├── .devcontainer ├── Dockerfile ├── README.md ├── cuda12.9-conda │ └── devcontainer.json ├── cuda12.9-pip │ └── devcontainer.json ├── cuda13.0-conda │ └── devcontainer.json └── cuda13.0-pip │ └── devcontainer.json ├── .dockerignore ├── .git-blame-ignore-revs ├── .github ├── CODEOWNERS ├── ISSUE_TEMPLATE │ ├── bug_report.yml │ ├── documentation_request_correction.yml │ ├── documentation_request_new.yml │ ├── feature_request.yml │ └── submit_question.yml ├── copy-pr-bot.yaml ├── labeler.yml ├── ops-bot.yaml ├── release.yml └── workflows │ ├── add-to-project.yml │ ├── build.yaml │ ├── labeler.yml │ ├── new-issues-to-triage-projects.yml │ ├── pr.yaml │ ├── test.yaml │ └── trigger-breaking-change-alert.yaml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── LICENSE ├── RAPIDS_BRANCH ├── README.md ├── VERSION ├── benchmarks ├── cugraph │ ├── pytest-based │ │ ├── README.md │ │ ├── bench_algos.py │ │ └── conftest.py │ └── standalone │ │ ├── README.md │ │ ├── benchmark.py │ │ ├── cugraph_dask_funcs.py │ │ ├── cugraph_funcs.py │ │ ├── cugraph_graph_creation.py │ │ ├── leiden_benchmarks.py │ │ ├── main.py │ │ ├── pylibcugraph_bench.py │ │ ├── reporting.py │ │ └── run_all_nightly_benches.sh ├── pytest.ini └── shared │ ├── build_cugraph_ucx │ ├── README.MD │ ├── build-ucx.sh │ ├── cugraph_ucx.dockerfile │ └── test_client_bandwidth.py │ └── python │ └── cugraph_benchmarking │ ├── __init__.py │ ├── params.py │ └── timer.py ├── ci ├── build_cpp.sh ├── build_docs.sh ├── build_python.sh ├── build_wheel.sh ├── build_wheel_cugraph.sh ├── build_wheel_libcugraph.sh ├── build_wheel_pylibcugraph.sh ├── check_style.sh ├── notebook_list.py ├── release │ └── update-version.sh ├── run_ctests.sh ├── run_cugraph_benchmark_pytests.sh ├── run_cugraph_pytests.sh ├── run_pylibcugraph_pytests.sh ├── test.sh ├── test_cpp.sh ├── test_notebooks.sh ├── test_python.sh ├── test_wheel.sh ├── test_wheel_cugraph.sh ├── test_wheel_pylibcugraph.sh ├── utils │ ├── git_helpers.py │ ├── nbtest.sh │ └── nbtestlog2junitxml.py ├── validate_wheel.sh ├── wheel_smoke_test_cugraph.py └── wheel_smoke_test_pylibcugraph.py ├── cmake ├── RAPIDS.cmake └── rapids_config.cmake ├── codecov.yml ├── conda ├── environments │ ├── all_cuda-129_arch-aarch64.yaml │ ├── all_cuda-129_arch-x86_64.yaml │ ├── all_cuda-130_arch-aarch64.yaml │ └── all_cuda-130_arch-x86_64.yaml └── recipes │ ├── cugraph │ ├── conda_build_config.yaml │ └── recipe.yaml │ ├── libcugraph │ ├── conda_build_config.yaml │ └── recipe.yaml │ └── pylibcugraph │ ├── conda_build_config.yaml │ └── recipe.yaml ├── cpp ├── .clang-format ├── .clangd ├── CMakeLists.txt ├── cmake │ └── thirdparty │ │ ├── get_cccl.cmake │ │ ├── get_cuvs.cmake │ │ ├── get_nccl.cmake │ │ └── get_raft.cmake ├── docs │ └── DEVELOPER_GUIDE.md ├── doxygen │ ├── Doxyfile │ ├── header.html │ └── main_page.md ├── examples │ ├── README.md │ ├── build.sh │ ├── developers │ │ ├── graph_operations │ │ │ ├── CMakeLists.txt │ │ │ └── graph_operations.cu │ │ └── vertex_and_edge_partition │ │ │ ├── CMakeLists.txt │ │ │ └── vertex_and_edge_partition.cu │ ├── fetch_dependencies.cmake │ └── users │ │ ├── multi_gpu_application │ │ ├── CMakeLists.txt │ │ └── mg_graph_algorithms.cpp │ │ └── single_gpu_application │ │ ├── CMakeLists.txt │ │ └── sg_graph_algorithms.cpp ├── include │ ├── cugraph │ │ ├── algorithms.hpp │ │ ├── api_helpers.hpp │ │ ├── arithmetic_variant_types.hpp │ │ ├── dendrogram.hpp │ │ ├── detail │ │ │ ├── collect_comm_wrapper.hpp │ │ │ ├── decompress_edge_partition.cuh │ │ │ └── utility_wrappers.hpp │ │ ├── edge_partition_device_view.cuh │ │ ├── edge_partition_edge_property_device_view.cuh │ │ ├── edge_partition_endpoint_property_device_view.cuh │ │ ├── edge_partition_view.hpp │ │ ├── edge_property.hpp │ │ ├── edge_src_dst_property.hpp │ │ ├── eidecl_graph.hpp │ │ ├── graph.hpp │ │ ├── graph_functions.hpp │ │ ├── graph_generators.hpp │ │ ├── graph_view.hpp │ │ ├── large_buffer_manager.hpp │ │ ├── legacy │ │ │ ├── eidecl_graph.hpp │ │ │ ├── eidir_graph.hpp │ │ │ ├── functions.hpp │ │ │ ├── graph.hpp │ │ │ └── internals.hpp │ │ ├── mtmg │ │ │ ├── detail │ │ │ │ ├── device_shared_device_span.hpp │ │ │ │ ├── device_shared_device_span_tuple.hpp │ │ │ │ ├── device_shared_device_vector.hpp │ │ │ │ ├── device_shared_device_vector_tuple.hpp │ │ │ │ ├── device_shared_wrapper.hpp │ │ │ │ └── per_device_edgelist.hpp │ │ │ ├── edge_property.hpp │ │ │ ├── edge_property_view.hpp │ │ │ ├── edgelist.hpp │ │ │ ├── graph.hpp │ │ │ ├── graph_view.hpp │ │ │ ├── handle.hpp │ │ │ ├── instance_manager.hpp │ │ │ ├── per_thread_edgelist.hpp │ │ │ ├── renumber_map.hpp │ │ │ ├── renumber_map_view.hpp │ │ │ ├── resource_manager.hpp │ │ │ ├── vertex_pair_result.hpp │ │ │ ├── vertex_pair_result_view.hpp │ │ │ ├── vertex_result.hpp │ │ │ └── vertex_result_view.hpp │ │ ├── partition_manager.hpp │ │ ├── sampling_functions.hpp │ │ ├── shuffle_functions.hpp │ │ ├── src_dst_lookup_container.hpp │ │ ├── utilities │ │ │ ├── assert.cuh │ │ │ ├── atomic_ops.cuh │ │ │ ├── dataframe_buffer.hpp │ │ │ ├── device_comm.hpp │ │ │ ├── device_functors.cuh │ │ │ ├── error.hpp │ │ │ ├── graph_traits.hpp │ │ │ ├── high_res_timer.hpp │ │ │ ├── host_scalar_comm.hpp │ │ │ ├── mask_utils.cuh │ │ │ ├── misc_utils.cuh │ │ │ ├── packed_bool_utils.hpp │ │ │ ├── path_retrieval.hpp │ │ │ ├── shuffle_comm.cuh │ │ │ └── thrust_tuple_utils.hpp │ │ ├── vertex_partition_device_view.cuh │ │ └── vertex_partition_view.hpp │ └── cugraph_c │ │ ├── algorithms.h │ │ ├── array.h │ │ ├── centrality_algorithms.h │ │ ├── community_algorithms.h │ │ ├── coo.h │ │ ├── core_algorithms.h │ │ ├── error.h │ │ ├── graph.h │ │ ├── graph_functions.h │ │ ├── graph_generators.h │ │ ├── labeling_algorithms.h │ │ ├── layout_algorithms.h │ │ ├── lookup_src_dst.h │ │ ├── properties.h │ │ ├── random.h │ │ ├── resource_handle.h │ │ ├── sampling_algorithms.h │ │ ├── similarity_algorithms.h │ │ ├── traversal_algorithms.h │ │ ├── tree_algorithms.h │ │ └── types.h ├── libcugraph_etl │ ├── CMakeLists.txt │ ├── cmake │ │ └── thirdparty │ │ │ ├── get_cudf.cmake │ │ │ └── get_cugraph.cmake │ ├── include │ │ ├── cugraph_etl │ │ │ └── functions.hpp │ │ └── hash │ │ │ ├── concurrent_unordered_map.cuh │ │ │ ├── helper_functions.cuh │ │ │ └── managed.cuh │ └── src │ │ └── renumbering.cu ├── src │ ├── c_api │ │ ├── abstract_functor.hpp │ │ ├── allgather.cpp │ │ ├── array.cpp │ │ ├── array.hpp │ │ ├── betweenness_centrality.cpp │ │ ├── bfs.cpp │ │ ├── capi_helper.cu │ │ ├── capi_helper.hpp │ │ ├── centrality_result.cpp │ │ ├── centrality_result.hpp │ │ ├── coo.hpp │ │ ├── core_number.cpp │ │ ├── core_result.cpp │ │ ├── core_result.hpp │ │ ├── decompress_to_edgelist.cpp │ │ ├── degrees.cu │ │ ├── degrees_result.cpp │ │ ├── degrees_result.hpp │ │ ├── ecg.cpp │ │ ├── edgelist.cpp │ │ ├── edgelist.hpp │ │ ├── eigenvector_centrality.cpp │ │ ├── error.cpp │ │ ├── error.hpp │ │ ├── extract_ego.cpp │ │ ├── extract_paths.cpp │ │ ├── extract_vertex_list.cpp │ │ ├── generic_cascaded_dispatch.hpp │ │ ├── graph.hpp │ │ ├── graph_functions.cpp │ │ ├── graph_functions.hpp │ │ ├── graph_generators.cpp │ │ ├── graph_helper.hpp │ │ ├── graph_helper_impl.cuh │ │ ├── graph_helper_mg.cu │ │ ├── graph_helper_sg.cu │ │ ├── graph_mg.cpp │ │ ├── graph_sg.cpp │ │ ├── hierarchical_clustering_result.cpp │ │ ├── hierarchical_clustering_result.hpp │ │ ├── hits.cpp │ │ ├── induced_subgraph.cpp │ │ ├── induced_subgraph_result.cpp │ │ ├── induced_subgraph_result.hpp │ │ ├── k_core.cpp │ │ ├── k_truss.cpp │ │ ├── katz.cpp │ │ ├── labeling_result.cpp │ │ ├── labeling_result.hpp │ │ ├── legacy_fa2.cpp │ │ ├── legacy_mst.cpp │ │ ├── legacy_spectral.cpp │ │ ├── leiden.cpp │ │ ├── lookup_src_dst.cpp │ │ ├── lookup_src_dst.hpp │ │ ├── louvain.cpp │ │ ├── negative_sampling.cpp │ │ ├── neighbor_sampling.cpp │ │ ├── pagerank.cpp │ │ ├── paths_result.hpp │ │ ├── properties.hpp │ │ ├── random.cpp │ │ ├── random.hpp │ │ ├── random_walks.cpp │ │ ├── renumber_arbitrary_edgelist.cu │ │ ├── resource_handle.cpp │ │ ├── resource_handle.hpp │ │ ├── sampling_common.hpp │ │ ├── sampling_result.cpp │ │ ├── similarity.cpp │ │ ├── sssp.cpp │ │ ├── strongly_connected_components.cpp │ │ ├── temporal_neighbor_sampling.cpp │ │ ├── triangle_count.cpp │ │ ├── utils.hpp │ │ └── weakly_connected_components.cpp │ ├── centrality │ │ ├── README.md │ │ ├── betweenness_centrality_impl.cuh │ │ ├── betweenness_centrality_mg_v32_e32.cu │ │ ├── betweenness_centrality_mg_v64_e64.cu │ │ ├── betweenness_centrality_sg_v32_e32.cu │ │ ├── betweenness_centrality_sg_v64_e64.cu │ │ ├── eigenvector_centrality_impl.cuh │ │ ├── eigenvector_centrality_mg_v32_e32.cu │ │ ├── eigenvector_centrality_mg_v64_e64.cu │ │ ├── eigenvector_centrality_sg_v32_e32.cu │ │ ├── eigenvector_centrality_sg_v64_e64.cu │ │ ├── katz_centrality_impl.cuh │ │ ├── katz_centrality_mg_v32_e32.cu │ │ ├── katz_centrality_mg_v64_e64.cu │ │ ├── katz_centrality_sg_v32_e32.cu │ │ └── katz_centrality_sg_v64_e64.cu │ ├── community │ │ ├── README.md │ │ ├── approx_weighted_matching_impl.cuh │ │ ├── approx_weighted_matching_mg_v32_e32.cu │ │ ├── approx_weighted_matching_mg_v64_e64.cu │ │ ├── approx_weighted_matching_sg_v32_e32.cu │ │ ├── approx_weighted_matching_sg_v64_e64.cu │ │ ├── detail │ │ │ ├── common_methods.cuh │ │ │ ├── common_methods.hpp │ │ │ ├── common_methods_mg_v32_e32.cu │ │ │ ├── common_methods_mg_v64_e64.cu │ │ │ ├── common_methods_sg_v32_e32.cu │ │ │ ├── common_methods_sg_v64_e64.cu │ │ │ ├── maximal_independent_moves.cuh │ │ │ ├── maximal_independent_moves.hpp │ │ │ ├── maximal_independent_moves_mg_v32_e32.cu │ │ │ ├── maximal_independent_moves_mg_v64_e64.cu │ │ │ ├── maximal_independent_moves_sg_v32_e32.cu │ │ │ ├── maximal_independent_moves_sg_v64_e64.cu │ │ │ ├── refine.hpp │ │ │ ├── refine_impl.cuh │ │ │ ├── refine_mg_v32_e32.cu │ │ │ ├── refine_mg_v64_e64.cu │ │ │ ├── refine_sg_v32_e32.cu │ │ │ └── refine_sg_v64_e64.cu │ │ ├── ecg_impl.cuh │ │ ├── ecg_mg_v32_e32.cu │ │ ├── ecg_mg_v64_e64.cu │ │ ├── ecg_sg_v32_e32.cu │ │ ├── ecg_sg_v64_e64.cu │ │ ├── edge_triangle_count_impl.cuh │ │ ├── edge_triangle_count_mg_v32_e32.cu │ │ ├── edge_triangle_count_mg_v64_e64.cu │ │ ├── edge_triangle_count_sg_v32_e32.cu │ │ ├── edge_triangle_count_sg_v64_e64.cu │ │ ├── egonet_impl.cuh │ │ ├── egonet_mg_v32_e32.cu │ │ ├── egonet_mg_v64_e64.cu │ │ ├── egonet_sg_v32_e32.cu │ │ ├── egonet_sg_v64_e64.cu │ │ ├── flatten_dendrogram.hpp │ │ ├── k_truss_impl.cuh │ │ ├── k_truss_mg_v32_e32.cu │ │ ├── k_truss_mg_v64_e64.cu │ │ ├── k_truss_sg_v32_e32.cu │ │ ├── k_truss_sg_v64_e64.cu │ │ ├── legacy │ │ │ └── spectral_clustering.cu │ │ ├── leiden_impl.cuh │ │ ├── leiden_mg_v32_e32.cu │ │ ├── leiden_mg_v64_e64.cu │ │ ├── leiden_sg_v32_e32.cu │ │ ├── leiden_sg_v64_e64.cu │ │ ├── louvain_impl.cuh │ │ ├── louvain_mg_v32_e32.cu │ │ ├── louvain_mg_v64_e64.cu │ │ ├── louvain_sg_v32_e32.cu │ │ ├── louvain_sg_v64_e64.cu │ │ ├── triangle_count_impl.cuh │ │ ├── triangle_count_mg_v32_e32.cu │ │ ├── triangle_count_mg_v64_e64.cu │ │ ├── triangle_count_sg_v32_e32.cu │ │ └── triangle_count_sg_v64_e64.cu │ ├── components │ │ ├── legacy │ │ │ ├── connectivity.cu │ │ │ └── scc_matrix.cuh │ │ ├── mis_impl.cuh │ │ ├── mis_mg_v32_e32.cu │ │ ├── mis_mg_v64_e64.cu │ │ ├── mis_sg_v32_e32.cu │ │ ├── mis_sg_v64_e64.cu │ │ ├── vertex_coloring_impl.cuh │ │ ├── vertex_coloring_mg_v32_e32.cu │ │ ├── vertex_coloring_mg_v64_e64.cu │ │ ├── vertex_coloring_sg_v32_e32.cu │ │ ├── vertex_coloring_sg_v64_e64.cu │ │ ├── weakly_connected_components_impl.cuh │ │ ├── weakly_connected_components_mg_v32_e32.cu │ │ ├── weakly_connected_components_mg_v64_e64.cu │ │ ├── weakly_connected_components_sg_v32_e32.cu │ │ └── weakly_connected_components_sg_v64_e64.cu │ ├── converters │ │ └── legacy │ │ │ ├── COOtoCSR.cu │ │ │ └── COOtoCSR.cuh │ ├── cores │ │ ├── core_number_impl.cuh │ │ ├── core_number_mg_v32_e32.cu │ │ ├── core_number_mg_v64_e64.cu │ │ ├── core_number_sg_v32_e32.cu │ │ ├── core_number_sg_v64_e64.cu │ │ ├── k_core_impl.cuh │ │ ├── k_core_mg_v32_e32.cu │ │ ├── k_core_mg_v64_e64.cu │ │ ├── k_core_sg_v32_e32.cu │ │ └── k_core_sg_v64_e64.cu │ ├── detail │ │ ├── collect_comm_wrapper.cuh │ │ ├── collect_comm_wrapper_mg_v32_e32.cu │ │ ├── collect_comm_wrapper_mg_v64_e64.cu │ │ ├── collect_local_vertex_values.cuh │ │ ├── collect_local_vertex_values_mg_v32_e32.cu │ │ ├── collect_local_vertex_values_mg_v64_e64.cu │ │ ├── collect_local_vertex_values_sg_v32_e32.cu │ │ ├── collect_local_vertex_values_sg_v64_e64.cu │ │ ├── graph_partition_utils.cuh │ │ ├── groupby_and_count.cuh │ │ ├── groupby_and_count_mg_v32_e32.cu │ │ ├── groupby_and_count_mg_v64_e64.cu │ │ ├── permute_range.cuh │ │ ├── permute_range_v32.cu │ │ ├── permute_range_v64.cu │ │ ├── shuffle_wrappers.hpp │ │ ├── utility_wrappers_32.cu │ │ ├── utility_wrappers_64.cu │ │ └── utility_wrappers_impl.cuh │ ├── generators │ │ ├── erdos_renyi_generator.cuh │ │ ├── erdos_renyi_generator_sg_v32_e32.cu │ │ ├── erdos_renyi_generator_sg_v64_e64.cu │ │ ├── generate_bipartite_rmat_edgelist.cuh │ │ ├── generate_bipartite_rmat_edgelist_sg_v32_e32.cu │ │ ├── generate_bipartite_rmat_edgelist_sg_v64_e64.cu │ │ ├── generate_rmat_edgelist.cuh │ │ ├── generate_rmat_edgelist_sg_v32_e32.cu │ │ ├── generate_rmat_edgelist_sg_v64_e64.cu │ │ ├── generator_tools.cuh │ │ ├── generator_tools_sg_v32_e32.cu │ │ ├── generator_tools_sg_v64_e64.cu │ │ ├── scramble.cuh │ │ ├── simple_generators.cuh │ │ ├── simple_generators_sg_v32_e32.cu │ │ └── simple_generators_sg_v64_e64.cu │ ├── layout │ │ └── legacy │ │ │ ├── barnes_hut.cuh │ │ │ ├── bh_kernels.cuh │ │ │ ├── exact_fa2.cuh │ │ │ ├── exact_repulsion.cuh │ │ │ ├── fa2_kernels.cuh │ │ │ ├── force_atlas2.cu │ │ │ └── utils.hpp │ ├── linear_assignment │ │ └── legacy │ │ │ ├── README-hungarian.md │ │ │ └── hungarian.cu │ ├── link_analysis │ │ ├── hits_impl.cuh │ │ ├── hits_mg_v32_e32.cu │ │ ├── hits_mg_v64_e64.cu │ │ ├── hits_sg_v32_e32.cu │ │ ├── hits_sg_v64_e64.cu │ │ ├── pagerank_impl.cuh │ │ ├── pagerank_mg_v32_e32.cu │ │ ├── pagerank_mg_v64_e64.cu │ │ ├── pagerank_sg_v32_e32.cu │ │ └── pagerank_sg_v64_e64.cu │ ├── link_prediction │ │ ├── cosine_mg_v32_e32.cu │ │ ├── cosine_mg_v64_e64.cu │ │ ├── cosine_sg_v32_e32.cu │ │ ├── cosine_sg_v64_e64.cu │ │ ├── cosine_similarity_impl.cuh │ │ ├── jaccard_impl.cuh │ │ ├── jaccard_mg_v32_e32.cu │ │ ├── jaccard_mg_v64_e64.cu │ │ ├── jaccard_sg_v32_e32.cu │ │ ├── jaccard_sg_v64_e64.cu │ │ ├── overlap_impl.cuh │ │ ├── overlap_mg_v32_e32.cu │ │ ├── overlap_mg_v64_e64.cu │ │ ├── overlap_sg_v32_e32.cu │ │ ├── overlap_sg_v64_e64.cu │ │ ├── similarity_impl.cuh │ │ ├── sorensen_impl.cuh │ │ ├── sorensen_mg_v32_e32.cu │ │ ├── sorensen_mg_v64_e64.cu │ │ ├── sorensen_sg_v32_e32.cu │ │ └── sorensen_sg_v64_e64.cu │ ├── lookup │ │ ├── lookup_src_dst_impl.cuh │ │ ├── lookup_src_dst_mg.cu │ │ ├── lookup_src_dst_mg_v32_e32.cu │ │ ├── lookup_src_dst_mg_v64_e64.cu │ │ ├── lookup_src_dst_sg.cu │ │ ├── lookup_src_dst_sg_v32_e32.cu │ │ └── lookup_src_dst_sg_v64_e64.cu │ ├── mtmg │ │ ├── vertex_pairs_result.cuh │ │ ├── vertex_pairs_result_mg_v32_e32.cu │ │ ├── vertex_pairs_result_mg_v64_e64.cu │ │ ├── vertex_pairs_result_sg_v32_e32.cu │ │ ├── vertex_pairs_result_sg_v64_e64.cu │ │ ├── vertex_result.cuh │ │ ├── vertex_result_mg_v32_e32.cu │ │ ├── vertex_result_mg_v64_e64.cu │ │ ├── vertex_result_sg_v32_e32.cu │ │ └── vertex_result_sg_v64_e64.cu │ ├── prims │ │ ├── count_if_e.cuh │ │ ├── count_if_v.cuh │ │ ├── detail │ │ │ ├── extract_transform_if_v_frontier_e.cuh │ │ │ ├── multi_stream_utils.cuh │ │ │ ├── nbr_intersection.cuh │ │ │ ├── optional_dataframe_buffer.hpp │ │ │ ├── partition_v_frontier.cuh │ │ │ ├── per_v_transform_reduce_e.cuh │ │ │ ├── prim_functors.cuh │ │ │ ├── prim_utils.cuh │ │ │ ├── sample_and_compute_local_nbr_indices.cuh │ │ │ └── transform_v_frontier_e.cuh │ │ ├── edge_bucket.cuh │ │ ├── extract_transform_e.cuh │ │ ├── extract_transform_if_e.cuh │ │ ├── extract_transform_if_v_frontier_outgoing_e.cuh │ │ ├── extract_transform_v_frontier_outgoing_e.cuh │ │ ├── fill_edge_property.cuh │ │ ├── fill_edge_src_dst_property.cuh │ │ ├── key_store.cuh │ │ ├── kv_store.cuh │ │ ├── per_v_pair_dst_nbr_intersection.cuh │ │ ├── per_v_pair_transform_dst_nbr_intersection.cuh │ │ ├── per_v_random_select_transform_outgoing_e.cuh │ │ ├── per_v_transform_reduce_dst_key_aggregated_outgoing_e.cuh │ │ ├── per_v_transform_reduce_if_incoming_outgoing_e.cuh │ │ ├── per_v_transform_reduce_incoming_outgoing_e.cuh │ │ ├── property_op_utils.cuh │ │ ├── reduce_op.cuh │ │ ├── reduce_v.cuh │ │ ├── transform_e.cuh │ │ ├── transform_gather_e.cuh │ │ ├── transform_reduce_dst_nbr_intersection_of_e_endpoints_by_v.cuh │ │ ├── transform_reduce_e.cuh │ │ ├── transform_reduce_e_by_src_dst_key.cuh │ │ ├── transform_reduce_if_v_frontier_outgoing_e_by_dst.cuh │ │ ├── transform_reduce_v.cuh │ │ ├── transform_reduce_v_frontier_outgoing_e_by_dst.cuh │ │ ├── update_edge_src_dst_property.cuh │ │ ├── update_v_frontier.cuh │ │ └── vertex_frontier.cuh │ ├── sampling │ │ ├── detail │ │ │ ├── check_edge_bias_values.cuh │ │ │ ├── check_edge_bias_values_mg_v32_e32.cu │ │ │ ├── check_edge_bias_values_mg_v64_e64.cu │ │ │ ├── check_edge_bias_values_sg_v32_e32.cu │ │ │ ├── check_edge_bias_values_sg_v64_e64.cu │ │ │ ├── conversion_utilities.cu │ │ │ ├── gather_one_hop_impl.cuh │ │ │ ├── gather_one_hop_mg_v32_e32.cu │ │ │ ├── gather_one_hop_mg_v64_e64.cu │ │ │ ├── gather_one_hop_sg_v32_e32.cu │ │ │ ├── gather_one_hop_sg_v64_e64.cu │ │ │ ├── gather_sampled_properties.cu │ │ │ ├── gather_sampled_properties.cuh │ │ │ ├── prepare_next_frontier_impl.cuh │ │ │ ├── prepare_next_frontier_mg_v32_e32.cu │ │ │ ├── prepare_next_frontier_mg_v64_e64.cu │ │ │ ├── prepare_next_frontier_sg_v32_e32.cu │ │ │ ├── prepare_next_frontier_sg_v64_e64.cu │ │ │ ├── remove_visited_vertices_from_frontier.cuh │ │ │ ├── remove_visited_vertices_from_frontier_sg_v32_e32.cu │ │ │ ├── remove_visited_vertices_from_frontier_sg_v64_e64.cu │ │ │ ├── sample_edges.cuh │ │ │ ├── sample_edges_mg_v32_e32.cu │ │ │ ├── sample_edges_mg_v64_e64.cu │ │ │ ├── sample_edges_sg_v32_e32.cu │ │ │ ├── sample_edges_sg_v64_e64.cu │ │ │ ├── sampling_utils.hpp │ │ │ ├── shuffle_and_organize_output.cu │ │ │ ├── temporal_partition_vertices_impl.cuh │ │ │ ├── temporal_partition_vertices_v32.cu │ │ │ ├── temporal_partition_vertices_v64.cu │ │ │ ├── temporal_sample_edges_mg_v32_e32.cu │ │ │ ├── temporal_sample_edges_mg_v64_e64.cu │ │ │ ├── temporal_sample_edges_sg_v32_e32.cu │ │ │ ├── temporal_sample_edges_sg_v64_e64.cu │ │ │ ├── update_temporal_edge_mask_impl.cuh │ │ │ ├── update_temporal_edge_mask_mg_v32_e32.cu │ │ │ ├── update_temporal_edge_mask_mg_v64_e64.cu │ │ │ ├── update_temporal_edge_mask_sg_v32_e32.cu │ │ │ └── update_temporal_edge_mask_sg_v64_e64.cu │ │ ├── negative_sampling_impl.cuh │ │ ├── negative_sampling_mg_v32_e32.cu │ │ ├── negative_sampling_mg_v64_e64.cu │ │ ├── negative_sampling_sg_v32_e32.cu │ │ ├── negative_sampling_sg_v64_e64.cu │ │ ├── neighbor_sampling_impl.hpp │ │ ├── neighbor_sampling_mg_v32_e32.cu │ │ ├── neighbor_sampling_mg_v64_e64.cu │ │ ├── neighbor_sampling_sg_v32_e32.cu │ │ ├── neighbor_sampling_sg_v64_e64.cu │ │ ├── random_walks_impl.cuh │ │ ├── random_walks_mg_v32_e32.cu │ │ ├── random_walks_mg_v64_e64.cu │ │ ├── random_walks_sg_v32_e32.cu │ │ ├── random_walks_sg_v64_e64.cu │ │ ├── sampling_post_processing_impl.cuh │ │ ├── sampling_post_processing_sg_v32_e32.cu │ │ ├── sampling_post_processing_sg_v64_e64.cu │ │ ├── temporal_sampling_impl.hpp │ │ ├── temporal_sampling_mg_v32_e32.cu │ │ ├── temporal_sampling_mg_v64_e64.cu │ │ ├── temporal_sampling_sg_v32_e32.cu │ │ └── temporal_sampling_sg_v64_e64.cu │ ├── structure │ │ ├── coarsen_graph_impl.cuh │ │ ├── coarsen_graph_mg_v32_e32.cu │ │ ├── coarsen_graph_mg_v64_e64.cu │ │ ├── coarsen_graph_sg_v32_e32.cu │ │ ├── coarsen_graph_sg_v64_e64.cu │ │ ├── create_graph_from_edgelist_impl.cuh │ │ ├── create_graph_from_edgelist_mg_v32_e32.cu │ │ ├── create_graph_from_edgelist_mg_v64_e64.cu │ │ ├── create_graph_from_edgelist_sg_v32_e32.cu │ │ ├── create_graph_from_edgelist_sg_v64_e64.cu │ │ ├── decompress_to_edgelist_impl.cuh │ │ ├── decompress_to_edgelist_mg_v32_e32.cu │ │ ├── decompress_to_edgelist_mg_v64_e64.cu │ │ ├── decompress_to_edgelist_sg_v32_e32.cu │ │ ├── decompress_to_edgelist_sg_v64_e64.cu │ │ ├── detail │ │ │ └── structure_utils.cuh │ │ ├── graph_impl.cuh │ │ ├── graph_mg_v32_e32.cu │ │ ├── graph_mg_v64_e64.cu │ │ ├── graph_sg_v32_e32.cu │ │ ├── graph_sg_v64_e64.cu │ │ ├── graph_view_impl.cuh │ │ ├── graph_view_mg_v32_e32.cu │ │ ├── graph_view_mg_v64_e64.cu │ │ ├── graph_view_sg_v32_e32.cu │ │ ├── graph_view_sg_v64_e64.cu │ │ ├── graph_weight_utils_impl.cuh │ │ ├── graph_weight_utils_mg_v32_e32.cu │ │ ├── graph_weight_utils_mg_v64_e64.cu │ │ ├── graph_weight_utils_sg_v32_e32.cu │ │ ├── graph_weight_utils_sg_v64_e64.cu │ │ ├── induced_subgraph_impl.cuh │ │ ├── induced_subgraph_mg_v32_e32.cu │ │ ├── induced_subgraph_mg_v64_e64.cu │ │ ├── induced_subgraph_sg_v32_e32.cu │ │ ├── induced_subgraph_sg_v64_e64.cu │ │ ├── legacy │ │ │ └── graph.cu │ │ ├── relabel_impl.cuh │ │ ├── relabel_mg_v32_e32.cu │ │ ├── relabel_mg_v64_e64.cu │ │ ├── relabel_sg_v32_e32.cu │ │ ├── relabel_sg_v64_e64.cu │ │ ├── remove_multi_edges_impl.cuh │ │ ├── remove_multi_edges_sg_v32_e32.cu │ │ ├── remove_multi_edges_sg_v64_e64.cu │ │ ├── remove_self_loops_impl.cuh │ │ ├── remove_self_loops_sg_v32_e32.cu │ │ ├── remove_self_loops_sg_v64_e64.cu │ │ ├── renumber_edgelist_impl.cuh │ │ ├── renumber_edgelist_mg_v32_e32.cu │ │ ├── renumber_edgelist_mg_v64_e64.cu │ │ ├── renumber_edgelist_sg_v32_e32.cu │ │ ├── renumber_edgelist_sg_v64_e64.cu │ │ ├── renumber_utils_impl.cuh │ │ ├── renumber_utils_mg_v32_e32.cu │ │ ├── renumber_utils_mg_v64_e64.cu │ │ ├── renumber_utils_sg_v32_e32.cu │ │ ├── renumber_utils_sg_v64_e64.cu │ │ ├── select_random_vertices_impl.hpp │ │ ├── select_random_vertices_mg_v32_e32.cu │ │ ├── select_random_vertices_mg_v64_e64.cu │ │ ├── select_random_vertices_sg_v32_e32.cu │ │ ├── select_random_vertices_sg_v64_e64.cu │ │ ├── symmetrize_edgelist_impl.cuh │ │ ├── symmetrize_edgelist_mg_v32_e32.cu │ │ ├── symmetrize_edgelist_mg_v64_e64.cu │ │ ├── symmetrize_edgelist_sg_v32_e32.cu │ │ ├── symmetrize_edgelist_sg_v64_e64.cu │ │ ├── symmetrize_graph_impl.cuh │ │ ├── symmetrize_graph_mg_v32_e32.cu │ │ ├── symmetrize_graph_mg_v64_e64.cu │ │ ├── symmetrize_graph_sg_v32_e32.cu │ │ ├── symmetrize_graph_sg_v64_e64.cu │ │ ├── transpose_graph_impl.cuh │ │ ├── transpose_graph_mg_v32_e32.cu │ │ ├── transpose_graph_mg_v64_e64.cu │ │ ├── transpose_graph_sg_v32_e32.cu │ │ ├── transpose_graph_sg_v64_e64.cu │ │ ├── transpose_graph_storage_impl.cuh │ │ ├── transpose_graph_storage_mg_v32_e32.cu │ │ ├── transpose_graph_storage_mg_v64_e64.cu │ │ ├── transpose_graph_storage_sg_v32_e32.cu │ │ └── transpose_graph_storage_sg_v64_e64.cu │ ├── traversal │ │ ├── README.md │ │ ├── bfs_impl.cuh │ │ ├── bfs_mg_v32_e32.cu │ │ ├── bfs_mg_v64_e64.cu │ │ ├── bfs_sg_v32_e32.cu │ │ ├── bfs_sg_v64_e64.cu │ │ ├── extract_bfs_paths_impl.cuh │ │ ├── extract_bfs_paths_mg_v32_e32.cu │ │ ├── extract_bfs_paths_mg_v64_e64.cu │ │ ├── extract_bfs_paths_sg_v32_e32.cu │ │ ├── extract_bfs_paths_sg_v64_e64.cu │ │ ├── k_hop_nbrs_impl.cuh │ │ ├── k_hop_nbrs_mg_v32_e32.cu │ │ ├── k_hop_nbrs_mg_v64_e64.cu │ │ ├── k_hop_nbrs_sg_v32_e32.cu │ │ ├── k_hop_nbrs_sg_v64_e64.cu │ │ ├── od_shortest_distances_impl.cuh │ │ ├── od_shortest_distances_sg_v32_e32.cu │ │ ├── od_shortest_distances_sg_v64_e64.cu │ │ ├── sssp_impl.cuh │ │ ├── sssp_mg_v32_e32.cu │ │ ├── sssp_mg_v64_e64.cu │ │ ├── sssp_sg_v32_e32.cu │ │ └── sssp_sg_v64_e64.cu │ ├── tree │ │ └── legacy │ │ │ └── mst.cu │ └── utilities │ │ ├── collect_comm.cuh │ │ ├── error_check_utils.cuh │ │ ├── path_retrieval.cuh │ │ ├── path_retrieval_sg_v32_e32.cu │ │ ├── path_retrieval_sg_v64_e64.cu │ │ ├── shuffle_local_edge_srcs_dsts.cuh │ │ ├── shuffle_local_edge_srcs_dsts_mg_v32.cu │ │ ├── shuffle_local_edge_srcs_dsts_mg_v64.cu │ │ ├── shuffle_properties_mg.cu │ │ ├── shuffle_vertex_pairs.cuh │ │ ├── shuffle_vertex_pairs_mg_v32_e32.cu │ │ ├── shuffle_vertex_pairs_mg_v64_e64.cu │ │ ├── shuffle_vertices.cuh │ │ ├── shuffle_vertices_mg_v32.cu │ │ ├── shuffle_vertices_mg_v64.cu │ │ ├── validation_checks.cu │ │ ├── validation_checks.hpp │ │ └── validation_checks_impl.cuh └── tests │ ├── CMakeLists.txt │ ├── README.md │ ├── c_api │ ├── betweenness_centrality_test.c │ ├── bfs_test.c │ ├── biased_neighbor_sample_test.c │ ├── c_test_utils.h │ ├── core_number_test.c │ ├── count_multi_edges_test.c │ ├── create_graph_test.c │ ├── degrees_test.c │ ├── ecg_test.c │ ├── edge_betweenness_centrality_test.c │ ├── egonet_test.c │ ├── eigenvector_centrality_test.c │ ├── extract_paths_test.c │ ├── generate_rmat_test.c │ ├── hits_test.c │ ├── induced_subgraph_test.c │ ├── k_core_test.c │ ├── k_truss_test.c │ ├── katz_test.c │ ├── legacy_mst_test.c │ ├── legacy_spectral_test.c │ ├── leiden_test.c │ ├── louvain_test.c │ ├── mg_betweenness_centrality_test.c │ ├── mg_bfs_test.c │ ├── mg_biased_neighbor_sample_test.c │ ├── mg_core_number_test.c │ ├── mg_count_multi_edges_test.c │ ├── mg_create_graph_test.c │ ├── mg_degrees_test.c │ ├── mg_ecg_test.c │ ├── mg_edge_betweenness_centrality_test.c │ ├── mg_egonet_test.c │ ├── mg_eigenvector_centrality_test.c │ ├── mg_generate_rmat_test.c │ ├── mg_hits_test.c │ ├── mg_induced_subgraph_test.c │ ├── mg_k_core_test.c │ ├── mg_k_truss_test.c │ ├── mg_katz_test.c │ ├── mg_leiden_test.c │ ├── mg_lookup_src_dst_test.c │ ├── mg_louvain_test.c │ ├── mg_negative_sampling_test.c │ ├── mg_pagerank_test.c │ ├── mg_random_walks_test.c │ ├── mg_similarity_test.c │ ├── mg_sssp_test.c │ ├── mg_strongly_connected_components_test.c │ ├── mg_test_utils.cpp │ ├── mg_test_utils.h │ ├── mg_triangle_count_test.c │ ├── mg_two_hop_neighbors_test.c │ ├── mg_uniform_neighbor_sample_test.c │ ├── mg_uniform_temporal_neighbor_sample_test.c │ ├── mg_weakly_connected_components_test.c │ ├── negative_sampling_test.c │ ├── pagerank_test.c │ ├── renumber_arbitrary_edgelist_test.c │ ├── sg_random_walks_test.c │ ├── similarity_test.c │ ├── sssp_test.c │ ├── strongly_connected_components_test.c │ ├── test_utils.cpp │ ├── triangle_count_test.c │ ├── two_hop_neighbors_test.c │ ├── uniform_neighbor_sample_test.c │ ├── uniform_temporal_neighbor_sample_test.c │ └── weakly_connected_components_test.c │ ├── centrality │ ├── betweenness_centrality_reference.hpp │ ├── betweenness_centrality_test.cpp │ ├── betweenness_centrality_validate.cu │ ├── betweenness_centrality_validate.hpp │ ├── edge_betweenness_centrality_test.cpp │ ├── eigenvector_centrality_test.cpp │ ├── katz_centrality_test.cpp │ ├── mg_betweenness_centrality_test.cpp │ ├── mg_edge_betweenness_centrality_test.cpp │ ├── mg_eigenvector_centrality_test.cpp │ └── mg_katz_centrality_test.cpp │ ├── community │ ├── balanced_edge_test.cpp │ ├── edge_triangle_count_test.cpp │ ├── egonet_test.cpp │ ├── egonet_validate.cu │ ├── egonet_validate.hpp │ ├── k_truss_test.cpp │ ├── leiden_test.cpp │ ├── louvain_test.cpp │ ├── mg_ecg_test.cpp │ ├── mg_edge_triangle_count_test.cpp │ ├── mg_egonet_test.cu │ ├── mg_k_truss_test.cpp │ ├── mg_leiden_test.cpp │ ├── mg_louvain_test.cpp │ ├── mg_triangle_count_test.cpp │ ├── mg_weighted_matching_test.cpp │ ├── triangle_count_test.cpp │ └── weighted_matching_test.cpp │ ├── components │ ├── mg_mis_test.cu │ ├── mg_vertex_coloring_test.cu │ ├── mg_weakly_connected_components_test.cpp │ ├── mis_test.cu │ ├── scc_test.cu │ ├── vertex_coloring_test.cu │ └── weakly_connected_components_test.cpp │ ├── cores │ ├── core_number_test.cpp │ ├── k_core_test.cpp │ ├── k_core_validate.cu │ ├── k_core_validate.hpp │ ├── mg_core_number_test.cpp │ └── mg_k_core_test.cpp │ ├── generators │ ├── erdos_renyi_test.cpp │ ├── generate_bipartite_rmat_test.cpp │ ├── generate_rmat_test.cpp │ └── generators_test.cpp │ ├── layout │ └── legacy │ │ ├── force_atlas2_test.cu │ │ ├── knn.h │ │ └── trust_worthiness.h │ ├── linear_assignment │ └── hungarian_test.cu │ ├── link_analysis │ ├── hits_test.cpp │ ├── mg_hits_test.cpp │ ├── mg_pagerank_test.cpp │ └── pagerank_test.cpp │ ├── link_prediction │ ├── mg_similarity_test.cpp │ ├── mg_weighted_similarity_test.cpp │ ├── similarity_compare.cpp │ ├── similarity_compare.hpp │ ├── similarity_test.cu │ └── weighted_similarity_test.cpp │ ├── lookup │ ├── lookup_src_dst_test.cpp │ └── mg_lookup_src_dst_test.cpp │ ├── mtmg │ ├── multi_node_threaded_test.cpp │ ├── threaded_test.cpp │ ├── threaded_test_jaccard.cpp │ └── threaded_test_louvain.cpp │ ├── prims │ ├── mg_count_if_e.cu │ ├── mg_count_if_v.cu │ ├── mg_extract_transform_e.cu │ ├── mg_extract_transform_if_e.cu │ ├── mg_extract_transform_if_v_frontier_outgoing_e.cu │ ├── mg_extract_transform_v_frontier_outgoing_e.cu │ ├── mg_per_v_pair_transform_dst_nbr_intersection.cu │ ├── mg_per_v_pair_transform_dst_nbr_weighted_intersection.cu │ ├── mg_per_v_random_select_transform_outgoing_e.cu │ ├── mg_per_v_transform_reduce_dst_key_aggregated_outgoing_e.cu │ ├── mg_per_v_transform_reduce_incoming_outgoing_e.cu │ ├── mg_reduce_v.cu │ ├── mg_transform_e.cu │ ├── mg_transform_gather_e.cu │ ├── mg_transform_gather_e_edge_ids.cu │ ├── mg_transform_reduce_dst_nbr_intersection_of_e_endpoints_by_v.cu │ ├── mg_transform_reduce_e.cu │ ├── mg_transform_reduce_e_by_src_dst_key.cu │ ├── mg_transform_reduce_if_v_frontier_outgoing_e_by_dst.cu │ ├── mg_transform_reduce_v.cu │ ├── mg_transform_reduce_v_frontier_outgoing_e_by_dst.cu │ └── result_compare.cuh │ ├── sampling │ ├── detail │ │ ├── nbr_sampling_validate.cu │ │ ├── nbr_sampling_validate.hpp │ │ ├── sampling_post_processing_validate.cu │ │ └── sampling_post_processing_validate.hpp │ ├── heterogeneous_biased_neighbor_sampling.cpp │ ├── heterogeneous_uniform_neighbor_sampling.cpp │ ├── homogeneous_biased_neighbor_sampling.cpp │ ├── homogeneous_uniform_neighbor_sampling.cpp │ ├── mg_heterogeneous_biased_neighbor_sampling.cpp │ ├── mg_heterogeneous_uniform_neighbor_sampling.cpp │ ├── mg_homogeneous_biased_neighbor_sampling.cpp │ ├── mg_homogeneous_uniform_neighbor_sampling.cpp │ ├── mg_negative_sampling.cpp │ ├── mg_random_walks_test.cpp │ ├── mg_temporal_neighbor_sampling.cpp │ ├── negative_sampling.cpp │ ├── random_walks_check.cuh │ ├── random_walks_check.hpp │ ├── random_walks_check_mg.cu │ ├── random_walks_check_sg.cu │ ├── random_walks_utils.cuh │ ├── sampling_heterogeneous_post_processing_test.cpp │ ├── sampling_post_processing_test.cpp │ ├── sg_random_walks_test.cpp │ └── temporal_neighbor_sampling.cpp │ ├── structure │ ├── coarsen_graph_test.cpp │ ├── count_self_loops_and_multi_edges_test.cpp │ ├── degree_test.cpp │ ├── has_edge_and_compute_multiplicity_test.cpp │ ├── induced_subgraph_test.cpp │ ├── induced_subgraph_validate.cu │ ├── induced_subgraph_validate.hpp │ ├── mg_coarsen_graph_test.cpp │ ├── mg_count_self_loops_and_multi_edges_test.cpp │ ├── mg_has_edge_and_compute_multiplicity_test.cpp │ ├── mg_induced_subgraph_test.cu │ ├── mg_select_random_vertices_test.cpp │ ├── mg_symmetrize_test.cpp │ ├── mg_temporal_graph_test.cpp │ ├── mg_transpose_storage_test.cpp │ ├── mg_transpose_test.cpp │ ├── remove_multi_edges_test.cpp │ ├── renumbering_test.cpp │ ├── streams.cu │ ├── symmetrize_test.cpp │ ├── temporal_graph_test.cpp │ ├── transpose_storage_test.cpp │ ├── transpose_test.cpp │ └── weight_sum_test.cpp │ ├── traversal │ ├── bfs_test.cpp │ ├── detail │ │ ├── graph500_forest_pruning_utils.cuh │ │ ├── graph500_misc.cuh │ │ ├── graph500_nbr_unrenumber_cache.cuh │ │ └── graph500_validation_utils.cuh │ ├── extract_bfs_paths_test.cu │ ├── k_hop_nbrs_test.cpp │ ├── mg_bfs_test.cpp │ ├── mg_extract_bfs_paths_test.cu │ ├── mg_graph500_bfs_test.cu │ ├── mg_graph500_sssp_test.cu │ ├── mg_k_hop_nbrs_test.cpp │ ├── mg_sssp_test.cpp │ ├── ms_bfs_test.cpp │ ├── od_shortest_distances_test.cpp │ └── sssp_test.cpp │ ├── tree │ └── mst_test.cu │ └── utilities │ ├── base_fixture.hpp │ ├── check_utilities.hpp │ ├── conversion_utilities.hpp │ ├── conversion_utilities_impl.cuh │ ├── conversion_utilities_mg.cu │ ├── conversion_utilities_sg.cu │ ├── csv_file_utilities.cu │ ├── csv_file_utilities.hpp │ ├── cxxopts.hpp │ ├── debug_utilities.hpp │ ├── debug_utilities_impl.hpp │ ├── debug_utilities_mg.cpp │ ├── debug_utilities_sg.cpp │ ├── device_comm_wrapper.cu │ ├── device_comm_wrapper.hpp │ ├── matrix_market_file_utilities.cu │ ├── matrix_market_file_utilities.hpp │ ├── mg_utilities.cpp │ ├── mg_utilities.hpp │ ├── misc_utilities.cpp │ ├── misc_utilities.hpp │ ├── property_generator_kernels.cuh │ ├── property_generator_utilities.hpp │ ├── property_generator_utilities_impl.cuh │ ├── property_generator_utilities_mg.cu │ ├── property_generator_utilities_sg.cu │ ├── test_graphs.hpp │ ├── thrust_wrapper.cu │ ├── thrust_wrapper.hpp │ ├── validation_utilities.cu │ └── validation_utilities.hpp ├── datasets ├── README.md ├── cyber.csv ├── dolphins.csv ├── dolphins.mtx ├── dolphins_multi_edge.csv ├── dolphins_s_loop.csv ├── eil51.tsp ├── email-Eu-core.csv ├── get_test_data.sh ├── gil262.tsp ├── hibench_small │ └── 1 │ │ └── part-00000.csv ├── karate-asymmetric.csv ├── karate-data.csv ├── karate-disjoint-sequential.csv ├── karate-disjoint.csv ├── karate.csv ├── karate.mtx ├── karate_mod.mtx ├── karate_multi_edge.csv ├── karate_s_loop.csv ├── karate_str.mtx ├── karate_undirected.csv ├── kroA100.tsp ├── negative-vertex-id.csv ├── netscience.csv ├── netscience.mtx ├── polbooks.csv ├── polbooks.mtx ├── ref │ ├── katz │ │ ├── dolphins.csv │ │ ├── karate.csv │ │ ├── netscience.csv │ │ └── polbooks.csv │ └── ktruss │ │ ├── netscience.csv │ │ └── polbooks.csv ├── small_line.csv ├── small_tree.csv ├── toy_graph.csv ├── toy_graph_undirected.csv └── tsp225.tsp ├── dependencies.yaml ├── img ├── GDF_community.png ├── Scaling.png ├── Stack.png ├── Stack2.png ├── cugraph-stack.png ├── cugraph_logo_2.png ├── gaas_img_1.png ├── gaas_img_2.png ├── gnn_blog.png ├── gnn_context.png ├── gnn_framework.png ├── goai_logo.png ├── pg_example.png ├── rapids_arrow.png └── rapids_logo.png ├── mg_utils ├── README.md ├── default-config.sh ├── functions.sh ├── run-dask-process.sh └── wait_for_workers.py ├── notebooks ├── README.md ├── algorithms │ ├── README.md │ ├── centrality │ │ ├── Betweenness.ipynb │ │ ├── Centrality.ipynb │ │ ├── Degree.ipynb │ │ ├── Eigenvector.ipynb │ │ ├── Katz.ipynb │ │ └── README.md │ ├── community │ │ ├── Community-Clustering.ipynb │ │ ├── ECG.ipynb │ │ ├── Induced-Subgraph.ipynb │ │ ├── Louvain.ipynb │ │ ├── README.md │ │ ├── Spectral-Clustering.ipynb │ │ ├── Triangle-Counting.ipynb │ │ └── ktruss.ipynb │ ├── components │ │ ├── ConnectedComponents.ipynb │ │ └── README.md │ ├── cores │ │ ├── README.md │ │ ├── core-number.ipynb │ │ └── kcore.ipynb │ ├── layout │ │ └── Force-Atlas2.ipynb │ ├── link_analysis │ │ ├── HITS.ipynb │ │ ├── Pagerank.ipynb │ │ └── README.md │ ├── link_prediction │ │ ├── Jaccard-Similarity.ipynb │ │ ├── Overlap-Similarity.ipynb │ │ ├── README.md │ │ ├── Sorensen_coefficient.ipynb │ │ └── similarity_combined.ipynb │ ├── sampling │ │ ├── README.md │ │ └── RandomWalk.ipynb │ ├── structure │ │ ├── README.md │ │ ├── Renumber-2.ipynb │ │ ├── Renumber.ipynb │ │ └── Symmetrize.ipynb │ └── traversal │ │ ├── BFS.ipynb │ │ ├── README.md │ │ └── SSSP.ipynb ├── applications │ ├── CostMatrix.ipynb │ ├── SKIP_CI_TESTING │ └── gen_550M.ipynb ├── cugraph_benchmarks │ ├── README.md │ ├── SKIP_CI_TESTING │ ├── benchmarks_snmg.ipynb │ ├── bfs_benchmark.ipynb │ ├── data │ ├── dataPrep.sh │ ├── louvain_benchmark.ipynb │ ├── nx_cugraph_bc_benchmarking.ipynb │ ├── pagerank_benchmark.ipynb │ ├── random_walk_benchmark.ipynb │ ├── random_walk_perf.ipynb │ ├── release.ipynb │ ├── sssp_benchmark.ipynb │ ├── synth_release_single_gpu.ipynb │ └── synth_release_single_node_multi_gpu.ipynb ├── data ├── demo │ ├── SKIP_CI_TESTING │ ├── centrality_patentsview.ipynb │ ├── mg_jaccard.ipynb │ ├── mg_louvain.ipynb │ ├── mg_pagerank.ipynb │ ├── mg_property_graph.ipynb │ ├── twitter-2010-spark.png │ └── uvm.ipynb ├── gnn │ └── SKIP_CI_TESTING ├── img │ ├── Full-four_node_replication.png │ ├── GraphAnalyticsFigure.jpg │ ├── dorm_data_diagram.png │ ├── graph_after_ghost.png │ ├── graph_after_replication.png │ ├── karate_hits.png │ ├── karate_similarity.png │ ├── karete-kcore.jpg │ ├── netscience.png │ ├── netscience_scc.png │ ├── rapids_logo.png │ ├── zachary_black_lines.png │ ├── zachary_graph_centrality.png │ ├── zachary_graph_clusters.png │ ├── zachary_graph_comm.png │ ├── zachary_graph_hits.png │ ├── zachary_graph_pagerank.png │ └── zachary_graph_path.png └── modules │ ├── README.md │ ├── SKIP_CI_TESTING │ └── mag240m_pg.ipynb ├── print_env.sh ├── pyproject.toml ├── python ├── .coveragerc ├── .gitignore ├── cugraph │ ├── CMakeLists.txt │ ├── LICENSE │ ├── README.md │ ├── cugraph │ │ ├── VERSION │ │ ├── __init__.py │ │ ├── _version.py │ │ ├── centrality │ │ │ ├── __init__.py │ │ │ ├── betweenness_centrality.py │ │ │ ├── degree_centrality.py │ │ │ ├── eigenvector_centrality.py │ │ │ └── katz_centrality.py │ │ ├── community │ │ │ ├── __init__.py │ │ │ ├── ecg.py │ │ │ ├── egonet.py │ │ │ ├── induced_subgraph.py │ │ │ ├── ktruss_subgraph.py │ │ │ ├── leiden.py │ │ │ ├── louvain.py │ │ │ ├── spectral_clustering.py │ │ │ └── triangle_count.py │ │ ├── components │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── connectivity.pxd │ │ │ ├── connectivity.py │ │ │ └── connectivity_wrapper.pyx │ │ ├── cores │ │ │ ├── __init__.py │ │ │ ├── core_number.py │ │ │ └── k_core.py │ │ ├── dask │ │ │ ├── __init__.py │ │ │ ├── centrality │ │ │ │ ├── __init__.py │ │ │ │ ├── betweenness_centrality.py │ │ │ │ ├── eigenvector_centrality.py │ │ │ │ └── katz_centrality.py │ │ │ ├── common │ │ │ │ ├── __init__.py │ │ │ │ ├── input_utils.py │ │ │ │ ├── mg_utils.py │ │ │ │ ├── part_utils.py │ │ │ │ └── read_utils.py │ │ │ ├── comms │ │ │ │ ├── __init__.py │ │ │ │ └── comms.py │ │ │ ├── community │ │ │ │ ├── __init__.py │ │ │ │ ├── ecg.py │ │ │ │ ├── egonet.py │ │ │ │ ├── induced_subgraph.py │ │ │ │ ├── ktruss_subgraph.py │ │ │ │ ├── leiden.py │ │ │ │ ├── louvain.py │ │ │ │ └── triangle_count.py │ │ │ ├── components │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── __init__.py │ │ │ │ └── connectivity.py │ │ │ ├── cores │ │ │ │ ├── __init__.py │ │ │ │ ├── core_number.py │ │ │ │ └── k_core.py │ │ │ ├── link_analysis │ │ │ │ ├── __init__.py │ │ │ │ ├── hits.py │ │ │ │ └── pagerank.py │ │ │ ├── link_prediction │ │ │ │ ├── __init__.py │ │ │ │ ├── cosine.py │ │ │ │ ├── jaccard.py │ │ │ │ ├── overlap.py │ │ │ │ └── sorensen.py │ │ │ ├── sampling │ │ │ │ ├── __init__.py │ │ │ │ ├── biased_random_walks.py │ │ │ │ ├── node2vec_random_walks.py │ │ │ │ ├── random_walks.py │ │ │ │ └── uniform_random_walks.py │ │ │ ├── structure │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── __init__.py │ │ │ │ ├── mg_property_graph.py │ │ │ │ └── replication.pyx │ │ │ └── traversal │ │ │ │ ├── __init__.py │ │ │ │ ├── bfs.py │ │ │ │ └── sssp.