samyama-graph
Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher, vector search, 14 graph algorithms. 74M nodes / 1B edges on a single machine.
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Download Latest Version (.zip)- bug_report.md
- config.yml
- feature_request.md
- ci.yml
- gpu-ci.yml
- nightly.yml
- publish-crate.yml
- publish-docker.yml
- pull_request_template.md
- openapi.yaml
- bench_setup.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- params.rs
- adjacency_walk.rs
- aggregate_grouping.rs
- aggregate_throughput.rs
- cardinality_accuracy.rs
- filter_throughput.rs
- finbench_benchmark.rs
- full_benchmark.rs
- graph_benchmarks.rs
- graph_optimization_benchmark.rs
- graphalytics_benchmark.rs
- hierarchy_benchmark.rs
- ingest_profile.rs
- late_materialization_bench.rs
- ldbc_benchmark.rs
- ldbc_bi_benchmark.rs
- memory_footprint.rs
- mvcc_benchmark.rs
- prop_scaling.rs
- property_access.rs
- rao_family_benchmark.rs
- record_ops.rs
- sort_topn.rs
- varlength_expand.rs
- vector_benchmark.rs
- indexes.csv
- real-ontologies.md
- results.csv
- generate_corpus.py
- queries.json
- README.md
- ldbc-sf1-params.example.json
- ldbc-sf1-params.p50.json
- demo_lib.py
- fetch_snapshot.sh
- record_gif.sh
- run_case_study.sh
- samyama_http.py
- validate_queries.py
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- seed_embedding.json
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- cloud-demo.gif
- cloud-demo.mp4
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- case.env
- demo.cast
- demo.gif
- demo.py
- queries.cypher
- README.md
- run.sh
- .gitignore
- DEFINITION_OF_DONE.md
- README.md
- main.rs
- Cargo.toml
- aggregate.rs
- cdlp.rs
- kernels.rs
- lcc.rs
- mod.rs
- pagerank.rs
- sort.rs
- topology.rs
- vector.rs
- aggregate.wgsl
- bitonic_sort.wgsl
- cdlp.wgsl
- cosine_distance.wgsl
- inner_product.wgsl
- lcc.wgsl
- pagerank.wgsl
- pca_center.wgsl
- pca_covariance.wgsl
- pca_mean.wgsl
- pca_power_iter.wgsl
- pca_power_iter_norm.wgsl
- triangles.wgsl
- aggregate.rs
- buffer.rs
- cdlp.rs
- context.rs
- error.rs
- lcc.rs
- lib.rs
- pagerank.rs
- pca.rs
- runtime.rs
- sort.rs
- topology.rs
- unified.rs
- vector.rs
- gpu_smoke.rs
- Cargo.toml
- PORT-STATUS.md
- e1_ablation.rs
- e3a_um_vs_copy.rs
- cdlp.rs
- common.rs
- community.rs
- flow.rs
- gpu_dispatch.rs
- gpu_parity_tests.rs
- lcc.rs
- lib.rs
- mst.rs
- pagerank.rs
- pathfinding.rs
- pca.rs
- topology.rs
- Cargo.toml
- README.md
- run_baseline_suite.rs
- abc.rs
- bat.rs
- bmr.rs
- bmwr.rs
- bwr.rs
- cuckoo.rs
- de.rs
- ehrjaya.rs
- firefly.rs
- fpa.rs
- ga.rs
- gotlbo.rs
- gsa.rs
- gwo.rs
- hs.rs
- itlbo.rs
- jaya.rs
- mo_bmwr_family.rs
- mo_rao_de.rs
- mod.rs
- motlbo.rs
- nsga2.rs
- pso.rs
- qo_rao.rs
- qojaya.rs
- rao.rs
- sa.rs
- samp_jaya.rs
- saphr.rs
- tlbo.rs
- cec_data.rs
- mod.rs
- multi_objective.rs
- runner.rs
- single_objective.rs
- common.rs
- lib.rs
- moo.rs
- test_benchmark_optima.rs
- test_reproducibility.rs
- test_solvers.rs
- Cargo.toml
- README.md
- algo.rs
- client.rs
- embedded.rs
- error.rs
- lib.rs
- models.rs
- remote.rs
- vector_ext.rs
- Cargo.toml
- ADR-001-use-rust-as-primary-language.md
- ADR-002-use-rocksdb-for-persistence.md
- ADR-003-use-resp-protocol.md
- ADR-004-use-raft-consensus.md
- ADR-005-use-capnproto-serialization.md
- ADR-006-use-tokio-async-runtime.md
- ADR-007-volcano-iterator-execution.md
- ADR-008-multi-tenancy-namespace-isolation.md
- ADR-009-graph-partitioning-strategy.md
- ADR-010-observability-stack.md
- ADR-011-cypher-crud-operations.md
- ADR-012-late-materialization.md
- ADR-013-peg-grammar-atomic-keywords.md
- ADR-014-explain-profile-queries.md
- ADR-015-graph-native-query-planning.md
- ADR-016-billion-node-distributed-architecture.md
