StellarGraph
v1.1.0
Contents:
StellarGraph Machine Learning Library
StellarGraph demos
StellarGraph API
Heterogeneous GraphSAGE (HinSAGE)
Glossary
StellarGraph
Docs
»
Index
Edit on GitHub
Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
U
|
V
|
W
A
AdjacencyPowerGenerator (class in stellargraph.mapper)
AIFB (class in stellargraph.datasets)
APPNP (class in stellargraph.layer)
APPNPPropagationLayer (class in stellargraph.layer)
AttentionalAggregator (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 property)
(stellargraph.datasets.BlogCatalog3 property)
(stellargraph.datasets.CiteSeer property)
(stellargraph.datasets.Cora property)
(stellargraph.datasets.FB15k property)
(stellargraph.datasets.FB15k_237 property)
(stellargraph.datasets.IAEnronEmployees property)
(stellargraph.datasets.MovieLens property)
(stellargraph.datasets.MUTAG property)
(stellargraph.datasets.PROTEINS property)
(stellargraph.datasets.PubMedDiabetes property)
(stellargraph.datasets.WN18 property)
(stellargraph.datasets.WN18RR property)
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.ComplEx method)
(stellargraph.layer.ComplExScore method)
(stellargraph.layer.DeepGraphInfomax method)
(stellargraph.layer.DGIDiscriminator method)
(stellargraph.layer.DistMult method)
(stellargraph.layer.DistMultScore method)
(stellargraph.layer.FixedAdjacencyGraphConvolution 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.Node2Vec method)
(stellargraph.layer.PPNP method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RelationalGraphConvolution method)
(stellargraph.layer.RGCN method)
C
cache_all_nodes_in_memory() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
calculate_group_sizes() (stellargraph.layer.AttentionalAggregator method)
call() (stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.AttentionalAggregator method)
(stellargraph.layer.ComplExScore method)
(stellargraph.layer.DGIDiscriminator method)
(stellargraph.layer.DistMultScore method)
(stellargraph.layer.FixedAdjacencyGraphConvolution method)
(stellargraph.layer.GraphAttention method)
(stellargraph.layer.GraphAttentionSparse method)
(stellargraph.layer.GraphConvolution method)
(stellargraph.layer.LinkEmbedding method)
(stellargraph.layer.MeanHinAggregator method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RelationalGraphConvolution method)
(stellargraph.layer.RotatEScore method)
(stellargraph.layer.SortPooling method)
check_graph_for_ml() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
(stellargraph.StellarGraph method)
CiteSeer (class in stellargraph.datasets)
ClusterGCN (class in stellargraph.layer)
ClusterGraphConvolution (class in stellargraph.layer)
ClusterNodeGenerator (class in stellargraph.mapper)
clusters() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
compile() (stellargraph.ensemble.Ensemble method)
ComplEx (class in stellargraph.layer)
ComplExScore (class in stellargraph.layer)
compute_output_shape() (stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.FixedAdjacencyGraphConvolution method)
(stellargraph.layer.GraphAttention method)
(stellargraph.layer.GraphConvolution method)
(stellargraph.layer.MeanHinAggregator method)
(stellargraph.layer.PPNPPropagationLayer method)
(stellargraph.layer.RelationalGraphConvolution method)
(stellargraph.layer.SortPooling method)
connected_components() (stellargraph.StellarGraph method)
Cora (class in stellargraph.datasets)
CorruptedGenerator (class in stellargraph.mapper)
create_graph_schema() (stellargraph.StellarGraph method)
custom_keras_layers (in module stellargraph)
D
data_directory() (stellargraph.datasets.AIFB property)
(stellargraph.datasets.BlogCatalog3 property)
(stellargraph.datasets.CiteSeer property)
(stellargraph.datasets.Cora property)
(stellargraph.datasets.FB15k property)
(stellargraph.datasets.FB15k_237 property)
(stellargraph.datasets.IAEnronEmployees property)
(stellargraph.datasets.MovieLens property)
(stellargraph.datasets.MUTAG property)
(stellargraph.datasets.PROTEINS property)
(stellargraph.datasets.PubMedDiabetes property)
(stellargraph.datasets.WN18 property)
(stellargraph.datasets.WN18RR property)
