Index

A

add_edge() (graph4nlp.data.data.GraphData method) add_edges() (graph4nlp.data.data.GraphData method) add_nodes() (graph4nlp.data.data.GraphData method)

add_vocab() (graph4nlp.graph_construction.DependencyBasedGraphConstruction method) (graph4nlp.graph_construction.IEBasedGraphConstruction method) adj_matrix() (graph4nlp.data.data.GraphData method) AvgPooling (class in graph4nlp.prediction.classification.graph_classification)

B

batch_edge_features() (graph4nlp.data.data.GraphData property) batch_node_features() (graph4nlp.data.data.GraphData property) BiLSTMFeedForwardNN (class in graph4nlp.prediction.classification.node_classification) BiLSTMFeedForwardNNLayer (class in graph4nlp.prediction.classification.node_classification) BLEU (class in graph4nlp.evaluation) build_topology() (graph4nlp.data.dataset.Dataset method), [1] (graph4nlp.data.dataset.KGCompletionDataset method)

build_vocab() (graph4nlp.data.dataset.Dataset method), [1] (graph4nlp.data.dataset.KGCompletionDataset method) (graph4nlp.data.dataset.SequenceLabelingDataset method) (graph4nlp.data.dataset.Text2LabelDataset method), [1] (graph4nlp.data.dataset.Text2TreeDataset method)

C

calculate_scores() (graph4nlp.evaluation.BLEU method) (graph4nlp.evaluation.CIDEr method) (graph4nlp.evaluation.METEOR method) (graph4nlp.evaluation.ROUGE method) CIDEr (class in graph4nlp.evaluation) collate_fn() (graph4nlp.data.dataset.Dataset static method), [1] (graph4nlp.data.dataset.DoubleText2TextDataset static method) (graph4nlp.data.dataset.KGCompletionDataset static method) (graph4nlp.data.dataset.SequenceLabelingDataset static method) (graph4nlp.data.dataset.Text2LabelDataset static method), [1] (graph4nlp.data.dataset.Text2TextDataset static method) (graph4nlp.data.dataset.Text2TreeDataset static method)

ComplEx (class in graph4nlp.prediction.classification.kg_completion) ComplExLayer (class in graph4nlp.prediction.classification.kg_completion) ConcatFeedForwardNN (class in graph4nlp.prediction.classification.link_prediction) ConcatFeedForwardNNLayer (class in graph4nlp.prediction.classification.link_prediction) ConstituencyBasedGraphConstruction (class in graph4nlp.graph_construction) copy_batch_info() (graph4nlp.data.data.GraphData method) CoverageLoss (class in graph4nlp.loss)

D

Dataset (class in graph4nlp.data.dataset), [1] decode_step() (graph4nlp.prediction.generation.StdRNNDecoder method) (graph4nlp.prediction.generation.StdTreeDecoder method) DecoderStrategy (class in graph4nlp.prediction.generation) DependencyBasedGraphConstruction (class in graph4nlp.graph_construction) DistMult (class in graph4nlp.prediction.classification.kg_completion) DistMultLayer (class in graph4nlp.prediction.classification.kg_completion) DoubleText2TextDataset (class in graph4nlp.data.dataset) download() (graph4nlp.data.dataset.Dataset method), [1] (graph4nlp.datasets.GeoDatasetForTree method) (graph4nlp.datasets.JobsDataset method) (graph4nlp.datasets.JobsDatasetForTree method) (graph4nlp.datasets.KinshipDataset method) (graph4nlp.datasets.MawpsDatasetForTree method) (graph4nlp.datasets.SQuADDataset method) (graph4nlp.datasets.TrecDataset method)

dynamic_topology() (graph4nlp.graph_construction.NodeEmbeddingBasedGraphConstruction method) (graph4nlp.graph_construction.NodeEmbeddingBasedRefinedGraphConstruction method)

E

edge_attributes() (graph4nlp.data.data.GraphData property) edge_features() (graph4nlp.data.data.GraphData property) edge_ids() (graph4nlp.data.data.GraphData method)

edges() (graph4nlp.data.data.GraphData property) ElementSum (class in graph4nlp.prediction.classification.link_prediction) ElementSumLayer (class in graph4nlp.prediction.classification.link_prediction) extract_params() (graph4nlp.prediction.generation.StdRNNDecoder method)