- ADR-017-adjacency-aware-aggregation-planning.md
- ADR-020-mvcc-transaction-isolation.md
- ADR-021-columnar-property-store.md
- ADR-022-snapshot-format.md
- ADR-023-wal-versioning.md
- ADR-024-edge-arena-removal.md
- ADR-025-gpu-compute-wgsl.md
- ADR-026-rao-optimization-crate.md
- ADR-027-aggregation-with-pushdown.md
- ADR-028-label-interning.md
- ADR-029-index-manager.md
- ADR-030-bandwidth-and-observability.md
- ADR-034-unified-memory-seam.md
- ADR-035-multi-hop-query-optimization.md
- ADR-035-oeh-hierarchy-index.md
- ADR-036-data-load-time-to-ready-optimization.md
- README.md
- powergrid.gif
- telecom.gif
- CASE_STUDY_HEALTHCARE.md
- pypi_publish_workflow.yml
- oeh-hierarchy-prompt.md
- personas.csv
- README.md
- testcases.csv
- traceability_matrix.csv
- usecases.csv
- workflows.csv
- 1.7.0.md
- COMPREHENSIVE_TEST_REPORT.md
- PHASE2_RESP_TESTS.md
- README.md
- ACID_GUARANTEES.md
- BENCHMARKS.md
- CYPHER_COMPATIBILITY.md
- GLOSSARY.md
- README.md
- REQUIREMENTS.md
- SDK_API_CLI_ARCHITECTURE.md
- SUPPLY_CHAIN_GUARDIAN_DEMO.md
- TROUBLESHOOTING.md
- mod.rs
- mod.rs
- mod.rs
- missing_data.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
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- mod.rs
- mod.rs
- mod.rs
- mod.rs
- mod.rs
- aact_biomarker_extractor.rs
- aact_loader.rs
- agentic_enrichment_demo.rs
- algo_parity_check.rs
- algo_parity_export.rs
- amr_stewardship_demo.rs
- api_contract.rs
- b3_runner.rs
- banking_demo.rs
- bi11_explain.rs
- civic_loader.rs
- clinical_trial_sites_demo.rs
- clinical_trials_demo.rs
- cluster_demo.rs
- cricket_loader.rs
- cypher_lint.rs
- cypher_matrix_probe.rs
- cypher_probe.rs
- cypher_probe2.rs
- cypher_probe3.rs
- cypher_probe4.rs
- cypher_problem_demo.rs
- cypher_query_runner.rs
- doc_check.rs
- drug_repurposing_demo.rs
- druginteractions_loader.rs
- enterprise_soc_demo.rs
- finbench_loader.rs
- football_loader.rs
- grid_dispatch_demo.rs
- healthcare_allocation_demo.rs
- hgnc_ensembl_loader.rs
- hier_benchmark.rs
- hier_export_csv.rs
- ic11_probe.rs
- imdb_loader.rs
- import_invariants.rs
- industrial_kg_demo.rs
- is7_probe.rs
- knowledge_graph_demo.rs
- ldbc_loader.rs
- legal_judgments_loader.rs
- mesh_scale_bench.rs
- oncokb_loader.rs
- ontology_loader.rs
- parse_check.rs
- pathways_loader.rs
- pca_demo.rs
- phase1b_smoke.rs
- property_bridge.rs
- pubmed_loader.rs
- samyama_to_neo4j.rs
- sdk_demo.rs
- simple_client_demo.py
- smart_manufacturing_demo.rs
- social_network_demo.rs
- supply_chain_demo.rs
- supply_chain_snapshot.rs
- surveillance_loader.rs
- tck_runner.rs
- test_kg_queries.rs
- uc1_aact_real.rs
- uc1_trial_site_selection.rs
- uc2_combo_dosing.rs
- uc2_drug_interactions_real.rs
- uc3_capacity_planning.rs
- uc4_aact_real.rs
- uc4_kg_completion.rs
- uc5_age_telemetry_real.rs
- uc5_agent_routing.rs
- unified_benchmark.rs
- wildfire_evac_demo.rs
- check_lint_ratchet.sh
- check_thread_determinism.sh
- coverage.sh
- distributed_test.sh
- download_finbench.sh
- download_graphalytics.sh
- download_ldbc_snb.sh
- enrich_clinical_trials.py
- README.md
- regression-test.sh
- run_all_examples.sh
- verify-sweep.sh
- demo.py
- kgs.yaml
- README.md
- register.py
- requirements.txt
- samyama-mcp-demo.gif
- samyama-mcp-demo.mp4
- serve_kg.py
- __init__.py
- algorithm_tools.py
- base.py
- edge_tools.py
- generic_tools.py
- node_tools.py
- vector_tools.py
- __init__.py
- __main__.py
- cli.py
- config.py
- escape.py
- README.md
- schema.py
- server.py
- lib.rs
- test_embedded.py
- test_mcp_escape.py
- test_mcp_generators.py
- test_mcp_schema.py
- test_mcp_server.py
- test_vector.py
- .gitignore
- Cargo.toml
- pyproject.toml
- client.ts
- http-client.ts
- index.ts
- types.ts
- client.test.ts
- .gitignore
- package-lock.json
- package.json
- tsconfig.json
