├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── workflows │ ├── ci-gpu.yml │ ├── ci.yml │ ├── codeql-analysis.yml │ └── publish-pypi.yml ├── .gitignore ├── .markdownlint.yaml ├── .pyre_configuration ├── .readthedocs.yml ├── ARCHITECTURE.md ├── CHANGELOG.md ├── CLAUDE.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── DEVELOP.md ├── FUNDING.md ├── LICENSE.txt ├── MANIFEST.in ├── README.md ├── SECURITY.md ├── ai ├── README.md ├── assets │ ├── find_dynamic_imports.sh │ ├── generate_comment_inventory.sh │ └── pysa_extract_callers.py ├── docs │ └── gfql │ │ ├── README.md │ │ ├── calls_checklist.md │ │ ├── oracle.md │ │ └── predicates_checklist.md └── prompts │ ├── CONVENTIONAL_COMMITS.md │ ├── DECOMMENT.md │ ├── GFQL_LLM_GUIDE_MAINTENANCE.md │ ├── HOISTIMPORTS.md │ ├── LINT_TYPES_CHECK.md │ ├── PLAN.md │ └── PYRE_ANALYSIS.md ├── bin ├── build.sh ├── flake8.sh ├── lint.sh ├── mypy.sh ├── pytest.sh ├── test-dbscan.sh ├── test-dgl.sh ├── test-embed.sh ├── test-features.sh ├── test-graphviz.sh ├── test-minimal.sh ├── test-text.sh ├── test-umap-learn-core.sh ├── test.sh └── typecheck.sh ├── demos ├── ai │ ├── Introduction │ │ ├── Ask-HackerNews-Demo.ipynb │ │ └── simple-power-of-umap.ipynb │ ├── OSINT │ │ ├── Chavismo.ipynb │ │ └── jack-donations.ipynb │ └── cyber │ │ ├── CyberSecurity-Slim.ipynb │ │ ├── cyber-redteam-umap-demo.ipynb │ │ └── redteam-umap-gtc-gpu.ipynb ├── data │ ├── appearances.txt │ ├── benchmarking │ │ ├── DenseDatasets.ipynb │ │ ├── SparseDatasets.ipynb │ │ └── TestDatasets.ipynb │ ├── characters.txt │ ├── comics.txt │ ├── facebook_combined.txt │ ├── graphistry_redteam50k.csv │ ├── honeypot.csv │ ├── img │ │ ├── datamodel.png │ │ ├── graphistry1.png │ │ ├── graphistry2.png │ │ └── sandbox.png │ ├── lesmiserables.csv │ ├── samplegraph.json │ ├── transactions.csv │ └── twitterDemo.csv ├── demos_by_use_case │ ├── bio │ │ └── BiogridDemo.ipynb │ ├── fraud │ │ └── BitcoinTutorial.ipynb │ ├── logs │ │ ├── Tutorial Part 1 (Honey Pot).ipynb │ │ ├── Tutorial Part 2 (Apache Logs).ipynb │ │ ├── aws_vpc_flow_cloudwatch │ │ │ └── vpc_flow.ipynb │ │ ├── malware-hypergraph │ │ │ ├── Malware Hypergraph.html │ │ │ ├── Malware Hypergraph.ipynb │ │ │ └── barncat.1k.csv │ │ ├── microservices-spigo │ │ │ └── SystemArchitectureSpigo.ipynb │ │ ├── network-threat-hunting-masterclass-zeek-bro │ │ │ └── graphistry_corelight_webinar.ipynb │ │ └── owasp-amass-network-enumeration │ │ │ └── amass.ipynb │ └── social │ │ └── Twitter.ipynb ├── demos_databases_apis │ ├── alienvault │ │ ├── OTXIndicators.ipynb │ │ ├── OTXLockerGoga.ipynb │ │ ├── gotx.py │ │ ├── unimatrix.py │ │ └── usm.ipynb │ ├── arango │ │ └── arango_tutorial.ipynb │ ├── databricks_pyspark │ │ ├── graphistry-notebook-dashboard.dbc │ │ ├── graphistry-notebook-dashboard.html │ │ ├── graphistry-notebook-dashboard.ipynb │ │ └── graphistry-notebook-dashboard.py │ ├── gpu_rapids │ │ ├── cugraph.ipynb │ │ ├── part_i_cpu_pandas.ipynb │ │ ├── part_ii_gpu_cudf.ipynb │ │ ├── part_iii_gpu_blazingsql.ipynb │ │ └── part_iv_gpu_cuml.ipynb │ ├── graphviz │ │ └── graphviz.ipynb │ ├── gremlin-tinkerpop │ │ └── TitanDemo.ipynb │ ├── hypernetx │ │ └── hypernetx.ipynb │ ├── memgraph │ │ └── visualizing_iam_dataset.ipynb │ ├── microsoft │ │ └── kusto │ │ │ └── graphistry_ADX_kusto_demo.ipynb │ ├── neo4j │ │ ├── contributed │ │ │ └── Neo4jTwitter.ipynb │ │ └── official │ │ │ ├── graphistry_bolt_tutorial_public.html │ │ │ └── graphistry_bolt_tutorial_public.ipynb │ ├── neptune │ │ ├── neptune_cypher_viz_using_bolt.ipynb │ │ └── neptune_tutorial.ipynb │ ├── networkx │ │ ├── networkx.html │ │ └── networkx.ipynb │ ├── nodexl │ │ └── official │ │ │ └── nodexl_graphistry.ipynb │ ├── spanner │ │ └── google_spanner_finance_graph.ipynb │ ├── splunk │ │ ├── splunk_demo_public.html │ │ └── splunk_demo_public.ipynb │ ├── sql │ │ └── postgres.ipynb │ ├── tigergraph │ │ ├── fraud_raw_REST_calls.ipynb │ │ ├── social_raw_REST_calls.ipynb │ │ └── tigergraph_pygraphistry_bindings.ipynb │ └── umap_learn │ │ └── umap_learn.ipynb ├── for_analysis.ipynb ├── for_developers.ipynb ├── gfql │ ├── GPU_memory_consumption_tutorial.ipynb │ ├── benchmark_hops_cpu_gpu.ipynb │ ├── gfql_remote.ipynb │ ├── gfql_validation_fundamentals.ipynb │ ├── python_remote.ipynb │ └── temporal_predicates.ipynb ├── more_examples │ ├── graphistry_features │ │ ├── Workbooks.ipynb │ │ ├── edge-weights.ipynb │ │ ├── embed │ │ │ └── simple-ssh-logs-rgcn-anomaly-detector.ipynb │ │ ├── encodings-badges.ipynb │ │ ├── encodings-colors.ipynb │ │ ├── encodings-icons.ipynb │ │ ├── encodings-sizes.ipynb │ │ ├── external_layout │ │ │ ├── networkx_layout.html │ │ │ ├── networkx_layout.ipynb │ │ │ ├── simple_manual_layout.html │ │ │ └── simple_manual_layout.ipynb │ │ ├── hop_and_chain_graph_pattern_mining.ipynb │ │ ├── layout_categorical_ring.ipynb │ │ ├── layout_continuous_ring.ipynb │ │ ├── layout_group_in_a_box.ipynb │ │ ├── layout_map.ipynb │ │ ├── layout_modularity_weighted.ipynb │ │ ├── layout_time_ring.ipynb │ │ ├── layout_tree.ipynb │ │ └── sharing_tutorial.ipynb │ └── simple │ │ ├── MarvelTutorial.ipynb │ │ ├── table_to_graph_three_ways.ipynb │ │ ├── tutorial_basic_LesMiserablesCSV.ipynb │ │ └── tutorial_csv_mini_app_icij_implants.ipynb ├── talks │ └── infosec_jupyterthon2022 │ │ └── rgcn_login_anomaly_detection │ │ ├── advanced-identity-protection-40m.ipynb │ │ └── intro-story.ipynb └── upload_csv_miniapp.ipynb ├── docker ├── dc.sh ├── docker-compose.yml ├── jupyter.Dockerfile ├── test-cpu-entrypoint.sh ├── test-cpu-graphviz.sh ├── test-cpu-local-minimal.sh ├── test-cpu-local-neo4j-only-entrypoint.sh ├── test-cpu-local-neo4j-only.sh ├── test-cpu-local.sh ├── test-cpu-umap-ai.sh ├── test-cpu-umap.sh ├── test-cpu.Dockerfile ├── test-gpu-local.sh ├── test-gpu.Dockerfile └── test-pip-install.sh ├── docs ├── .rstcheck.cfg ├── Makefile ├── README.md ├── build.sh ├── ci.sh ├── docker │ ├── Dockerfile │ ├── build-docs.sh │ └── docker-compose.yml ├── html.sh ├── make.bat ├── requirements-system.txt ├── source │ ├── 10min.rst │ ├── _templates │ │ ├── navbar-center.html │ │ ├── navbar-end.html │ │ └── navbar-start.html │ ├── api │ │ ├── ai.rst │ │ ├── client.rst │ │ ├── compute.rst │ │ ├── gfql │ │ │ ├── ast.rst │ │ │ ├── chain.rst │ │ │ ├── edge.rst │ │ │ ├── hop.rst │ │ │ ├── index.rst │ │ │ ├── node.rst │ │ │ ├── predicates.rst │ │ │ └── validate.rst │ │ ├── hyper.rst │ │ ├── index.rst │ │ ├── kepler │ │ │ ├── config.rst │ │ │ ├── dataset.rst │ │ │ ├── dataset_format.rst │ │ │ ├── encoding.rst │ │ │ ├── index.rst │ │ │ ├── layer.rst │ │ │ ├── layer_format.rst │ │ │ ├── methods.rst │ │ │ └── options.rst │ │ ├── layout │ │ │ ├── circle.rst │ │ │ ├── fa2.rst │ │ │ ├── gib.rst │ │ │ ├── index.rst │ │ │ ├── legacy_utils.rst │ │ │ ├── mercator.rst │ │ │ ├── modularity_weighted.rst │ │ │ ├── ring.rst │ │ │ └── sugiyama.rst │ │ ├── plotter.rst │ │ ├── plugins │ │ │ ├── compute │ │ │ │ ├── cugraph.rst │ │ │ │ ├── graphviz.rst │ │ │ │ ├── igraph.rst │ │ │ │ ├── index.rst │ │ │ │ └── networkx.rst │ │ │ ├── db │ │ │ │ ├── cosmos.rst │ │ │ │ ├── gremlin.rst │ │ │ │ ├── index.rst │ │ │ │ ├── kusto.rst │ │ │ │ ├── neptune.rst │ │ │ │ └── spanner.rst │ │ │ └── index.rst │ │ └── utils │ │ │ ├── dgl_utils.rst │ │ │ ├── index.rst │ │ │ ├── modules.rst │ │ │ ├── plugins.rst │ │ │ ├── plugins_types.rst │ │ │ ├── validate.rst │ │ │ └── versioneer.rst │ ├── cheatsheet.md │ ├── community.rst │ ├── conf.py │ ├── ecosystem.rst │ ├── gfql │ │ ├── about.rst │ │ ├── builtin_calls.rst │ │ ├── combo.rst │ │ ├── datetime_filtering.md │ │ ├── index.rst │ │ ├── loading_graph_data.rst │ │ ├── overview.rst │ │ ├── performance.rst │ │ ├── policy.rst │ │ ├── predicates │ │ │ └── quick.rst │ │ ├── quick.rst │ │ ├── remote.rst │ │ ├── spec │ │ │ ├── cypher_mapping.md │ │ │ ├── index.md │ │ │ ├── language.md │ │ │ ├── llm_guide.md │ │ │ ├── python_embedding.md │ │ │ └── wire_protocol.md │ │ ├── translate.rst │ │ ├── validation │ │ │ ├── fundamentals.rst │ │ │ ├── index.rst │ │ │ ├── llm.rst │ │ │ └── production.rst │ │ └── wire_protocol_examples.md │ ├── graphistry.compute.gfql.rst │ ├── graphistry.compute.gfql_validation.rst │ ├── graphistry.compute.predicates.rst │ ├── graphistry.compute.rst │ ├── graphistry.compute.validate.rst │ ├── graphistry.layout.gib.rst │ ├── graphistry.layout.graph.rst │ ├── graphistry.layout.modularity_weighted.rst │ ├── graphistry.layout.ring.rst │ ├── graphistry.layout.rst │ ├── graphistry.layout.sugiyama.rst │ ├── graphistry.layout.utils.rst │ ├── graphistry.models.compute.rst │ ├── graphistry.models.gfql.coercions.rst │ ├── graphistry.models.gfql.rst │ ├── graphistry.models.gfql.types.rst │ ├── graphistry.models.rst │ ├── graphistry.plugins.rst │ ├── graphistry.plugins_types.rst │ ├── graphistry.render.rst │ ├── graphistry.rst │ ├── graphistry.utils.rst │ ├── graphistry.validate.rst │ ├── graphistry_banner_transparent_colored.png │ ├── index.rst │ ├── install │ │ ├── extended.rst │ │ ├── index.rst │ │ ├── quick.rst │ │ └── server.rst │ ├── modules.rst │ ├── notebooks │ │ ├── ai.rst │ │ ├── gfql.rst │ │ ├── gpu.rst │ │ ├── index.rst │ │ ├── intro.rst │ │ ├── plugins.compute.rst │ │ ├── plugins.connectors.rst │ │ └── visualization.rst │ ├── performance.rst │ ├── plugins.rst │ ├── server │ │ ├── concurrency.rst │ │ ├── index.rst │ │ ├── privacy.rst │ │ └── register.rst │ ├── static │ │ ├── favicon.ico │ │ └── graphistry.css │ ├── support.rst │ ├── versioneer.rst │ └── visualization │ │ ├── 10min.rst │ │ ├── index.rst │ │ ├── layout │ │ ├── catalog.rst │ │ ├── intro.rst │ │ └── settings.rst │ │ ├── maps.rst │ │ └── uiguide.rst ├── static │ └── docstring.png ├── test_notebooks │ └── test_graphistry_import.ipynb └── validate-docs.sh ├── graphistry ├── ArrowFileUploader.py ├── Engine.py ├── Plottable.py ├── PlotterBase.py ├── __init__.py ├── _version.py ├── ai_utils.py ├── arrow_uploader.py ├── bolt_util.py ├── client_session.py ├── compute │ ├── ASTSerializable.py │ ├── ComputeMixin.py │ ├── __init__.py │ ├── ast.py │ ├── ast_temporal.py │ ├── calls.py │ ├── chain.py │ ├── chain_let.py │ ├── chain_remote.py │ ├── cluster.py │ ├── collapse.py │ ├── conditional.py │ ├── engine_coercion.py │ ├── exceptions.py │ ├── execution_context.py │ ├── filter_by_dict.py │ ├── gfql │ │ ├── __init__.py │ │ ├── call_executor.py │ │ ├── call_safelist.py │ │ ├── exceptions.py │ │ ├── identifiers.py │ │ ├── policy │ │ │ ├── __init__.py │ │ │ ├── exceptions.py │ │ │ ├── shortcuts.py │ │ │ ├── stats.py │ │ │ └── types.py │ │ └── validate.py │ ├── gfql_unified.py │ ├── gfql_validation │ │ └── __init__.py │ ├── graph_operation.py │ ├── hop.py │ ├── predicates │ │ ├── ASTPredicate.py │ │ ├── __init__.py │ │ ├── categorical.py │ │ ├── comparison.py │ │ ├── from_json.py │ │ ├── is_in.py │ │ ├── numeric.py │ │ ├── str.py │ │ ├── temporal.py │ │ └── types.py │ ├── python_remote.py │ ├── typing.py │ ├── util │ │ ├── __init__.py │ │ └── generate_safe_column_name.py │ ├── validate │ │ ├── __init__.py │ │ └── validate_schema.py │ └── validate_schema.py ├── constants.py ├── dgl_utils.py ├── embed_utils.py ├── exceptions.py ├── feature_utils.py ├── features.py ├── gfql │ └── ref │ │ └── enumerator.py ├── gremlin.py ├── hyper.py ├── hyper_dask.py ├── io │ ├── __init__.py │ ├── metadata.py │ └── types.py ├── kepler.py ├── layout │ ├── __init__.py │ ├── circle.py │ ├── fa2.py │ ├── gib │ │ ├── __init__.py │ │ ├── gib.py │ │ ├── layout_bulk.py │ │ ├── layout_non_bulk.py │ │ ├── partition.py │ │ ├── partitioned_layout.py │ │ ├── style.py │ │ └── treemap.py │ ├── graph │ │ ├── __init__.py │ │ ├── edge.py │ │ ├── edgeBase.py │ │ ├── graph.py │ │ ├── graphBase.py │ │ ├── vertex.py │ │ └── vertexBase.py │ ├── mercator.py │ ├── modularity_weighted │ │ ├── __init__.py │ │ └── modularity_weighted.py │ ├── ring │ │ ├── __init__.py │ │ ├── categorical.py │ │ ├── continuous.py │ │ ├── time.py │ │ └── util.py │ ├── sugiyama │ │ ├── __init__.py │ │ └── sugiyamaLayout.py │ └── utils │ │ ├── __init__.py │ │ ├── dummyVertex.py │ │ ├── geometry.py │ │ ├── layer.py │ │ ├── layoutVertex.py │ │ ├── poset.py │ │ ├── rectangle.py │ │ └── routing.py ├── layouts.py ├── messages.py ├── models │ ├── ModelDict.py │ ├── __init__.py │ ├── compute │ │ ├── __init__.py │ │ ├── chain_remote.py │ │ ├── dbscan.py │ │ ├── features.py │ │ └── umap.py │ └── gfql │ │ ├── __init__.py │ │ ├── coercions │ │ ├── __init__.py │ │ ├── numeric.py │ │ └── temporal.py │ │ └── types │ │ ├── __init__.py │ │ ├── call.py │ │ ├── guards.py │ │ ├── numeric.py │ │ ├── predicates.py │ │ └── temporal.py ├── networks.py ├── nodexlistry.py ├── outliers.py ├── plotter.py ├── plugins │ ├── __init__.py │ ├── cugraph.py │ ├── graphviz.py │ ├── igraph.py │ ├── kusto.py │ └── spanner.py ├── plugins_types │ ├── __init__.py │ ├── cugraph_types.py │ ├── embed_types.py │ ├── graphviz_types.py │ ├── hypergraph.py │ ├── kusto_types.py │ ├── spanner_types.py │ └── umap_types.py ├── privacy.py ├── py.typed ├── pygraphistry.py ├── render │ ├── __init__.py │ └── resolve_render_mode.py ├── tests │ ├── common.py │ ├── compute │ │ ├── README_INTEGRATION_TESTS.md │ │ ├── gfql │ │ │ ├── __init__.py │ │ │ ├── layouts │ │ │ │ ├── __init__.py │ │ │ │ ├── test_call_layout_radial.py │ │ │ │ └── test_call_layout_radial_gpu.py │ │ │ ├── test_let_schema_changers.py │ │ │ ├── test_policy_shortcuts.py │ │ │ └── test_schema_changers.py │ │ ├── predicates │ │ │ ├── test_categorical.py │ │ │ ├── test_from_json.py │ │ │ ├── test_is_in.py │ │ │ ├── test_numeric.py │ │ │ ├── test_str.py │ │ │ ├── test_temporal.py │ │ │ └── test_temporal_values.py │ │ ├── test_ast.py │ │ ├── test_ast_errors.py │ │ ├── test_ast_serializable_validation.py │ │ ├── test_astcall_chains.py │ │ ├── test_astcall_topology.py │ │ ├── test_call_boundaries.py │ │ ├── test_call_engine_coercion.py │ │ ├── test_call_operations.py │ │ ├── test_call_operations_gpu.py │ │ ├── test_call_schema_validation.py │ │ ├── test_chain.py │ │ ├── test_chain_column_conflicts.py │ │ ├── test_chain_concat.py │ │ ├── test_chain_let.py │ │ ├── test_chain_let_gpu.py │ │ ├── test_chain_let_remote_integration.py │ │ ├── test_chain_schema_prevalidation.py │ │ ├── test_chain_schema_validation.py │ │ ├── test_chain_validation.py │ │ ├── test_dataframe_primitives.py │ │ ├── test_engine_coercion_helper.py │ │ ├── test_get_degrees_cudf.py │ │ ├── test_gfql.py │ │ ├── test_gfql_call_validation.py │ │ ├── test_gfql_exceptions.py │ │ ├── test_gfql_hypergraph.py │ │ ├── test_gfql_validation.py │ │ ├── test_graph_operation.py │ │ ├── test_hop.py │ │ ├── test_hop_column_conflicts.py │ │ ├── test_hop_column_conflicts_solution.py │ │ ├── test_hypergraph_opts_validation.py │ │ ├── test_id_column_restriction.py │ │ ├── test_identifier_conflicts.py │ │ ├── test_indegrees_after_umap.py │ │ ├── test_let.py │ │ ├── test_let_engine_coercion.py │ │ ├── test_let_matchers.py │ │ └── test_validate.py │ ├── data │ │ ├── NodeXLWorkbook-220237-twitter.xlsx │ │ ├── honeypot.5.csv │ │ ├── malware_capture_bot.csv │ │ └── reddit.csv │ ├── layout │ │ ├── modularity_weighted │ │ │ └── test_modularity_weighted.py │ │ ├── ring │ │ │ ├── test_continuous.py │ │ │ ├── test_ring_categorical.py │ │ │ └── test_time.py │ │ ├── sugiyama │ │ │ └── test_sugiyama_none_dereference.py │ │ └── test_gib.py │ ├── plugins │ │ ├── test_cugraph.py │ │ ├── test_graphviz.py │ │ └── test_igraph.py │ ├── render │ │ └── test_resolve_render_mode.py │ ├── test_ArrowFileUploader.py │ ├── test_arrow_uploader.py │ ├── test_bolt_util.py │ ├── test_certificate_validation_session.py │ ├── test_chain_remote_auth.py │ ├── test_client_session.py │ ├── test_coerce_col_safe_int32.py │ ├── test_compute.py │ ├── test_compute_chain.py │ ├── test_compute_cluster.py │ ├── test_compute_collapse.py │ ├── test_compute_filter_by_dict.py │ ├── test_compute_hops.py │ ├── test_conditional.py │ ├── test_dataset_id_invalidation.py │ ├── test_dgl_utils.py │ ├── test_embed_utils.py │ ├── test_feature_utils.py │ ├── test_gfql_remote_metadata.py │ ├── test_gfql_remote_persistence.py │ ├── test_gremlin.py │ ├── test_hyper_dask.py │ ├── test_hypergraph.py │ ├── test_ipython.py │ ├── test_kepler.py │ ├── test_kusto.py │ ├── test_layout.py │ ├── test_logging.py │ ├── test_nodexl.py │ ├── test_plotter.py │ ├── test_policy_behavior_modification.py │ ├── test_policy_closure_state.py │ ├── test_policy_exceptions.py │ ├── test_policy_hooks.py │ ├── test_policy_integration.py │ ├── test_policy_recursion.py │ ├── test_policy_remote.py │ ├── test_policy_validation.py │ ├── test_pygraphistry.py │ ├── test_spanner.py │ ├── test_text_utils.py │ ├── test_tigergraph.py │ ├── test_umap_utils.py │ ├── typing │ │ └── gfql │ │ │ ├── __init__.py │ │ │ └── layout_radial_typing.py │ ├── utils │ │ └── test_json.py │ └── validate │ │ └── test_validate_encodings.py ├── text_utils.py ├── tigeristry.py ├── umap_utils.py ├── util.py ├── utils │ ├── __init__.py │ ├── json.py │ ├── lazy_import.py │ ├── plottable_memoize.py │ └── requests.py └── validate │ ├── __init__.py │ └── validate_encodings.py ├── mypy.ini ├── pipupload.sh ├── py.typed ├── pyrightconfig.json ├── pytest.ini ├── setup.cfg ├── setup.py ├── test └── db │ └── neo4j │ ├── add_data.sh │ ├── launch.sh │ ├── neo4j4.yml │ └── wait_neo4j.sh ├── tests └── gfql │ └── ref │ ├── test_enumerator_parity.py │ └── test_ref_enumerator.py └── versioneer.py /.gitattributes: -------------------------------------------------------------------------------- 1 | graphistry/_version.py export-subst 2 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/graphistry/pygraphistry/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- 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