F

FeedForwardNN (class in graph4nlp.prediction.classification.graph_classification) (class in graph4nlp.prediction.classification.node_classification) FeedForwardNNLayer (class in graph4nlp.prediction.classification.node_classification) forward() (graph4nlp.loss.CoverageLoss method) (graph4nlp.loss.GeneralLoss method) (graph4nlp.loss.KGLoss method) (graph4nlp.loss.SeqGenerationLoss method) (graph4nlp.prediction.classification.graph_classification.AvgPooling method) (graph4nlp.prediction.classification.graph_classification.FeedForwardNN method) (graph4nlp.prediction.classification.kg_completion.ComplEx method) (graph4nlp.prediction.classification.kg_completion.ComplExLayer method) (graph4nlp.prediction.classification.kg_completion.DistMult method) (graph4nlp.prediction.classification.kg_completion.DistMultLayer method) (graph4nlp.prediction.classification.link_prediction.ConcatFeedForwardNN method) (graph4nlp.prediction.classification.link_prediction.ConcatFeedForwardNNLayer method) (graph4nlp.prediction.classification.link_prediction.ElementSum method) (graph4nlp.prediction.classification.link_prediction.ElementSumLayer method) (graph4nlp.prediction.classification.link_prediction.StackedElementProd method) (graph4nlp.prediction.classification.link_prediction.StackedElementProdLayer method) (graph4nlp.prediction.classification.node_classification.BiLSTMFeedForwardNN method) (graph4nlp.prediction.classification.node_classification.BiLSTMFeedForwardNNLayer method) (graph4nlp.prediction.classification.node_classification.FeedForwardNN method) (graph4nlp.prediction.classification.node_classification.FeedForwardNNLayer method) (graph4nlp.prediction.generation.StdRNNDecoder method) (graph4nlp.prediction.generation.StdTreeDecoder method)

from_dense_adj() (graph4nlp.data.data.GraphData method) from_dgl() (graph4nlp.data.data.GraphData method) from_graphdata() (graph4nlp.data.data.GraphData method) from_scipy_sparse_matrix() (graph4nlp.data.data.GraphData method)

G

GeneralLoss (class in graph4nlp.loss) generate() (graph4nlp.prediction.generation.DecoderStrategy method) GeoDatasetForTree (class in graph4nlp.datasets) get_all_edges() (graph4nlp.data.data.GraphData method) get_decoder_init_state() (graph4nlp.prediction.generation.StdRNNDecoder method) get_edge_feature() (graph4nlp.data.data.GraphData method) get_edge_feature_names() (graph4nlp.data.data.GraphData method) get_edge_num() (graph4nlp.data.data.GraphData method) get_node_attrs() (graph4nlp.data.data.GraphData method) get_node_features() (graph4nlp.data.data.GraphData method) get_node_num() (graph4nlp.data.data.GraphData method) graph4nlp.data.data (module)

graph4nlp.data.dataset (module) graph4nlp.datasets (module) graph4nlp.evaluation (module) graph4nlp.graph_construction (module) graph4nlp.loss (module) graph4nlp.prediction (module) graph4nlp.prediction.classification (module) graph4nlp.prediction.classification.graph_classification (module) graph4nlp.prediction.classification.kg_completion (module) graph4nlp.prediction.classification.link_prediction (module) graph4nlp.prediction.classification.node_classification (module) graph4nlp.prediction.generation (module) GraphData (class in graph4nlp.data.data)

I

IEBasedGraphConstruction (class in graph4nlp.graph_construction)

init_topology() (graph4nlp.graph_construction.NodeEmbeddingBasedGraphConstruction class method) (graph4nlp.graph_construction.NodeEmbeddingBasedRefinedGraphConstruction class method)

J

JobsDataset (class in graph4nlp.datasets)

JobsDatasetForTree (class in graph4nlp.datasets)

K

KGCompletionDataset (class in graph4nlp.data.dataset)

KGLoss (class in graph4nlp.loss) KinshipDataset (class in graph4nlp.datasets)

M

MawpsDatasetForTree (class in graph4nlp.datasets)

METEOR (class in graph4nlp.evaluation)