- enrich.rs
- executor.rs
- mod.rs
- planner.rs
- tools.rs
- mod.rs
- client.rs
- mod.rs
- columnar.rs
- mod.rs
- catalog.rs
- edge.rs
- event.rs
- mod.rs
- node.rs
- property.rs
- store.rs
- types.rs
- index.html
- handler.rs
- mod.rs
- optimize.rs
- server.rs
- tenants.rs
- uc_problems.rs
- vector.rs
- manager.rs
- mod.rs
- monoid.rs
- oeh.rs
- oracle.rs
- poset.rs
- manager.rs
- mod.rs
- property_index.rs
- client.rs
- mod.rs
- cypher_problem.rs
- mod.rs
- mod.rs
- storage.rs
- tenant.rs
- wal.rs
- command.rs
- mod.rs
- resp.rs
- server.rs
- adjacency_agg_detector.rs
- cost_model.rs
- hierarchy_detector.rs
- hierarchy_ops.rs
- leapfrog.rs
- logical_optimizer.rs
- logical_plan.rs
- mod.rs
- operator.rs
- physical_planner.rs
- plan_enumerator.rs
- planner.rs
- profile.rs
- record.rs
- semi_join_detector.rs
- ast.rs
- cypher.pest
- mod.rs
- parser.rs
- star.rs
- validate.rs
- cluster.rs
- mod.rs
- network.rs
- node.rs
- state_machine.rs
- storage.rs
- jsonld.rs
- mod.rs
- ntriples.rs
- rdfxml.rs
- turtle.rs
- mapping.rs
- mod.rs
- namespace.rs
- schema.rs
- store.rs
- types.rs
- mod.rs
- proxy.rs
- router.rs
- format.rs
- mod.rs
- persist.rs
- algebra.rs
- executor.rs
- http.rs
- mod.rs
- optimizer.rs
- parser.rs
- results.rs
- index.rs
- manager.rs
- mod.rs
- lib.rs
- main.rs
- README.md
- test_resp_basic.py
- test_resp_visual.py
- adjacency_count_semantics.rs
- advanced_aggregations.rs
- advanced_cypher.rs
- age_plan_executor_test.rs
- aggregate_after_projection.rs
- aggregate_identity_grouping.rs
- ai_features_test.rs
- algo-parity-reference.json
- algo_integration_test.rs
- algo_test.rs
- algorithm_procedures.rs
- anchor_coverage.rs
- anchored_scan_after_import.rs
- auto_embed_indexing.rs
- bench_host_calibration.rs
- bounded_sort_semantics.rs
- catalog_after_import.rs
- chained_comparison.rs
- clause_pipeline.rs
- collection_literal_expressions.rs
- columnar_holds_every_variant.rs
- comprehensive_test.rs
- cors_private_network.rs
- create_multi_path_variables.rs
- create_relationship_from_row.rs
- create_semantics.rs
- cypher_orderability.rs
- cypher_projection_semantics.rs
- cypher_sweep_gaps.rs
- datetime_construction.rs
- dense_column_integration.rs
- distinct_ordering_semantics.rs
- distributed_client.py
- ds07_mixed_tier_test.rs
- duplicate_filter_plan.rs
- edge_type_count.rs
- embed_config_validation.rs
- entity_dedup_labels.rs
- exists_adjacency_walk.rs
- exists_pinned_endpoint.rs
- exists_subquery_test.rs
- expand_target_labels.rs
- expand_target_predicate.rs
- explain_parentheses.rs
- filter_parallel_threshold.rs
- float_list_precision.rs
- function_null_propagation.rs
- hierarchy_index_test.rs
- id_anchor.rs
- in_three_valued_logic.rs
- incomparable_ordering_is_null.rs
- index_test.rs
- integer_literals.rs
- label_mutation.rs
- ldbc_param_derivation.rs
- list_and_numeric_coercion.rs
- list_holding_entities.rs
- map_property_access.rs
- merge_row_properties.rs
- multi_objective_test.rs
- mvcc_test.rs
- named_path_extent.rs
- optimization_test.rs
- optimize_http_test.rs
- optional_match_count.rs
- optional_match_null_rows.rs
- optional_match_where.rs
- optional_named_path.rs
- order_by_limit_topn.rs
- order_by_scope_validation.rs
- pattern_and_star_syntax.rs
- predicate_pushdown_plan.rs
- profile_attribution.rs
- property_cursor.rs
- query_validation.rs
- record_capacity.rs
- relationship_isomorphism.rs
- remove_property.rs
- result_column_names.rs
- result_determinism.rs
- scripts_are_executable.rs
- self_referencing_patterns.rs
- set_entity.rs
- sharding_test.rs
- shortest_path_semantics.rs
- skip_batching.rs
- snapshot_import_rollback.rs
- snapshot_persistence.rs
- snapshot_preserves_properties.rs
- string_operator_non_string_operands.rs
- subsumes_without_index.rs
