Index

_

__call__() (autogl.data.Data method) __contains__() (autogl.data.Data method) __getitem__() (autogl.data.Data method)

__inc__() (autogl.data.Data method) __iter__() (autogl.data.Data method) __len__() (autogl.data.Data method) __setitem__() (autogl.data.Data method)

A

AmazonComputersDataset (class in autogl.datasets), [1] AmazonPhotoDataset (class in autogl.datasets), [1] AnnealAdvisorHPO (class in autogl.module.hpo) apply() (autogl.data.Data method) AutoAttendNodeClassificationSpace (class in autogl.module.nas.space) AutoFeatureEngineer (class in autogl.module.feature) AutoGAT (class in autogl.module.model.dgl) (class in autogl.module.model.pyg) AutoGCN (class in autogl.module.model.dgl) (class in autogl.module.model.pyg) AutoGIN (class in autogl.module.model.dgl) (class in autogl.module.model.pyg) autogl.data (module) autogl.datasets (module), [1] autogl.module.ensemble (module) autogl.module.feature (module) autogl.module.hpo (module) autogl.module.model.decoders (module), [1]

autogl.module.model.dgl (module) autogl.module.model.encoders (module) autogl.module.model.pyg (module) autogl.module.nas.algorithm (module) autogl.module.nas.estimator (module) autogl.module.nas.space (module) autogl.module.train (module) autogl.solver (module) AutoGraphClassifier (class in autogl.solver) AutoHAN (class in autogl.module.model.dgl) AutoHeteroRGCN (class in autogl.module.model.dgl) AutoHGT (class in autogl.module.model.dgl) AutoLinkPredictor (class in autogl.solver) AutoNE (class in autogl.module.hpo) AutoNodeClassifier (class in autogl.solver) AutoSAGE (class in autogl.module.model.dgl) (class in autogl.module.model.pyg) AutoTopkpool (class in autogl.module.model.dgl) (class in autogl.module.model.pyg)

B

BaseEstimator (class in autogl.module.nas.estimator) BaseGraphClassificationTrainer (class in autogl.module.train) BaseLinkPredictionTrainer (class in autogl.module.train) BaseNAS (class in autogl.module.nas.algorithm) BaseNodeClassificationHetTrainer (class in autogl.module.train) BaseNodeClassificationTrainer (class in autogl.module.train) BaseSpace (class in autogl.module.nas.space) BayesAdvisor (class in autogl.module.hpo) BlogCatalogDataset (class in autogl.datasets), [1] build_ensembler_from_name() (in module autogl.module.ensemble)

build_hpo_from_args() (autogl.module.hpo.AnnealAdvisorHPO class method) (autogl.module.hpo.AutoNE class method) (autogl.module.hpo.BayesAdvisor class method) (autogl.module.hpo.CmaesAdvisorChoco class method) (autogl.module.hpo.GridAdvisor class method) (autogl.module.hpo.MocmaesAdvisorChoco class method) (autogl.module.hpo.QuasiAdvisorChoco class method) (autogl.module.hpo.RandAdvisor class method) (autogl.module.hpo.TpeAdvisorHPO class method) build_hpo_from_name() (in module autogl.module.hpo)

C

cat_dim() (autogl.data.Data method) CiteSeerDataset (class in autogl.datasets), [1] CmaesAdvisorChoco (class in autogl.module.hpo) CoauthorCSDataset (class in autogl.datasets), [1]

CoauthorPhysicsDataset (class in autogl.datasets), [1] COLLABDataset (class in autogl.datasets), [1] contiguous() (autogl.data.Data method) CoraDataset (class in autogl.datasets), [1]

D

Darts (class in autogl.module.nas.algorithm) Data (class in autogl.data) Dataset (class in autogl.data) download_url() (in module autogl.data) duplicate_from_hyper_parameter() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method)

E

EigenFeatureGenerator (class in autogl.module.feature) Enas (class in autogl.module.nas.algorithm) ensemble() (autogl.module.ensemble.Stacking method) (autogl.module.ensemble.Voting method) ENZYMESDataset (class in autogl.datasets), [1] evaluate() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method) (autogl.solver.AutoGraphClassifier method) (autogl.solver.AutoLinkPredictor method) (autogl.solver.AutoNodeClassifier method)

extract_tar() (in module autogl.data) extract_zip() (in module autogl.data)

