) WatermarkEstimatorParam (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn attribute) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn attribute) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample attribute) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn attribute) WhichOneof() (snapchat.research.gbml.dataset_metadata_pb2.DatasetMetadata method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TestNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.TrainNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.NodeAnchorBasedLinkPredictionDataset.ValNodeTypeToRandomNegativeDataUriEntry method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedLinkBasedTaskSplitDataset method) (snapchat.research.gbml.dataset_metadata_pb2.SupervisedNodeClassificationDataset method) (snapchat.research.gbml.flattened_graph_metadata_pb2.FlattenedGraphMetadata method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.NodeAnchorBasedLinkPredictionOutput.NodeTypeToRandomNegativeTfrecordUriPrefixEntry method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedLinkBasedTaskOutput method) (snapchat.research.gbml.flattened_graph_metadata_pb2.SupervisedNodeClassificationOutput method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.DataPreprocessorConfig.DataPreprocessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.AssignerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SplitGeneratorConfig.SplitStrategyArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.DatasetConfig.SubgraphSamplerConfig.ExperimentalFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.FeatureFlagsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDbIngestionArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.GraphDBConfig.GraphDBServiceConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.InferencerConfig.InferencerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.MetricsConfig.MetricsArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.PostProcessorConfig.PostProcessorArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.ProfilerConfig.ProfilerArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.SharedConfig.SharedArgsEntry method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.LinkBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeAnchorBasedLinkPredictionTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TaskMetadata.NodeBasedTaskMetadata method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig method) (snapchat.research.gbml.gbml_config_pb2.GbmlConfig.TrainerConfig.TrainerArgsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.DataflowResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DataPreprocessorConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.DistributedTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.GiglResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.InferencerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.KFPTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.LocalTrainerConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.CommonComputeConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.SharedResourceConfig.ResourceLabelsEntry method) (snapchat.research.gbml.gigl_resource_config_pb2.SparkResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.TrainerResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiResourceConfig method) (snapchat.research.gbml.gigl_resource_config_pb2.VertexAiTrainerConfig method) (snapchat.research.gbml.graph_schema_pb2.Edge method) (snapchat.research.gbml.graph_schema_pb2.EdgeType method) (snapchat.research.gbml.graph_schema_pb2.Graph method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedEdgeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.GraphMetadata.CondensedNodeTypeMapEntry method) (snapchat.research.gbml.graph_schema_pb2.Node method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata method) (snapchat.research.gbml.inference_metadata_pb2.InferenceMetadata.NodeTypeToInferencerOutputInfoMapEntry method) (snapchat.research.gbml.inference_metadata_pb2.InferenceOutput method) (snapchat.research.gbml.postprocessed_metadata_pb2.PostProcessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedEdgeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.CondensedNodeTypeToPreprocessedMetadataEntry method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataInfo method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.EdgeMetadataOutput method) (snapchat.research.gbml.preprocessed_metadata_pb2.PreprocessedMetadata.NodeMetadataOutput method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.GlobalRandomUniformStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPath method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.MessagePassingPathStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomUniform method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.RandomWeighted method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SamplingOp method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.SubgraphSamplingStrategy method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.TopK method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined method) (snapchat.research.gbml.subgraph_sampling_strategy_pb2.UserDefined.ParamsEntry method) (snapchat.research.gbml.trained_model_metadata_pb2.TrainedModelMetadata method) (snapchat.research.gbml.training_samples_schema_pb2.Label method) (snapchat.research.gbml.training_samples_schema_pb2.NodeAnchorBasedLinkPredictionSample method) (snapchat.research.gbml.training_samples_schema_pb2.RootedNodeNeighborhood method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedLinkBasedTaskSample method) (snapchat.research.gbml.training_samples_schema_pb2.SupervisedNodeClassificationSample method)

WhiteningDecorrelation (class in gigl.src.common.models.layers.task) WhiteningDecorrelationLoss (class in gigl.src.common.models.layers.loss) with_input_types() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) with_output_types() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) with_resource_hints() (gigl.common.beam.better_tfrecordio.BetterWriteToTFRecord method) (gigl.src.data_preprocessor.lib.transform.utils.AnalyzeAndBuildTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.GenerateAndVisualizeStats method) (gigl.src.data_preprocessor.lib.transform.utils.IngestRawFeatures method) (gigl.src.data_preprocessor.lib.transform.utils.ReadExistingTFTransformFn method) (gigl.src.data_preprocessor.lib.transform.utils.WriteTFSchema method) (gigl.src.data_preprocessor.lib.types.InstanceDictPTransform method) (gigl.src.inference.v1.lib.utils.UnenumerateAssets method) write_from_gcs_to_bq() (gigl.src.inference.v1.gnn_inferencer.InferencerV1 method) WriteTFSchema (class in gigl.src.data_preprocessor.lib.transform.utils)

