StellarGraph
v0.11.1
Contents:
StellarGraph Machine Learning Library
StellarGraph API
Heterogeneous GraphSAGE (HinSAGE)
StellarGraph
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Index
A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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U
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W
A
AdjacencyPowerGenerator (class in stellargraph.mapper)
AIFB (class in stellargraph.datasets)
APPNP (class in stellargraph.layer)
APPNPPropagationLayer (class in stellargraph.layer)
Attri2Vec (class in stellargraph.layer)
Attri2VecLinkGenerator (class in stellargraph.mapper)
Attri2VecNodeGenerator (class in stellargraph.mapper)
B
BaggingEnsemble (class in stellargraph.ensemble)
base_directory (stellargraph.datasets.AIFB attribute)
(stellargraph.datasets.BlogCatalog3 attribute)
(stellargraph.datasets.CiteSeer attribute)
(stellargraph.datasets.Cora attribute)
(stellargraph.datasets.FB15k attribute)
(stellargraph.datasets.FB15k_237 attribute)
(stellargraph.datasets.IAEnronEmployees attribute)
(stellargraph.datasets.MUTAG attribute)
(stellargraph.datasets.MovieLens attribute)
(stellargraph.datasets.PubMedDiabetes attribute)
(stellargraph.datasets.WN18 attribute)
(stellargraph.datasets.WN18RR attribute)
BiasedRandomWalk (class in stellargraph.data)
BlogCatalog3 (class in stellargraph.datasets)
build() (stellargraph.layer.APPNP method)
(stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.Attri2Vec method)
(stellargraph.layer.ClusterGCN method)
(stellargraph.layer.ClusterGraphConvolution method)
(stellargraph.layer.ComplEx method)
(stellargraph.layer.ComplExScore method)
(stellargraph.layer.DGIDiscriminator method)
(stellargraph.layer.DeepGraphInfomax method)
(stellargraph.layer.DistMult method)
(stellargraph.layer.DistMultScore method)
(stellargraph.layer.GAT method)
(stellargraph.layer.GCN method)
(stellargraph.layer.GCNSupervisedGraphClassification method)
(stellargraph.layer.GraphAttention method)
(stellargraph.layer.GraphConvolution method)
(stellargraph.layer.GraphSAGE method)
(stellargraph.layer.HinSAGE method)
(stellargraph.layer.MeanHinAggregator method)
(stellargraph.layer.PPNP method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RGCN method)
(stellargraph.layer.RelationalGraphConvolution method)
C
call() (stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.ClusterGraphConvolution method)
(stellargraph.layer.ComplExScore method)
(stellargraph.layer.DGIDiscriminator method)
(stellargraph.layer.DistMultScore method)
(stellargraph.layer.GraphAttention method)
(stellargraph.layer.GraphAttentionSparse method)
(stellargraph.layer.GraphClassificationConvolution method)
(stellargraph.layer.GraphConvolution method)
(stellargraph.layer.LinkEmbedding method)
(stellargraph.layer.MeanHinAggregator method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RelationalGraphConvolution method)
check_graph_for_ml() (stellargraph.StellarGraph method)
CiteSeer (class in stellargraph.datasets)
ClusterGCN (class in stellargraph.layer)
ClusterGraphConvolution (class in stellargraph.layer)
ClusterNodeGenerator (class in stellargraph.mapper)
compile() (stellargraph.ensemble.Ensemble method)
ComplEx (class in stellargraph.layer)
ComplExScore (class in stellargraph.layer)
compute_output_shape() (stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.ClusterGraphConvolution method)
(stellargraph.layer.GraphAttention method)
(stellargraph.layer.GraphConvolution method)