DeepGraphCNN (class in stellargraph.layer)
DeepGraphInfomax (class in stellargraph.layer)
default_corrupt_input_index_groups() (stellargraph.mapper.DirectedGraphSAGENodeGenerator method)
(stellargraph.mapper.FullBatchNodeGenerator method)
(stellargraph.mapper.Generator method)
(stellargraph.mapper.GraphSAGENodeGenerator method)
(stellargraph.mapper.HinSAGENodeGenerator method)
(stellargraph.mapper.RelationalFullBatchNodeGenerator method)
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.MovieLens method)
(stellargraph.datasets.MUTAG method)
(stellargraph.datasets.PROTEINS method)
(stellargraph.datasets.PubMedDiabetes method)
(stellargraph.datasets.WN18 method)
(stellargraph.datasets.WN18RR method)
E
edge
edge_arrays() (stellargraph.StellarGraph method)
edge_feature_shapes() (stellargraph.StellarGraph method)
edge_feature_sizes() (stellargraph.StellarGraph method)
edge_features() (stellargraph.StellarGraph method)
edge_index() (stellargraph.GraphSchema method)
edge_type_ilocs_to_names() (stellargraph.StellarGraph method)
edge_type_names_to_ilocs() (stellargraph.StellarGraph method)
edge_types() (stellargraph.StellarGraph property)
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)
entity
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)
FixedAdjacencyGraphConvolution (class in stellargraph.layer)
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.Generator method)
(stellargraph.mapper.GraphWaveGenerator method)
(stellargraph.mapper.KGTripleGenerator method)
(stellargraph.mapper.Node2VecNodeGenerator method)
(stellargraph.mapper.PaddedGraphGenerator method)
(stellargraph.mapper.RelationalFullBatchNodeGenerator method)
(stellargraph.mapper.SlidingFeaturesNodeGenerator method)
flow_from_dataframe() (stellargraph.mapper.Attri2VecNodeGenerator method)
(stellargraph.mapper.Node2VecNodeGenerator 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)
GCN_LSTM (class in stellargraph.layer)
GCNSupervisedGraphClassification (class in stellargraph.layer)
Generator (class in stellargraph.mapper)
get_config() (stellargraph.layer.APPNPPropagationLayer method)
(stellargraph.layer.FixedAdjacencyGraphConvolution 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)
(stellargraph.layer.RotatEScore method)
(stellargraph.layer.SortPooling method)
GraphAttention (class in stellargraph.layer)
GraphAttentionSparse (class in stellargraph.layer)
GraphConvolution (class in stellargraph.layer)
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.MaxPoolingAggregator method)
(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)
iloc
in_node_arrays() (stellargraph.StellarGraph method)
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.GCN_LSTM method)
(stellargraph.layer.GCNSupervisedGraphClassification method)
(stellargraph.layer.GraphSAGE method)
(stellargraph.layer.HinSAGE method)
(stellargraph.layer.Node2Vec method)
(stellargraph.layer.PPNP method)
(stellargraph.layer.RGCN method)
IndexedArray (class in stellargraph)
inductive
info() (stellargraph.StellarGraph method)
integer location
is_directed() (stellargraph.StellarGraph method)
IsotonicCalibration (class in stellargraph.calibration)
K
KGTripleGenerator (class in stellargraph.mapper)
L
layers() (stellargraph.ensemble.Ensemble method)
link
link prediction
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.Node2Vec 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.MovieLens method)
(stellargraph.datasets.MUTAG method)
(stellargraph.datasets.PROTEINS method)
(stellargraph.datasets.PubMedDiabetes method)
(stellargraph.datasets.WN18 method)
(stellargraph.datasets.WN18RR method)
M
MaxPoolingAggregator (class in stellargraph.layer)
MeanAggregator (class in stellargraph.layer)
MeanHinAggregator (class in stellargraph.layer)
MeanPoolingAggregator (class in stellargraph.layer)
module
stellargraph
stellargraph.calibration
stellargraph.connector.neo4j
stellargraph.data
stellargraph.datasets
stellargraph.ensemble
stellargraph.layer
stellargraph.mapper
stellargraph.random
stellargraph.utils
MovieLens (class in stellargraph.datasets)
MUTAG (class in stellargraph.datasets)
N