F

FilterConstant (class in autogl.module.feature) fit() (autogl.module.ensemble.Stacking method) (autogl.module.ensemble.Voting method) (autogl.module.model.pyg.GCN4GNNGuard method) (autogl.module.model.pyg.GCN4GNNGuard_attack method) (autogl.solver.AutoGraphClassifier method) (autogl.solver.AutoLinkPredictor method) (autogl.solver.AutoNodeClassifier method) fit_predict() (autogl.solver.AutoGraphClassifier method) (autogl.solver.AutoLinkPredictor method) (autogl.solver.AutoNodeClassifier method) FlickrDataset (class in autogl.datasets), [1] forward() (autogl.module.model.dgl.GAT method) (autogl.module.model.dgl.GCN method) (autogl.module.model.dgl.GraphSAGE method) (autogl.module.model.pyg.GCN4GNNGuard method) (autogl.module.model.pyg.GCN4GNNGuard_attack method) (autogl.module.nas.space.AutoAttendNodeClassificationSpace method) (autogl.module.nas.space.BaseSpace method) (autogl.module.nas.space.GRNASpace method) (autogl.module.nas.space.GassoSpace method) (autogl.module.nas.space.GraphNasNodeClassificationSpace method) (autogl.module.nas.space.SinglePathNodeClassificationSpace method)

from_config() (autogl.solver.AutoGraphClassifier class method) (autogl.solver.AutoLinkPredictor class method) (autogl.solver.AutoNodeClassifier class method) from_dict() (autogl.data.Data static method)

G

Gasso (class in autogl.module.nas.algorithm) GassoSpace (class in autogl.module.nas.space) GAT (class in autogl.module.model.dgl) GBDTFeatureSelector (class in autogl.module.feature) GCN (class in autogl.module.model.dgl) GCN4GNNGuard (class in autogl.module.model.pyg) GCN4GNNGuard_attack (class in autogl.module.model.pyg) GCNEncoderMaintainer (class in autogl.module.model.encoders) get_best_model() (autogl.solver.LeaderBoard method) get_label_number() (autogl.data.Data method) get_task_name() (autogl.module.train.NodeClassificationFullTrainer class method) (autogl.module.train.NodeClassificationHetTrainer class method) get_valid_predict() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method) get_valid_predict_proba() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method)

get_valid_score() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method) GraphClassificationFullTrainer (class in autogl.module.train) GraphletGenerator (class in autogl.module.feature) GraphNasMacroNodeClassificationSpace (class in autogl.module.nas.space) GraphNasNodeClassificationSpace (class in autogl.module.nas.space) GraphNasRL (class in autogl.module.nas.algorithm) GraphSAGE (class in autogl.module.model.dgl) GraphSAINTAggregationModel (class in autogl.module.model.pyg) GridAdvisor (class in autogl.module.hpo) GRNA (class in autogl.module.nas.algorithm) GRNAEstimator (class in autogl.module.nas.estimator) GRNASpace (class in autogl.module.nas.space) GTNACMDataset (class in autogl.datasets), [1] GTNDBLPDataset (class in autogl.datasets), [1] GTNIMDBDataset (class in autogl.datasets), [1]

I

IMDBBinaryDataset (class in autogl.datasets), [1] IMDBMultiDataset (class in autogl.datasets), [1] infer() (autogl.module.nas.estimator.BaseEstimator method) (autogl.module.nas.estimator.GRNAEstimator method) (autogl.module.nas.estimator.OneShotEstimator method) (autogl.module.nas.estimator.OneShotEstimator_HardwareAware method) (autogl.module.nas.estimator.TrainEstimator method) InMemoryDataset (class in autogl.data) InMemoryStaticGraphSet (class in autogl.data)

insert_model_performance() (autogl.solver.LeaderBoard method) instantiate() (autogl.module.nas.space.AutoAttendNodeClassificationSpace method) (autogl.module.nas.space.BaseSpace method) (autogl.module.nas.space.GRNASpace method) (autogl.module.nas.space.GassoSpace method) (autogl.module.nas.space.GraphNasMacroNodeClassificationSpace method) (autogl.module.nas.space.GraphNasNodeClassificationSpace method) (autogl.module.nas.space.SinglePathNodeClassificationSpace method) is_coalesced() (autogl.data.Data method)

K

keys (autogl.data.Data attribute)

L

LeaderBoard (class in autogl.solver)

LinkPredictionTrainer (class in autogl.module.train) LocalDegreeProfileGenerator (class in autogl.module.feature)

M

max_evals (autogl.module.hpo.AutoNE attribute) MocmaesAdvisorChoco (class in autogl.module.hpo) ModelNet10TestDataset (class in autogl.datasets), [1]

ModelNet10TrainingDataset (class in autogl.datasets), [1] ModelNet40TestDataset (class in autogl.datasets), [1] ModelNet40TrainingDataset (class in autogl.datasets), [1] MUTAGDataset (class in autogl.datasets), [1]

N

NCI109Dataset (class in autogl.datasets), [1] NCI1Dataset (class in autogl.datasets), [1] NetLSD (class in autogl.module.feature) NodeClassificationFullTrainer (class in autogl.module.train) NodeClassificationGraphSAINTTrainer (class in autogl.module.train)

NodeClassificationHetTrainer (class in autogl.module.train) NodeClassificationLayerDependentImportanceSamplingTrainer (class in autogl.module.train) NodeClassificationNeighborSamplingTrainer (class in autogl.module.train) num_edges (autogl.data.Data attribute) num_features (autogl.data.Data attribute)