(stellargraph.layer.MeanHinAggregator method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RelationalGraphConvolution method)
connected_components() (stellargraph.StellarGraph method)
Cora (class in stellargraph.datasets)
CorruptedGenerator (class in stellargraph.mapper)
create_graph_schema() (stellargraph.StellarGraph method)
D
data_directory (stellargraph.datasets.AIFB attribute)
(stellargraph.datasets.BlogCatalog3 attribute)
(stellargraph.datasets.CiteSeer attribute)
(stellargraph.datasets.Cora attribute)
(stellargraph.datasets.FB15k attribute)
(stellargraph.datasets.FB15k_237 attribute)
(stellargraph.datasets.IAEnronEmployees attribute)
(stellargraph.datasets.MUTAG attribute)
(stellargraph.datasets.MovieLens attribute)
(stellargraph.datasets.PubMedDiabetes attribute)
(stellargraph.datasets.WN18 attribute)
(stellargraph.datasets.WN18RR attribute)
DeepGraphInfomax (class in stellargraph.layer)
DGIDiscriminator (class in stellargraph.layer)
DirectedGraphSAGE (class in stellargraph.layer)
DirectedGraphSAGELinkGenerator (class in stellargraph.mapper)
DirectedGraphSAGENodeGenerator (class in stellargraph.mapper)
DistMult (class in stellargraph.layer)
DistMultScore (class in stellargraph.layer)
download() (stellargraph.datasets.AIFB method)
(stellargraph.datasets.BlogCatalog3 method)
(stellargraph.datasets.CiteSeer method)
(stellargraph.datasets.Cora method)
(stellargraph.datasets.FB15k method)
(stellargraph.datasets.FB15k_237 method)
(stellargraph.datasets.IAEnronEmployees method)
(stellargraph.datasets.MUTAG method)
(stellargraph.datasets.MovieLens method)
(stellargraph.datasets.PubMedDiabetes method)
(stellargraph.datasets.WN18 method)
(stellargraph.datasets.WN18RR method)
E
edge_index() (stellargraph.GraphSchema method)
edges() (stellargraph.StellarGraph method)
EdgeSplitter (class in stellargraph.data)
embedding_model() (stellargraph.layer.DeepGraphInfomax method)
embeddings() (stellargraph.layer.ComplEx method)
(stellargraph.layer.DistMult method)
Ensemble (class in stellargraph.ensemble)
evaluate() (stellargraph.ensemble.Ensemble method)
evaluate_generator() (stellargraph.ensemble.Ensemble method)
expected_calibration_error() (in module stellargraph.calibration)
F
FB15k (class in stellargraph.datasets)
FB15k_237 (class in stellargraph.datasets)
fit() (stellargraph.calibration.IsotonicCalibration method)
(stellargraph.calibration.TemperatureCalibration method)
(stellargraph.ensemble.BaggingEnsemble method)
(stellargraph.ensemble.Ensemble method)
fit_generator() (stellargraph.ensemble.BaggingEnsemble method)
(stellargraph.ensemble.Ensemble method)
flow() (stellargraph.mapper.AdjacencyPowerGenerator method)
(stellargraph.mapper.Attri2VecNodeGenerator method)
(stellargraph.mapper.ClusterNodeGenerator method)
(stellargraph.mapper.CorruptedGenerator method)
(stellargraph.mapper.FullBatchLinkGenerator method)
(stellargraph.mapper.FullBatchNodeGenerator method)
(stellargraph.mapper.GraphGenerator method)
(stellargraph.mapper.GraphWaveGenerator method)
(stellargraph.mapper.KGTripleGenerator method)
(stellargraph.mapper.RelationalFullBatchNodeGenerator method)
flow_from_dataframe() (stellargraph.mapper.Attri2VecNodeGenerator method)
from_epgm() (in module stellargraph.data)
from_networkx() (stellargraph.StellarGraph static method)
FullBatchLinkGenerator (class in stellargraph.mapper)
FullBatchNodeGenerator (class in stellargraph.mapper)
G
GAT (class in stellargraph.layer)
GCN (class in stellargraph.layer)
