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A Pipeline of OpenHGNN
Task
Model
TrainerFlow
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Evaluate a new dataset
Apply a new model
Apply to a new scenario
API Reference
Dataset
openhgnn.dataset.BaseDataset
openhgnn.dataset.NodeClassificationDataset
openhgnn.dataset.LinkPredictionDataset
openhgnn.dataset.RecommendationDataset
openhgnn.dataset.AcademicDataset
openhgnn.dataset.HGBDataset
openhgnn.dataset.OHGBDataset
openhgnn.dataset.GTNDataset
openhgnn.dataset.AsLinkPredictionDataset
openhgnn.dataset.AsNodeClassificationDataset
openhgnn.dataset.EdgeClassificationDataset
Task
openhgnn.tasks.BaseTask
openhgnn.tasks.NodeClassification
openhgnn.tasks.LinkPrediction
openhgnn.tasks.Recommendation
openhgnn.tasks.EdgeClassification
openhgnn.tasks.hypergraph
Layer
openhgnn.layers.HeteroEmbedLayer
openhgnn.layers.GeneralLinear
openhgnn.layers.HeteroLinearLayer
openhgnn.layers.HeteroMLPLayer
openhgnn.layers.HeteroFeature
openhgnn.layers.MetapathConv
openhgnn.layers.HeteroGraphConv
openhgnn.layers.ATTConv
openhgnn.layers.MacroConv
openhgnn.layers.SemanticAttention
openhgnn.layers.CompConv
openhgnn.layers.AttConv
openhgnn.layers.LSTMConv
Models
openhgnn.models.BaseModel
openhgnn.models.CompGCN
openhgnn.models.HetGNN
openhgnn.models.RGCN
openhgnn.models.RGAT
openhgnn.models.RSHN
openhgnn.models.SkipGram
openhgnn.models.HAN
openhgnn.models.HeCo
openhgnn.models.HGT
openhgnn.models.GTN
openhgnn.models.fastGTN
openhgnn.models.MHNF
openhgnn.models.MAGNN
openhgnn.models.HeGAN
openhgnn.models.NSHE
openhgnn.models.NARS
openhgnn.models.RHGNN
openhgnn.models.HPN
openhgnn.models.KGCN
openhgnn.models.SLiCE
openhgnn.models.HGSL
openhgnn.models.homo_GNN
openhgnn.models.general_HGNN
openhgnn.models.HDE
openhgnn.models.SimpleHGN
openhgnn.models.GATNE
openhgnn.models.Rsage
openhgnn.models.Mg2vec
openhgnn.models.DHNE
openhgnn.models.DiffMG
openhgnn.models.MeiREC
Trainerflow
openhgnn.trainerflow.BaseFlow
openhgnn.trainerflow.NodeClassification
openhgnn.trainerflow.LinkPrediction
openhgnn.trainerflow.Recommendation
openhgnn.trainerflow.HetGNNTrainer
openhgnn.trainerflow.HGTTrainer
openhgnn.trainerflow.KGCNTrainer
openhgnn.trainerflow.HeGANTrainer
openhgnn.trainerflow.Metapath2VecTrainer
openhgnn.trainerflow.HERecTrainer
openhgnn.trainerflow.HeCoTrainer
openhgnn.trainerflow.DMGI_trainer
openhgnn.trainerflow.SLiCETrainer
openhgnn.trainerflow.hde_trainer
openhgnn.trainerflow.GATNE
openhgnn.trainerflow.HANNodeClassification
openhgnn.trainerflow.HANLinkPrediction
openhgnn.trainerflow.Mg2vecTrainer
openhgnn.trainerflow.DHNE_trainer
openhgnn.trainerflow.DiffMG_trainer
openhgnn.trainerflow.MeiRECTrainer
OpenHGNN
A Pipeline of OpenHGNN
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A Pipeline of OpenHGNN
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We define three components:
Model
,
Task
,
TrainerFlow
Task
Model
TrainerFlow
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