O

OGBGCode2Dataset (class in autogl.datasets), [1] OGBGMOLHIVDataset (class in autogl.datasets), [1] OGBGMOLPCBADataset (class in autogl.datasets), [1] OGBGPPADataset (class in autogl.datasets), [1] OGBLCitation2Dataset (class in autogl.datasets), [1] OGBLCOLLABDataset (class in autogl.datasets), [1] OGBLDDIDataset (class in autogl.datasets), [1] OGBLPPADataset (class in autogl.datasets), [1]

OGBNArxivDataset (class in autogl.datasets), [1] OGBNPapers100MDataset (class in autogl.datasets), [1] OGBNProductsDataset (class in autogl.datasets), [1] OGBNProteinsDataset (class in autogl.datasets), [1] OneHotDegreeGenerator (class in autogl.module.feature) OneShotEstimator (class in autogl.module.nas.estimator) OneShotEstimator_HardwareAware (class in autogl.module.nas.estimator) optimize() (autogl.module.hpo.AutoNE method)

P

parse_model() (autogl.module.nas.space.AutoAttendNodeClassificationSpace method) (autogl.module.nas.space.BaseSpace method) (autogl.module.nas.space.GRNASpace method) (autogl.module.nas.space.GassoSpace method) (autogl.module.nas.space.GraphNasMacroNodeClassificationSpace method) (autogl.module.nas.space.GraphNasNodeClassificationSpace method) (autogl.module.nas.space.SinglePathNodeClassificationSpace method) PPIDataset (class in autogl.datasets), [1] predict() (autogl.module.model.pyg.GCN4GNNGuard method) (autogl.module.model.pyg.GCN4GNNGuard_attack method) (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method) (autogl.solver.AutoGraphClassifier method) (autogl.solver.AutoLinkPredictor method) (autogl.solver.AutoNodeClassifier method)

predict_proba() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method) (autogl.solver.AutoGraphClassifier method) (autogl.solver.AutoLinkPredictor method) (autogl.solver.AutoNodeClassifier method) prepare() (autogl.module.nas.algorithm.Gasso method) ProteinsDataset (class in autogl.datasets), [1] PTCMRDataset (class in autogl.datasets), [1] PubMedDataset (class in autogl.datasets), [1]

Q

QM9Dataset (class in autogl.datasets), [1]

QuasiAdvisorChoco (class in autogl.module.hpo)

R

RandAdvisor (class in autogl.module.hpo) random_splits_mask() (autogl.data.Data method) random_splits_mask_class() (autogl.data.Data method) random_splits_nodes() (autogl.data.Data method) random_splits_nodes_class() (autogl.data.Data method) RandomSearch (class in autogl.module.nas.algorithm)

RedditBinaryDataset (class in autogl.datasets), [1] RedditDataset (class in autogl.datasets), [1] REDDITMulti12KDataset (class in autogl.datasets), [1] REDDITMulti5KDataset (class in autogl.datasets), [1] remove_model_performance() (autogl.solver.LeaderBoard method) RL (class in autogl.module.nas.algorithm)

S

search() (autogl.module.nas.algorithm.BaseNAS method) (autogl.module.nas.algorithm.Darts method) (autogl.module.nas.algorithm.Enas method) (autogl.module.nas.algorithm.Gasso method) (autogl.module.nas.algorithm.GraphNasRL method) (autogl.module.nas.algorithm.RL method) (autogl.module.nas.algorithm.RandomSearch method) (autogl.module.nas.algorithm.Spos method)

set_major_field() (autogl.solver.LeaderBoard method) setInputChoice() (autogl.module.nas.space.BaseSpace method) setLayerChoice() (autogl.module.nas.space.BaseSpace method) show() (autogl.solver.LeaderBoard method) SinglePathNodeClassificationSpace (class in autogl.module.nas.space) Spos (class in autogl.module.nas.algorithm) Stacking (class in autogl.module.ensemble) sub_evals (autogl.module.hpo.AutoNE attribute) subgraphs (autogl.module.hpo.AutoNE attribute)

T

to() (autogl.data.Data method) (autogl.module.nas.algorithm.BaseNAS method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method) TpeAdvisorHPO (class in autogl.module.hpo) train() (autogl.module.train.GraphClassificationFullTrainer method) (autogl.module.train.LinkPredictionTrainer method) (autogl.module.train.NodeClassificationFullTrainer method) (autogl.module.train.NodeClassificationGraphSAINTTrainer method) (autogl.module.train.NodeClassificationHetTrainer method) (autogl.module.train.NodeClassificationLayerDependentImportanceSamplingTrainer method) (autogl.module.train.NodeClassificationNeighborSamplingTrainer method)

TrainEstimator (class in autogl.module.nas.estimator) TrainEstimator_HardwareAware (class in autogl.module.nas.estimator)

V

Voting (class in autogl.module.ensemble)

W

WIKIPEDIADataset (class in autogl.datasets), [1]

wrap() (autogl.module.nas.space.BaseSpace method)