GCNSupervisedGraphClassification (class in stellargraph.layer)
get_config() (stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.ClusterGraphConvolution method)
(stellargraph.layer.GraphAttention method)
(stellargraph.layer.GraphConvolution method)
(stellargraph.layer.LinkEmbedding method)
(stellargraph.layer.MeanHinAggregator method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RelationalGraphConvolution method)
GraphAttention (class in stellargraph.layer)
GraphAttentionSparse (class in stellargraph.layer)
GraphClassificationConvolution (class in stellargraph.layer)
GraphConvolution (class in stellargraph.layer)
GraphGenerator (class in stellargraph.mapper)
GraphSAGE (class in stellargraph.layer)
GraphSAGELinkGenerator (class in stellargraph.mapper)
GraphSAGENodeGenerator (class in stellargraph.mapper)
GraphSchema (class in stellargraph)
GraphWaveGenerator (class in stellargraph.mapper)
group_aggregate() (stellargraph.layer.MeanAggregator method)
(stellargraph.layer.MeanPoolingAggregator method)
H
has_node() (stellargraph.StellarGraph method)
HinSAGE (class in stellargraph.layer)
HinSAGELinkGenerator (class in stellargraph.mapper)
HinSAGENodeGenerator (class in stellargraph.mapper)
I
IAEnronEmployees (class in stellargraph.datasets)
in_nodes() (stellargraph.StellarGraph method)
in_out_tensors() (stellargraph.layer.APPNP method)
(stellargraph.layer.Attri2Vec method)
(stellargraph.layer.ClusterGCN method)
(stellargraph.layer.ComplEx method)
(stellargraph.layer.DeepGraphInfomax method)
(stellargraph.layer.DistMult method)
(stellargraph.layer.GAT method)
(stellargraph.layer.GCN method)
(stellargraph.layer.GCNSupervisedGraphClassification method)
(stellargraph.layer.GraphSAGE method)
(stellargraph.layer.HinSAGE method)
(stellargraph.layer.PPNP method)
(stellargraph.layer.RGCN method)
info() (stellargraph.StellarGraph method)
is_directed() (stellargraph.StellarGraph method)
IsotonicCalibration (class in stellargraph.calibration)
K
KGTripleGenerator (class in stellargraph.mapper)
L
layers() (stellargraph.ensemble.Ensemble method)
link_classification() (in module stellargraph.layer)
link_inference() (in module stellargraph.layer)
link_model() (stellargraph.layer.APPNP method)
(stellargraph.layer.Attri2Vec method)
(stellargraph.layer.GAT method)
(stellargraph.layer.GCN method)
(stellargraph.layer.GraphSAGE method)
(stellargraph.layer.PPNP method)
link_regression() (in module stellargraph.layer)
LinkEmbedding (class in stellargraph.layer)
load() (stellargraph.datasets.AIFB method)
(stellargraph.datasets.BlogCatalog3 method)
(stellargraph.datasets.CiteSeer method)
(stellargraph.datasets.Cora method)
(stellargraph.datasets.FB15k method)
(stellargraph.datasets.FB15k_237 method)
(stellargraph.datasets.IAEnronEmployees method)
(stellargraph.datasets.MUTAG method)
(stellargraph.datasets.MovieLens method)
(stellargraph.datasets.PubMedDiabetes method)
(stellargraph.datasets.WN18 method)
(stellargraph.datasets.WN18RR method)
M
MeanAggregator (class in stellargraph.layer)
MeanHinAggregator (class in stellargraph.layer)
MeanPoolingAggregator (class in stellargraph.layer)
MovieLens (class in stellargraph.datasets)
MUTAG (class in stellargraph.datasets)
N
neighbors() (stellargraph.StellarGraph method)
node_degrees() (stellargraph.StellarGraph method)
node_feature_sizes() (stellargraph.StellarGraph method)
node_features() (stellargraph.StellarGraph method)
node_index() (stellargraph.GraphSchema method)