X

x (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample attribute) xpu() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

Y

y (gigl.src.common.translators.training_samples_protos_translator.SupervisedNodeClassificationSample attribute) yield_instance_dict_ptransform() (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryEdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.bigquery.BigqueryNodeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.DataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.EdgeDataReference method) (gigl.src.data_preprocessor.lib.ingest.reference.NodeDataReference method) yields_batches() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn static method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn static method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample static method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn static method)

yields_elements() (gigl.common.beam.coders.RecordBatchToTFExampleCoderFn static method) (gigl.common.beam.coders.RuntimeTFExampleProtoCoderFn static method) (gigl.src.data_preprocessor.lib.transform.utils.InstanceDictToTFExample static method) (gigl.src.inference.v1.lib.transforms.batch_generator.BatchProcessorDoFn static method)

Z

zero_grad() (gigl.src.common.models.layers.decoder.LinkPredictionDecoder method) (gigl.src.common.models.layers.feature_interaction.DCNCross method) (gigl.src.common.models.layers.feature_interaction.DCNv2 method) (gigl.src.common.models.layers.loss.AligmentLoss method) (gigl.src.common.models.layers.loss.BGRLLoss method) (gigl.src.common.models.layers.loss.FeatureReconstructionLoss method) (gigl.src.common.models.layers.loss.GBTLoss method) (gigl.src.common.models.layers.loss.GRACELoss method) (gigl.src.common.models.layers.loss.KLLoss method) (gigl.src.common.models.layers.loss.LLPRankingLoss method) (gigl.src.common.models.layers.loss.MarginLoss method) (gigl.src.common.models.layers.loss.RetrievalLoss method) (gigl.src.common.models.layers.loss.SoftmaxLoss method) (gigl.src.common.models.layers.loss.TBGRLLoss method) (gigl.src.common.models.layers.loss.UniformityLoss method) (gigl.src.common.models.layers.loss.WhiteningDecorrelationLoss method) (gigl.src.common.models.layers.task.BGRL method) (gigl.src.common.models.layers.task.DirectAU method) (gigl.src.common.models.layers.task.FeatureReconstruction method) (gigl.src.common.models.layers.task.GBT method) (gigl.src.common.models.layers.task.GRACE method) (gigl.src.common.models.layers.task.Margin method) (gigl.src.common.models.layers.task.NodeAnchorBasedLinkPredictionBaseTask method) (gigl.src.common.models.layers.task.Retrieval method) (gigl.src.common.models.layers.task.Softmax method) (gigl.src.common.models.layers.task.TBGRL method) (gigl.src.common.models.layers.task.WhiteningDecorrelation method) (gigl.src.common.models.pyg.heterogeneous.HGT method) (gigl.src.common.models.pyg.heterogeneous.SimpleHGN method) (gigl.src.common.models.pyg.homogeneous.BasicHomogeneousGNN method) (gigl.src.common.models.pyg.homogeneous.EdgeAttrGAT method) (gigl.src.common.models.pyg.homogeneous.GAT method) (gigl.src.common.models.pyg.homogeneous.GATv2 method) (gigl.src.common.models.pyg.homogeneous.GIN method) (gigl.src.common.models.pyg.homogeneous.GINE method) (gigl.src.common.models.pyg.homogeneous.GraphSAGE method) (gigl.src.common.models.pyg.homogeneous.Transformer method) (gigl.src.common.models.pyg.homogeneous.TwoLayerGCN method) (gigl.src.common.models.pyg.link_prediction.LinkPredictionGNN method) (gigl.src.common.models.pyg.nn.conv.edge_attr_gat_conv.EdgeAttrGATConv method) (gigl.src.common.models.pyg.nn.conv.gin_conv.GINEConv method) (gigl.src.common.models.pyg.nn.conv.hgt_conv.HGTConv method) (gigl.src.common.models.pyg.nn.conv.simplehgn_conv.SimpleHGNConv method) (gigl.src.common.models.pyg.nn.models.feature_embedding.FeatureEmbeddingLayer method) (gigl.src.common.models.pyg.nn.models.feature_interaction.FeatureInteraction method) (gigl.src.common.models.pyg.nn.models.jumping_knowledge.JumpingKnowledge method)

zfill() (gigl.src.data_preprocessor.lib.types.NodeOutputIdentifier method)