N

node_attributes() (graph4nlp.data.data.GraphData property) node_feature_names() (graph4nlp.data.data.GraphData method) node_features() (graph4nlp.data.data.GraphData property)

NodeEmbeddingBasedGraphConstruction (class in graph4nlp.graph_construction) NodeEmbeddingBasedRefinedGraphConstruction (class in graph4nlp.graph_construction) nodes() (graph4nlp.data.data.GraphData property)

P

parse_file() (graph4nlp.data.dataset.Dataset method), [1] (graph4nlp.data.dataset.DoubleText2TextDataset method) (graph4nlp.data.dataset.KGCompletionDataset method) (graph4nlp.data.dataset.SequenceLabelingDataset method) (graph4nlp.data.dataset.Text2LabelDataset method), [1] (graph4nlp.data.dataset.Text2TextDataset method) (graph4nlp.data.dataset.Text2TreeDataset method) parsing() (graph4nlp.graph_construction.ConstituencyBasedGraphConstruction class method) (graph4nlp.graph_construction.DependencyBasedGraphConstruction class method) (graph4nlp.graph_construction.IEBasedGraphConstruction class method)

processed_file_names() (graph4nlp.datasets.GeoDatasetForTree property) (graph4nlp.datasets.JobsDataset property) (graph4nlp.datasets.JobsDatasetForTree property) (graph4nlp.datasets.KinshipDataset property) (graph4nlp.datasets.MawpsDatasetForTree property) (graph4nlp.datasets.SQuADDataset property) (graph4nlp.datasets.TrecDataset property)

R

raw_dir() (graph4nlp.data.dataset.Dataset property), [1] (graph4nlp.datasets.KinshipDataset property) raw_file_names() (graph4nlp.datasets.GeoDatasetForTree property) (graph4nlp.datasets.JobsDataset property) (graph4nlp.datasets.JobsDatasetForTree property) (graph4nlp.datasets.KinshipDataset property) (graph4nlp.datasets.MawpsDatasetForTree property) (graph4nlp.datasets.SQuADDataset property) (graph4nlp.datasets.TrecDataset property)

raw_file_paths() (graph4nlp.data.dataset.Dataset property), [1] read_raw_data() (graph4nlp.data.dataset.Dataset method), [1] (graph4nlp.data.dataset.KGCompletionDataset method) remove_all_edges() (graph4nlp.data.data.GraphData method) ROUGE (class in graph4nlp.evaluation)

S

SeqGenerationLoss (class in graph4nlp.loss) SequenceLabelingDataset (class in graph4nlp.data.dataset) set_edge_feature() (graph4nlp.data.data.GraphData method) set_node_features() (graph4nlp.data.data.GraphData method) sparse_adj() (graph4nlp.data.data.GraphData method) split_features() (graph4nlp.data.data.GraphData method) SQuADDataset (class in graph4nlp.datasets)

StackedElementProd (class in graph4nlp.prediction.classification.link_prediction) StackedElementProdLayer (class in graph4nlp.prediction.classification.link_prediction) static_topology() (graph4nlp.graph_construction.ConstituencyBasedGraphConstruction class method) (graph4nlp.graph_construction.DependencyBasedGraphConstruction class method) (graph4nlp.graph_construction.IEBasedGraphConstruction class method) StdRNNDecoder (class in graph4nlp.prediction.generation) StdTreeDecoder (class in graph4nlp.prediction.generation)

T

Text2LabelDataset (class in graph4nlp.data.dataset), [1] Text2TextDataset (class in graph4nlp.data.dataset) Text2TreeDataset (class in graph4nlp.data.dataset)

to() (graph4nlp.data.data.GraphData method) to_batch() (in module graph4nlp.data.data) to_dgl() (graph4nlp.data.data.GraphData method) TrecDataset (class in graph4nlp.datasets)

V

vectorization() (graph4nlp.data.dataset.Dataset method), [1] (graph4nlp.data.dataset.DoubleText2TextDataset method) (graph4nlp.data.dataset.KGCompletionDataset method) (graph4nlp.data.dataset.SequenceLabelingDataset method) (graph4nlp.data.dataset.Text2LabelDataset method), [1] (graph4nlp.data.dataset.Text2TextDataset method) (graph4nlp.data.dataset.Text2TreeDataset method)