node_model() (stellargraph.layer.APPNP method)
(stellargraph.layer.Attri2Vec method)
(stellargraph.layer.GAT method)
(stellargraph.layer.GCN method)
(stellargraph.layer.GraphSAGE method)
(stellargraph.layer.PPNP method)
node_type() (stellargraph.StellarGraph method)
node_types (stellargraph.StellarGraph attribute)
nodes() (stellargraph.StellarGraph method)
nodes_of_type() (stellargraph.StellarGraph method)
number_of_edges() (stellargraph.StellarGraph method)
number_of_nodes() (stellargraph.StellarGraph method)
O
out_nodes() (stellargraph.StellarGraph method)
P
plot_history() (in module stellargraph.utils)
plot_reliability_diagram() (in module stellargraph.calibration)
plot_training_history() (stellargraph.calibration.TemperatureCalibration method)
PPNP (class in stellargraph.layer)
PPNPPropagationLayer (class in stellargraph.layer)
predict() (stellargraph.calibration.IsotonicCalibration method)
(stellargraph.calibration.TemperatureCalibration method)
(stellargraph.ensemble.Ensemble method)
predict_generator() (stellargraph.ensemble.Ensemble method)
propagate_model() (stellargraph.layer.APPNP method)
PubMedDiabetes (class in stellargraph.datasets)
R
rank_edges_against_all_nodes() (stellargraph.layer.ComplEx method)
(stellargraph.layer.DistMult method)
RelationalFullBatchNodeGenerator (class in stellargraph.mapper)
RelationalGraphConvolution (class in stellargraph.layer)
RGCN (class in stellargraph.layer)
run() (stellargraph.data.BiasedRandomWalk method)
(stellargraph.data.SampledBreadthFirstWalk method)
(stellargraph.data.SampledHeterogeneousBreadthFirstWalk method)
(stellargraph.data.TemporalRandomWalk method)
(stellargraph.data.UniformRandomMetaPathWalk method)
(stellargraph.data.UniformRandomWalk method)
(stellargraph.data.UnsupervisedSampler method)
S
sample_features() (stellargraph.mapper.Attri2VecLinkGenerator method)
(stellargraph.mapper.Attri2VecNodeGenerator method)
(stellargraph.mapper.DirectedGraphSAGELinkGenerator method)
(stellargraph.mapper.DirectedGraphSAGENodeGenerator method)
(stellargraph.mapper.GraphSAGELinkGenerator method)
(stellargraph.mapper.GraphSAGENodeGenerator method)
(stellargraph.mapper.HinSAGELinkGenerator method)
(stellargraph.mapper.HinSAGENodeGenerator method)
SampledBreadthFirstWalk (class in stellargraph.data)
SampledHeterogeneousBreadthFirstWalk (class in stellargraph.data)
sampling_layout() (stellargraph.GraphSchema method)
sampling_tree() (stellargraph.GraphSchema method)
set_seed() (in module stellargraph.random)
StellarDiGraph (class in stellargraph)
StellarGraph (class in stellargraph)
stellargraph (module)
stellargraph.calibration (module)
stellargraph.data (module)
stellargraph.datasets (module)
stellargraph.ensemble (module)
stellargraph.layer (module)
stellargraph.mapper (module)
stellargraph.random (module)
stellargraph.utils (module)
subgraph() (stellargraph.StellarGraph method)
T
TemperatureCalibration (class in stellargraph.calibration)
TemporalRandomWalk (class in stellargraph.data)
to_adjacency_matrix() (stellargraph.StellarGraph method)
to_networkx() (stellargraph.StellarGraph method)
train_test_split() (stellargraph.data.EdgeSplitter method)
type_adjacency_list() (stellargraph.GraphSchema method)
U
UniformRandomMetaPathWalk (class in stellargraph.data)
UniformRandomWalk (class in stellargraph.data)
UnsupervisedSampler (class in stellargraph.data)
W
WN18 (class in stellargraph.datasets)
WN18RR (class in stellargraph.datasets)
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