- target_node_filter_test.rs
- tenant_registry_unification.rs
- uc1_trial_site_selection_test.rs
- uc2_combo_dosing_test.rs
- uc3_capacity_planning_test.rs
- uc4_kg_completion_test.rs
- uc5_agent_routing_test.rs
- union_combines_branches.rs
- unwind_multiple.rs
- unwind_with.rs
- v060_features_test.rs
- value_list.rs
- value_size.rs
- var_length_path_enumeration.rs
- varlength_expand_semantics.rs
- varlength_pinned_target.rs
- vector_query_test.rs
- vector_search_test.rs
- version_consistency.rs
- write_result_shape.rs
- .dockerignore
- .env.example
- .gitignore
- Cargo.lock
- Cargo.toml
- CLAUDE.md
- CODE_OF_CONDUCT.md
- CODEOWNERS
- CONTRIBUTING.md
- deny.toml
- Dockerfile
- ldbc-benchmark-results.png
- LICENSE
- README.md
- ROADMAP.md
- SECURITY.md
# Installation Guide
1. Get the code
git clone https://github.com/samyama-ai/samyama-graph
Downloads the entire project code from GitHub to your computer.
cd samyama-graph
Moves into the project folder you just downloaded.
2. Official Install Script
Easy RecommendedPrerequisites
- APT (Debian/Ubuntu ๊ณ์ด) Built into Debian/Ubuntu-based Linux distributions.
- Python 3 Python is required to use pip.
sudo apt-get install -y build-essential cmake pkg-config libssl-dev clang libclang-dev
Installs directly from the APT package repository (Debian/Ubuntu-based).
pip install samyama[mcp]
Installs the package published on PyPI directly โ no need to clone the source.
After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.
Pulled directly from this repo's README.
3. Docker
EasyPrerequisites
- Git Needed to download the project code from GitHub.
- Docker Desktop Needed to build and run containers. Install it and keep it running in the background.
docker pull public.ecr.aws/f9f6l5u4/samyama-graph:1.1.0
Type this command into your terminal and run it.
touch docker-compose.yml
Runs the command against the services defined in the compose file.
notepad docker-compose.yml
Runs the command against the services defined in the compose file.
docker compose up -d
Builds and starts all defined containers (server, database, etc.) at once, in the background.
docker ps
Type this command into your terminal and run it.
Run docker compose ps to check the containers are Up. If the README mentions a port, open http://localhost:PORT in your browser.
Pulled directly from this repo's README.
4. Node.js
EasyPrerequisites
โ ๏ธ This is a large repository, so this method may point to an internal sub-package rather than the actual core product. Check the full README as well.
cd sdk/typescript
This project's files live in a subfolder, so move into it first.
npm install
Downloads and installs the libraries listed in package.json.
npm start
Starts the development/run server.
After running the command, open the address shown in the terminal (usually something like http://localhost:3000) in your browser.
5. Python
EasyPrerequisites
cargo build --release && pip install rich requests
Installs the Python libraries listed in requirements.txt (or similar).
pip install samyama[mcp]
Installs the package published on PyPI directly โ no need to clone the source.
If it runs without errors and prints output in the terminal, it worked.
Pulled directly from this repo's README.
6. Rust
MediumPrerequisites
- Git Needed to download the project code from GitHub.
- Rust (rustup) Installing via rustup also installs cargo.
cargo build --release
Compiles the Rust project.
cargo build --release && pip install rich requests
Installs the Python libraries listed in requirements.txt (or similar).
If cargo build finishes without errors, it worked. The executable is created under target/.
Pulled directly from this repo's README.
// repository documentation
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