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── dataset.py │ │ │ ├── datasets_config.yaml │ │ │ └── metadata │ │ │ │ ├── __init__.py │ │ │ │ ├── amazon0302.yaml │ │ │ │ ├── cit-patents.yaml │ │ │ │ ├── cyber.yaml │ │ │ │ ├── dining_prefs.yaml │ │ │ │ ├── dolphins.yaml │ │ │ │ ├── email_Eu_core.yaml │ │ │ │ ├── europe_osm.yaml │ │ │ │ ├── hollywood.yaml │ │ │ │ ├── karate.yaml │ │ │ │ ├── karate_asymmetric.yaml │ │ │ │ ├── karate_disjoint.yaml │ │ │ │ ├── netscience.yaml │ │ │ │ ├── polbooks.yaml │ │ │ │ ├── small_line.yaml │ │ │ │ ├── small_tree.yaml │ │ │ │ ├── soc-livejournal1.yaml │ │ │ │ ├── soc-twitter-2010.yaml │ │ │ │ ├── toy_graph.yaml │ │ │ │ └── toy_graph_undirected.yaml │ │ ├── exceptions.py │ │ ├── experimental │ │ │ ├── __init__.py │ │ │ ├── compat │ │ │ │ └── __init__.py │ │ │ ├── components │ │ │ │ ├── __init__.py │ │ │ │ └── scc.py │ │ │ ├── dask │ │ │ │ └── __init__.py │ │ │ ├── gnn │ │ │ │ └── __init__.py │ │ │ └── structure │ │ │ │ ├── __init__.py │ │ │ │ └── bicliques.py │ │ ├── generators │ │ │ ├── __init__.py │ │ │ └── rmat.py │ │ ├── gnn │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── comms.py │ │ │ └── data_loading │ │ │ │ ├── __init__.py │ │ │ │ ├── bulk_sampler_io.py │ │ │ │ ├── dist_io │ │ │ │ ├── __init__.py │ │ │ │ ├── reader.py │ │ │ │ └── writer.py │ │ │ │ └── dist_sampler.py │ │ ├── internals │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── callbacks_implems.hpp │ │ │ └── internals.pyx │ │ ├── layout │ │ │ ├── __init__.py │ │ │ └── force_atlas2.py │ │ ├── linear_assignment │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── lap.pxd │ │ │ ├── lap.py │ │ │ └── lap_wrapper.pyx │ │ ├── link_analysis │ │ │ ├── __init__.py │ │ │ ├── hits.py │ │ │ └── pagerank.py │ │ ├── link_prediction │ │ │ ├── __init__.py │ │ │ ├── cosine.py │ │ │ ├── jaccard.py │ │ │ ├── overlap.py │ │ │ └── sorensen.py │ │ ├── sampling │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── biased_random_walks.py │ │ │ ├── heterogeneous_neighbor_sample.py │ │ │ ├── homogeneous_neighbor_sample.py │ │ │ ├── node2vec_random_walks.py │ │ │ ├── sampling_utilities.py │ │ │ └── uniform_random_walks.py │ │ ├── structure │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── convert_matrix.py │ │ │ ├── graph_classes.py │ │ │ ├── graph_implementation │ │ │ │ ├── __init__.py │ │ │ │ ├── npartiteGraph.py │ │ │ │ ├── simpleDistributedGraph.py │ │ │ │ └── simpleGraph.py │ │ │ ├── graph_primtypes.pxd │ │ │ ├── graph_primtypes.pyx │ │ │ ├── graph_primtypes_wrapper.pyx │ │ │ ├── graph_utilities.pxd │ │ │ ├── hypergraph.py │ │ │ ├── number_map.py │ │ │ ├── property_graph.py │ │ │ ├── replicate_edgelist.py │ │ │ ├── symmetrize.py │ │ │ ├── utils.pxd │ │ │ └── utils_wrapper.pyx │ │ ├── testing │ │ │ ├── __init__.py │ │ │ ├── generate_resultsets.py │ │ │ ├── mg_utils.py │ │ │ ├── resultset.py │ │ │ └── utils.py │ │ ├── tests │ │ │ ├── centrality │ │ │ │ ├── test_batch_betweenness_centrality_mg.py │ │ │ │ ├── test_batch_edge_betweenness_centrality_mg.py │ │ │ │ ├── test_betweenness_centrality.py │ │ │ │ ├── test_betweenness_centrality_mg.py │ │ │ │ ├── test_degree_centrality.py │ │ │ │ ├── test_degree_centrality_mg.py │ │ │ │ ├── test_edge_betweenness_centrality.py │ │ │ │ ├── test_edge_betweenness_centrality_mg.py │ │ │ │ ├── test_eigenvector_centrality.py │ │ │ │ ├── test_eigenvector_centrality_mg.py │ │ │ │ ├── test_katz_centrality.py │ │ │ │ └── test_katz_centrality_mg.py │ │ │ ├── comms │ │ │ │ └── test_comms_mg.py │ │ │ ├── community │ │ │ │ ├── test_balanced_cut.py │ │ │ │ ├── test_ecg.py │ │ │ │ ├── test_ecg_mg.py │ │ │ │ ├── test_induced_subgraph.py │ │ │ │ ├── test_induced_subgraph_mg.py │ │ │ │ ├── test_k_truss_subgraph.py │ │ │ │ ├── test_k_truss_subgraph_mg.py │ │ │ │ ├── test_leiden.py │ │ │ │ ├── test_leiden_mg.py │ │ │ │ ├── test_louvain.py │ │ │ │ ├── test_louvain_mg.py │ │ │ │ ├── test_modularity.py │ │ │ │ ├── test_triangle_count.py │ │ │ │ └── test_triangle_count_mg.py │ │ │ ├── components │ │ │ │ ├── test_connectivity.py │ │ │ │ └── test_connectivity_mg.py │ │ │ ├── conftest.py │ │ │ ├── core │ │ │ │ ├── test_core_number.py │ │ │ │ ├── test_core_number_mg.py │ │ │ │ ├── test_k_core.py │ │ │ │ └── test_k_core_mg.py │ │ │ ├── data_store │ │ │ │ ├── test_property_graph.py │ │ │ │ └── test_property_graph_mg.py │ │ │ ├── docs │ │ │ │ ├── test_doctests.py │ │ │ │ └── test_doctests_mg.py │ │ │ ├── generators │ │ │ │ ├── test_rmat.py │ │ │ │ └── test_rmat_mg.py │ │ │ ├── internals │ │ │ │ ├── test_renumber.py │ │ │ │ ├── test_renumber_mg.py │ │ │ │ ├── test_replicate_edgelist_mg.py │ │ │ │ ├── test_symmetrize.py │ │ │ │ └── test_symmetrize_mg.py │ │ │ ├── layout │ │ │ │ └── test_force_atlas2.py │ │ │ ├── linear │ │ │ │ └── test_hungarian.py │ │ │ ├── link_analysis │ │ │ │ ├── test_hits.py │ │ │ │ ├── test_hits_mg.py │ │ │ │ ├── test_pagerank.py │ │ │ │ └── test_pagerank_mg.py │ │ │ ├── link_prediction │ │ │ │ ├── test_cosine.py │ │ │ │ ├── test_cosine_mg.py │ │ │ │ ├── test_jaccard.py │ │ │ │ ├── test_jaccard_mg.py │ │ │ │ ├── test_overlap.py │ │ │ │ ├── test_overlap_mg.py │ │ │ │ ├── test_sorensen.py │ │ │ │ └── test_sorensen_mg.py │ │ │ ├── sampling │ │ │ │ ├── test_biased_random_walks.py │ │ │ │ ├── test_biased_random_walks_mg.py │ │ │ │ ├── test_dist_sampler.py │ │ │ │ ├── test_dist_sampler_mg.py │ │ │ │ ├── test_egonet.py │ │ │ │ ├── test_egonet_mg.py │ │ │ │ ├── test_node2vec_random_walks.py │ │ │ │ ├── test_node2vec_random_walks_mg.py │ │ │ │ ├── test_uniform_random_walks.py │ │ │ │ └── test_uniform_random_walks_mg.py │ │ │ ├── structure │ │ │ │ ├── test_convert_matrix.py │ │ │ │ ├── test_graph.py │ │ │ │ ├── test_graph_mg.py │ │ │ │ ├── test_hypergraph.py │ │ │ │ └── test_multigraph.py │ │ │ ├── test_version.py │ │ │ ├── traversal │ │ │ │ ├── test_bfs.py │ │ │ │ ├── test_bfs_mg.py │ │ │ │ ├── test_filter_unreachable.py │ │ │ │ ├── test_paths.py │ │ │ │ ├── test_sssp.py │ │ │ │ └── test_sssp_mg.py │ │ │ ├── tree │ │ │ │ ├── test_maximum_spanning_tree.py │ │ │ │ └── test_minimum_spanning_tree.py │ │ │ └── utils │ │ │ │ ├── mg_context.py │ │ │ │ ├── test_dataset.py │ │ │ │ ├── test_replication_mg.py │ │ │ │ ├── test_resultset.py │ │ │ │ ├── test_utils.py │ │ │ │ └── test_utils_mg.py │ │ ├── traversal │ │ │ ├── __init__.py │ │ │ ├── bfs.py │ │ │ ├── ms_bfs.py │ │ │ └── sssp.py │ │ ├── tree │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── minimum_spanning_tree.pxd │ │ │ ├── minimum_spanning_tree.py │ │ │ └── minimum_spanning_tree_wrapper.pyx │ │ └── utilities │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── grmat.py │ │ │ ├── path_retrieval.pxd │ │ │ ├── path_retrieval.py │ │ │ ├── path_retrieval_wrapper.pyx │ │ │ ├── pointer_utils.pyx │ │ │ └── utils.py │ ├── pyproject.toml │ └── pytest.ini ├── libcugraph │ ├── CMakeLists.txt │ ├── LICENSE │ ├── README.md │ ├── libcugraph │ │ ├── VERSION │ │ ├── __init__.py │ │ ├── _version.py │ │ └── load.py │ └── pyproject.toml ├── pylibcugraph │ ├── CMakeLists.txt │ ├── LICENSE │ ├── README.md │ ├── pylibcugraph │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── VERSION │ │ ├── __init__.py │ │ ├── _cugraph_c │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── algorithms.pxd │ │ │ ├── array.pxd │ │ │ ├── centrality_algorithms.pxd │ │ │ ├── community_algorithms.pxd │ │ │ ├── coo.pxd │ │ │ ├── core_algorithms.pxd │ │ │ ├── error.pxd │ │ │ ├── graph.pxd │ │ │ ├── graph_functions.pxd │ │ │ ├── graph_generators.pxd │ │ │ ├── labeling_algorithms.pxd │ │ │ ├── layout_algorithms.pxd │ │ │ ├── lookup_src_dst.pxd │ │ │ ├── properties.pxd │ │ │ ├── random.pxd │ │ │ ├── resource_handle.pxd │ │ │ ├── sampling_algorithms.pxd │ │ │ ├── similarity_algorithms.pxd │ │ │ ├── tree_algorithms.pxd │ │ │ └── types.pxd │ │ ├── _version.py │ │ ├── all_pairs_cosine_coefficients.pyx │ │ ├── all_pairs_jaccard_coefficients.pyx │ │ ├── all_pairs_overlap_coefficients.pyx │ │ ├── all_pairs_sorensen_coefficients.pyx │ │ ├── analyze_clustering_edge_cut.pyx │ │ ├── analyze_clustering_modularity.pyx │ │ ├── analyze_clustering_ratio_cut.pyx │ │ ├── balanced_cut_clustering.pyx │ │ ├── betweenness_centrality.pyx │ │ ├── bfs.pyx │ │ ├── biased_random_walks.pyx │ │ ├── comms │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── comms.pxd │ │ │ ├── comms_wrapper.pyx │ │ │ └── cugraph_nccl_comms.py │ │ ├── components │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── _connectivity.pxd │ │ │ └── _connectivity.pyx │ │ ├── core_number.pyx │ │ ├── cosine_coefficients.pyx │ │ ├── count_multi_edges.pyx │ │ ├── decompress_to_edgelist.pyx │ │ ├── degrees.pyx │ │ ├── ecg.pyx │ │ ├── edge_betweenness_centrality.pyx │ │ ├── edge_id_lookup_table.pxd │ │ ├── edge_id_lookup_table.pyx │ │ ├── egonet.pyx │ │ ├── eigenvector_centrality.pyx │ │ ├── exceptions.py │ │ ├── extract_vertex_list.pyx │ │ ├── force_atlas2.pyx │ │ ├── generate_rmat_edgelist.pyx │ │ ├── generate_rmat_edgelists.pyx │ │ ├── graph_properties.pxd │ │ ├── graph_properties.pyx │ │ ├── graphs.pxd │ │ ├── graphs.pyx │ │ ├── has_vertex.pyx │ │ ├── heterogeneous_biased_neighbor_sample.pyx │ │ ├── heterogeneous_biased_temporal_neighbor_sample.pyx │ │ ├── heterogeneous_uniform_neighbor_sample.pyx │ │ ├── heterogeneous_uniform_temporal_neighbor_sample.pyx │ │ ├── hits.pyx │ │ ├── homogeneous_biased_neighbor_sample.pyx │ │ ├── homogeneous_biased_temporal_neighbor_sample.pyx │ │ ├── homogeneous_uniform_neighbor_sample.pyx │ │ ├── homogeneous_uniform_temporal_neighbor_sample.pyx │ │ ├── induced_subgraph.pyx │ │ ├── internal_types │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── coo.pxd │ │ │ ├── coo.pyx │ │ │ ├── edge_id_lookup_result.pxd │ │ │ ├── edge_id_lookup_result.pyx │ │ │ ├── sampling_result.pxd │ │ │ └── sampling_result.pyx │ │ ├── jaccard_coefficients.pyx │ │ ├── k_core.pyx │ │ ├── k_truss_subgraph.pyx │ │ ├── katz_centrality.pyx │ │ ├── leiden.pyx │ │ ├── louvain.pyx │ │ ├── minimum_spanning_tree.pyx │ │ ├── negative_sampling.pyx │ │ ├── node2vec_random_walks.pyx │ │ ├── overlap_coefficients.pyx │ │ ├── pagerank.pyx │ │ ├── personalized_pagerank.pyx │ │ ├── random.pxd │ │ ├── random.pyx │ │ ├── renumber_arbitrary_edgelist.pyx │ │ ├── replicate_edgelist.pyx │ │ ├── resource_handle.pxd │ │ ├── resource_handle.pyx │ │ ├── select_random_vertices.pyx │ │ ├── sorensen_coefficients.pyx │ │ ├── spectral_modularity_maximization.pyx │ │ ├── sssp.pyx │ │ ├── structure │ │ │ ├── __init__.py │ │ │ └── graph_primtypes.pxd │ │ ├── testing │ │ │ ├── CMakeLists.txt │ │ │ ├── __init__.py │ │ │ ├── type_utils.pyx │ │ │ └── utils.py │ │ ├── tests │ │ │ ├── conftest.py │ │ │ ├── test_connected_components.py │ │ │ ├── test_edge_betweenness_centrality.py │ │ │ ├── test_eigenvector_centrality.py │ │ │ ├── test_graph_sg.py │ │ │ ├── test_katz_centrality.py │ │ │ ├── test_lookup_table.py │ │ │ ├── test_louvain.py │ │ │ ├── test_neighbor_sample.py │ │ │ ├── test_node2vec.py │ │ │ ├── test_pagerank.py │ │ │ ├── test_renumber_arbitrary_edgelist.py │ │ │ ├── test_rmat.py │ │ │ ├── test_sssp.py │ │ │ ├── test_structure.py │ │ │ ├── test_temporal_neighbor_sample.py │ │ │ ├── test_triangle_count.py │ │ │ ├── test_utils.py │ │ │ └── test_version.py │ │ ├── triangle_count.pyx │ │ ├── two_hop_neighbors.pyx │ │ ├── uniform_random_walks.pyx │ │ ├── utilities │ │ │ ├── __init__.py │ │ │ └── api_tools.py │ │ ├── utils.pxd │ │ ├── utils.pyx │ │ └── weakly_connected_components.pyx │ ├── pyproject.toml │ └── pytest.ini └── utils │ ├── README-benchmark.md │ ├── analyse_mtx_sparsity.py │ ├── benchmark.py │ ├── gpu_metric_poller.py │ ├── mtx2csv.py │ ├── npz2mtx.py │ ├── run_benchmarks.py │ ├── run_benchmarks.sh │ └── utils.py ├── readme_pages ├── CONTRIBUTING.md ├── PRTAGS.md ├── cugraph_python.md ├── data_types.md ├── gnn_support.md ├── libcugraph.md ├── news.md ├── property_graph.md └── pylibcugraph.md ├── scripts └── dask │ ├── README.md │ ├── 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