neighbor_arrays() (stellargraph.StellarGraph method)
neighbors() (stellargraph.StellarGraph method)
Neo4jDirectedBreadthFirstNeighbors (class in stellargraph.connector.neo4j)
Neo4jDirectedGraphSAGENodeGenerator (class in stellargraph.connector.neo4j)
Neo4jGraphSAGENodeGenerator (class in stellargraph.connector.neo4j)
Neo4jSampledBreadthFirstWalk (class in stellargraph.connector.neo4j)
Neo4jStellarDiGraph (class in stellargraph.connector.neo4j)
Neo4jStellarGraph (class in stellargraph.connector.neo4j)
node
node attribute inference
node classification
Node2Vec (class in stellargraph.layer)
Node2VecLinkGenerator (class in stellargraph.mapper)
Node2VecNodeGenerator (class in stellargraph.mapper)
node_degrees() (stellargraph.StellarGraph method)
node_feature_shapes() (stellargraph.StellarGraph method)
node_feature_sizes() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
(stellargraph.StellarGraph method)
node_features() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
(stellargraph.StellarGraph method)
node_ids_to_ilocs() (stellargraph.StellarGraph method)
node_ilocs_to_ids() (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.Node2Vec method)
(stellargraph.layer.PPNP method)
node_type() (stellargraph.StellarGraph method)
node_type_ilocs_to_names() (stellargraph.StellarGraph method)
node_type_names_to_ilocs() (stellargraph.StellarGraph method)
node_types() (stellargraph.StellarGraph property)
nodes() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
(stellargraph.StellarGraph method)
nodes_of_type() (stellargraph.StellarGraph method)
num_batch_dims() (stellargraph.mapper.AdjacencyPowerGenerator method)
(stellargraph.mapper.ClusterNodeGenerator method)
(stellargraph.mapper.CorruptedGenerator method)
(stellargraph.mapper.Generator method)
(stellargraph.mapper.GraphWaveGenerator method)
(stellargraph.mapper.KGTripleGenerator method)
(stellargraph.mapper.PaddedGraphGenerator method)
(stellargraph.mapper.RelationalFullBatchNodeGenerator method)
(stellargraph.mapper.SlidingFeaturesNodeGenerator method)
number_of_edges() (stellargraph.StellarGraph method)
number_of_nodes() (stellargraph.StellarGraph method)
O
out_node_arrays() (stellargraph.StellarGraph method)
out_nodes() (stellargraph.StellarGraph method)
P
PaddedGraphGenerator (class in stellargraph.mapper)
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)
PROTEINS (class in stellargraph.datasets)
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)
relationship
RGCN (class in stellargraph.layer)
RotatE (class in stellargraph.layer)
RotatEScore (class in stellargraph.layer)
run() (stellargraph.connector.neo4j.Neo4jDirectedBreadthFirstNeighbors method)
(stellargraph.connector.neo4j.Neo4jSampledBreadthFirstWalk method)
(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.connector.neo4j.Neo4jDirectedGraphSAGENodeGenerator method)
(stellargraph.connector.neo4j.Neo4jGraphSAGENodeGenerator method)
(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)
(stellargraph.mapper.Node2VecLinkGenerator method)
(stellargraph.mapper.Node2VecNodeGenerator 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)
SlidingFeaturesNodeGenerator (class in stellargraph.mapper)
SortPooling (class in stellargraph.layer)
StellarDiGraph (class in stellargraph)
stellargraph
module
StellarGraph (class in stellargraph)
stellargraph.calibration
module
stellargraph.connector.neo4j
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.connector.neo4j.Neo4jStellarGraph method)
(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)
unique_edge_type() (stellargraph.StellarGraph method)
unique_node_type() (stellargraph.connector.neo4j.Neo4jStellarGraph method)
(stellargraph.StellarGraph method)
UnsupervisedSampler (class in stellargraph.data)
V
vertex
W
WN18 (class in stellargraph.datasets)
WN18RR (class in stellargraph.datasets)
Read the Docs
v: v1.1.0
Versions
latest
stable
v1.1.0
v1.0.0
v1.0.0rc1
v0.11.1
v0.11.0
v0.10.0
v0.9.0
v0.8.4
v0.8.3
v0.8.2
v0.8.1
v0.8.0
v0.7.3
v0.7.2
v0.7.1
v0.7.0
v0.6.1
v0.6.0
v0.5.0
0.4.1
v0.4.0
v0.3.0
v0.2.0
v0.1.0
Downloads
On Read the Docs
Project Home
Builds
Free document hosting provided by
Read the Docs
.