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cugraph 23.10.00 documentation
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Basics
Installation
Tutorials
Graph Support
References
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Developer Resources
Releases
Python API reference
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Site Navigation
Basics
Installation
Tutorials
Graph Support
References
More
Developer Resources
Releases
Python API reference
GitHub
Twitter
Section Navigation
Python API Documentation
cugraph API Reference
Graph Classes
cugraph.Graph
cugraph.MultiGraph
cugraph.Graph.from_cudf_adjlist
cugraph.Graph.from_cudf_edgelist
cugraph.Graph.from_dask_cudf_edgelist
cugraph.Graph.from_pandas_adjacency
cugraph.Graph.from_pandas_edgelist
cugraph.Graph.from_numpy_array
cugraph.Graph.from_numpy_matrix
cugraph.Graph.add_internal_vertex_id
cugraph.Graph.add_nodes_from
cugraph.Graph.clear
cugraph.Graph.unrenumber
cugraph.symmetrize
cugraph.symmetrize_ddf
cugraph.symmetrize_df
cugraph.from_adjlist
cugraph.from_cudf_edgelist
cugraph.from_edgelist
cugraph.from_numpy_array
cugraph.from_numpy_matrix
cugraph.from_pandas_adjacency
cugraph.from_pandas_edgelist
cugraph.to_numpy_array
cugraph.to_numpy_matrix
cugraph.to_pandas_adjacency
cugraph.to_pandas_edgelist
cugraph.structure.NumberMap
cugraph.structure.NumberMap.from_internal_vertex_id
cugraph.structure.NumberMap.to_internal_vertex_id
cugraph.structure.NumberMap.add_internal_vertex_id
cugraph.structure.NumberMap.compute_vals
cugraph.structure.NumberMap.compute_vals_types
cugraph.structure.NumberMap.generate_unused_column_name
cugraph.structure.NumberMap.renumber
cugraph.structure.NumberMap.renumber_and_segment
cugraph.structure.NumberMap.set_renumbered_col_names
cugraph.structure.NumberMap.unrenumber
cugraph.structure.NumberMap.vertex_column_size
cugraph.hypergraph
Graph Implementation
cugraph.structure.graph_implementation.simpleGraphImpl.view_edge_list
cugraph.structure.graph_implementation.simpleGraphImpl.delete_edge_list
cugraph.structure.graph_implementation.simpleGraphImpl.view_adj_list
cugraph.structure.graph_implementation.simpleGraphImpl.view_transposed_adj_list
cugraph.structure.graph_implementation.simpleGraphImpl.delete_adj_list
cugraph.structure.graph_implementation.simpleGraphImpl.enable_batch
cugraph.structure.graph_implementation.simpleGraphImpl.get_two_hop_neighbors
cugraph.structure.graph_implementation.simpleGraphImpl.number_of_vertices
cugraph.structure.graph_implementation.simpleGraphImpl.number_of_nodes
cugraph.structure.graph_implementation.simpleGraphImpl.number_of_edges
cugraph.structure.graph_implementation.simpleGraphImpl.in_degree
cugraph.structure.graph_implementation.simpleGraphImpl.out_degree
cugraph.structure.graph_implementation.simpleGraphImpl.degree
cugraph.structure.graph_implementation.simpleGraphImpl.degrees
cugraph.structure.graph_implementation.simpleGraphImpl.has_edge
cugraph.structure.graph_implementation.simpleGraphImpl.has_node
cugraph.structure.graph_implementation.simpleGraphImpl.has_self_loop
cugraph.structure.graph_implementation.simpleGraphImpl.edges
cugraph.structure.graph_implementation.simpleGraphImpl.nodes
cugraph.structure.graph_implementation.simpleGraphImpl.neighbors
cugraph.structure.graph_implementation.simpleGraphImpl.vertex_column_size
Property Graph
cugraph.experimental.PropertySelection
cugraph.experimental.PropertyGraph
cugraph.experimental.PropertyGraph.add_edge_data
cugraph.experimental.PropertyGraph.add_vertex_data
cugraph.experimental.PropertyGraph.annotate_dataframe
cugraph.experimental.PropertyGraph.edge_props_to_graph
cugraph.experimental.PropertyGraph.extract_subgraph
cugraph.experimental.PropertyGraph.get_edge_data
cugraph.experimental.PropertyGraph.get_num_edges
cugraph.experimental.PropertyGraph.get_num_vertices
cugraph.experimental.PropertyGraph.get_vertex_data
cugraph.experimental.PropertyGraph.get_vertices
cugraph.experimental.PropertyGraph.has_duplicate_edges
cugraph.experimental.PropertyGraph.is_multigraph
cugraph.experimental.PropertyGraph.renumber_edges_by_type
cugraph.experimental.PropertyGraph.renumber_vertices_by_type
cugraph.experimental.PropertyGraph.select_edges
cugraph.experimental.PropertyGraph.select_vertices
Centrality
cugraph.centrality.betweenness_centrality
cugraph.centrality.edge_betweenness_centrality
cugraph.dask.centrality.betweenness_centrality
cugraph.centrality.katz_centrality
cugraph.dask.centrality.katz_centrality.katz_centrality
cugraph.centrality.degree_centrality
cugraph.centrality.eigenvector_centrality
cugraph.dask.centrality.eigenvector_centrality.eigenvector_centrality
Community
cugraph.batched_ego_graphs
cugraph.ego_graph
cugraph.ecg
cugraph.k_truss
cugraph.ktruss_subgraph
cugraph.leiden
cugraph.louvain
cugraph.dask.community.louvain.louvain
cugraph.analyzeClustering_edge_cut
cugraph.analyzeClustering_modularity
cugraph.analyzeClustering_ratio_cut
cugraph.spectralBalancedCutClustering
cugraph.spectralModularityMaximizationClustering
cugraph.subgraph
cugraph.triangle_count
Components
cugraph.connected_components
cugraph.strongly_connected_components
cugraph.weakly_connected_components
cugraph.dask.components.connectivity.weakly_connected_components
Cores
cugraph.core_number
cugraph.k_core
Layout
cugraph.force_atlas2
Linear Assignment
cugraph.hungarian
cugraph.dense_hungarian
Link Analysis
cugraph.hits
cugraph.dask.link_analysis.hits.hits
cugraph.pagerank
cugraph.dask.link_analysis.pagerank.pagerank
Link Prediction
cugraph.jaccard
cugraph.jaccard_coefficient
cugraph.jaccard_w
cugraph.overlap
cugraph.overlap_coefficient
cugraph.overlap_w
cugraph.sorensen
cugraph.sorensen_coefficient
cugraph.sorensen_w
Sampling
cugraph.random_walks
cugraph.ego_graph
cugraph.uniform_neighbor_sample
cugraph.node2vec
Traversal
cugraph.bfs
cugraph.bfs_edges
cugraph.dask.traversal.bfs.bfs
cugraph.filter_unreachable
cugraph.shortest_path
cugraph.shortest_path_length
cugraph.sssp
cugraph.dask.traversal.sssp.sssp
Tree
cugraph.tree.minimum_spanning_tree.minimum_spanning_tree
cugraph.tree.minimum_spanning_tree.maximum_spanning_tree
Generators
cugraph.generators.rmat
DASK MG Helper functions
cugraph.dask.comms.comms.initialize
cugraph.dask.comms.comms.destroy
cugraph.dask.comms.comms.is_initialized
cugraph.dask.comms.comms.get_comms
cugraph.dask.comms.comms.get_workers
cugraph.dask.comms.comms.get_session_id
cugraph.dask.comms.comms.get_2D_partition
cugraph.dask.comms.comms.get_default_handle
cugraph.dask.comms.comms.get_handle
cugraph.dask.comms.comms.get_worker_id
cugraph.dask.common.read_utils.get_chunksize
Multi-GPU with cuGraph
pylibcugraph API reference
pylibcugraph.eigenvector_centrality
pylibcugraph.katz_centrality
pylibcugraph.strongly_connected_components
pylibcugraph.weakly_connected_components
pylibcugraph.pagerank
pylibcugraph.hits
pylibcugraph.node2vec
pylibcugraph.bfs
pylibcugraph.sssp
cugraph-dgl API Reference
cugraph_dgl.convert.cugraph_storage_from_heterograph
cugraph_dgl.cugraph_storage.CuGraphStorage
cugraph-pyg API Reference
cugraph_pyg.data.cugraph_store.EXPERIMENTAL__CuGraphStore
cugraph_pyg.sampler.cugraph_sampler.EXPERIMENTAL__CuGraphSampler
cugraph-service API Reference
cugraph-service-client API Reference
cugraph_service_client.client.RunAsyncioThread
cugraph_service_client.client.run_async
cugraph_service_client.client.DeviceArrayAllocator
cugraph_service_client.client.CugraphServiceClient
cugraph_service_client.remote_graph_utils
cugraph_service_client.remote_graph.RemoteGraph
cugraph_service_client.types.UnionWrapper
cugraph_service_client.types.ValueWrapper
cugraph_service_client.types.GraphVertexEdgeIDWrapper
cugraph-service-server API Reference
cugraph_service_server.cugraph_handler.call_algo
cugraph_service_server.cugraph_handler.ExtensionServerFacade
cugraph_service_server.cugraph_handler.CugraphHandler
cugraph-ops API reference
Graph types
PyTorch Autograd Wrappers
pylibcugraphops.pytorch.operators.agg_concat_n2n
pylibcugraphops.pytorch.operators.mha_gat_n2n
pylibcugraphops.pytorch.operators.mha_gat_v2_n2n
pylibcugraphops.pytorch.operators.agg_hg_basis_n2n_post
Operators on Message-Flow Graphs
Operators on Bipartite Graphs
Operators on Static Graphs
Operators on Full Graphs
Dimenet operators
pylibcugraphops.dimenet.radial_basis_fwd
pylibcugraphops.dimenet.radial_basis_bwd
pylibcugraphops.dimenet.radial_basis_bwd_bwd
pylibcugraphops.dimenet.agg_edge_to_edge_fwd
pylibcugraphops.dimenet.agg_edge_to_edge_bwd
pylibcugraphops.dimenet.agg_edge_to_edge_bwd2_grad
pylibcugraphops.dimenet.agg_edge_to_edge_bwd2_main
PyTorch Autograd Wrappers
pylibcugraphops.pytorch.operators.agg_concat_n2n
pylibcugraphops.pytorch.operators.mha_gat_n2n
pylibcugraphops.pytorch.operators.mha_gat_v2_n2n
pylibcugraphops.pytorch.operators.agg_hg_basis_n2n_post
Python API reference
cugraph-ops API reference
Graph types
Graph types
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Message-Flow Graph (MFG)
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Heterogenous MFG
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“Full” Graph (FG)
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Heterogenous FG
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Message-Flow Graph (MFG)
Heterogenous MFG
“Full” Graph (FG)
Heterogenous FG
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