├── .github └── workflows │ ├── benchmark.yml │ ├── pages.yml │ ├── publish_test.yml │ ├── python_tag_and_deploy.yml │ ├── release.yml │ ├── rust_tag_and_deploy.yml │ └── test.yml ├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── TODO.md ├── ahnlich ├── .cargo │ └── config.toml ├── .config │ └── nextest.toml ├── .dockerignore ├── Cargo.lock ├── Cargo.toml ├── Dockerfile ├── Makefile ├── ai │ ├── Cargo.toml │ └── src │ │ ├── cli │ │ ├── mod.rs │ │ └── server.rs │ │ ├── engine │ │ ├── ai │ │ │ ├── mod.rs │ │ │ ├── models.rs │ │ │ └── providers │ │ │ │ ├── mod.rs │ │ │ │ ├── ort │ │ │ │ ├── executor.rs │ │ │ │ ├── helper.rs │ │ │ │ └── mod.rs │ │ │ │ └── processors │ │ │ │ ├── center_crop.rs │ │ │ │ ├── imagearray_to_ndarray.rs │ │ │ │ ├── mod.rs │ │ │ │ ├── normalize.rs │ │ │ │ ├── onnx_output_transform.rs │ │ │ │ ├── pooling.rs │ │ │ │ ├── postprocessor.rs │ │ │ │ ├── preprocessor.rs │ │ │ │ ├── rescale.rs │ │ │ │ ├── resize.rs │ │ │ │ └── tokenize.rs │ │ ├── mod.rs │ │ └── store.rs │ │ ├── error.rs │ │ ├── lib.rs │ │ ├── main.rs │ │ ├── manager │ │ └── mod.rs │ │ ├── server │ │ ├── handler.rs │ │ └── mod.rs │ │ └── tests │ │ ├── aiproxy_test.rs │ │ ├── images │ │ ├── cat.png │ │ ├── dog.jpg │ │ ├── large.webp │ │ └── test.webp │ │ └── mod.rs ├── cli │ ├── Cargo.toml │ ├── README.md │ └── src │ │ ├── config │ │ ├── cli.rs │ │ └── mod.rs │ │ ├── connect.rs │ │ ├── history.rs │ │ ├── lib.rs │ │ ├── main.rs │ │ └── term.rs ├── client │ ├── Cargo.toml │ ├── README.md │ └── src │ │ ├── ai.rs │ │ ├── db.rs │ │ ├── error.rs │ │ ├── lib.rs │ │ └── prelude.rs ├── db │ ├── Cargo.toml │ ├── benches │ │ └── database.rs │ └── src │ │ ├── algorithm │ │ ├── heap.rs │ │ ├── mod.rs │ │ ├── non_linear.rs │ │ └── similarity.rs │ │ ├── cli │ │ ├── mod.rs │ │ └── server.rs │ │ ├── engine │ │ ├── mod.rs │ │ ├── predicate.rs │ │ └── store.rs │ │ ├── errors.rs │ │ ├── lib.rs │ │ ├── main.rs │ │ ├── server │ │ ├── handler.rs │ │ └── mod.rs │ │ └── tests │ │ ├── mock_data.json │ │ ├── mod.rs │ │ └── server_tests.rs ├── dsl │ ├── Cargo.toml │ └── src │ │ ├── ai.rs │ │ ├── algorithm.rs │ │ ├── array.rs │ │ ├── db.rs │ │ ├── error.rs │ │ ├── lib.rs │ │ ├── metadata.rs │ │ ├── parser.rs │ │ ├── predicate.rs │ │ ├── shared.rs │ │ ├── syntax │ │ └── syntax.pest │ │ └── tests │ │ ├── ai.rs │ │ ├── db.rs │ │ └── mod.rs ├── rust-toolchain.toml ├── similarity │ ├── Cargo.toml │ ├── README.md │ └── src │ │ ├── error.rs │ │ ├── hnsw.rs │ │ ├── kdtree.rs │ │ ├── lib.rs │ │ └── utils.rs ├── task-manager │ ├── Cargo.toml │ └── src │ │ └── lib.rs ├── tracer │ ├── Cargo.toml │ └── src │ │ └── lib.rs ├── types │ ├── Cargo.toml │ ├── build.rs │ └── src │ │ ├── ai │ │ ├── execution_provider.rs │ │ ├── mod.rs │ │ ├── models.rs │ │ ├── pipeline.rs │ │ ├── preprocess.rs │ │ ├── query.rs │ │ └── server.rs │ │ ├── algorithm │ │ ├── algorithms.rs │ │ ├── mod.rs │ │ └── nonlinear.rs │ │ ├── client.rs │ │ ├── db │ │ ├── mod.rs │ │ ├── pipeline.rs │ │ ├── query.rs │ │ └── server.rs │ │ ├── keyval.rs │ │ ├── lib.rs │ │ ├── metadata.rs │ │ ├── predicates.rs │ │ ├── server_types.rs │ │ ├── services │ │ ├── ai_service.rs │ │ ├── db_service.rs │ │ └── mod.rs │ │ ├── shared │ │ ├── info.rs │ │ └── mod.rs │ │ ├── similarity.rs │ │ ├── utils │ │ └── mod.rs │ │ └── version.rs ├── utils │ ├── Cargo.toml │ └── src │ │ ├── allocator.rs │ │ ├── cli.rs │ │ ├── client.rs │ │ ├── connection_layer.rs │ │ ├── lib.rs │ │ ├── parallel.rs │ │ ├── persistence.rs │ │ └── server.rs └── wait-for-it.sh ├── assets ├── cli-clear.gif └── logo.jpg ├── docker-compose.yml ├── docs ├── ai.md ├── draft.md ├── libgen.md ├── network.md ├── persistence.md └── specs │ └── grpc.md ├── examples ├── python │ └── book-search │ │ ├── .gitignore │ │ ├── .python-version │ │ ├── README.md │ │ ├── book_search │ │ ├── __init__.py │ │ ├── animal_farm.epub │ │ └── split_book.py │ │ ├── insert_book.py │ │ ├── insertbook.gif │ │ ├── poetry.lock │ │ ├── pyproject.toml │ │ ├── search_actions.py │ │ ├── searchphrase.gif │ │ └── tests │ │ └── __init__.py └── rust │ └── image-search │ ├── Cargo.lock │ ├── Cargo.toml │ ├── README.md │ ├── images │ ├── cat-piano.webp │ ├── dog-playing-with-football-soccer-ball-next-to-mini-goal-T9EFWG.jpg │ ├── dog-singing.jpg │ └── mouse-cleaning-house.jpg │ ├── index-image.gif │ ├── query-image.gif │ └── src │ └── main.rs ├── package.json ├── protos ├── Makefile ├── README.md ├── ai │ ├── execution_provider.proto │ ├── models.proto │ ├── pipeline.proto │ ├── preprocess.proto │ ├── query.proto │ └── server.proto ├── algorithm │ ├── algorithm.proto │ └── nonlinear.proto ├── buf.gen.yaml ├── buf.lock ├── buf.yaml ├── client.proto ├── db │ ├── pipeline.proto │ ├── query.proto │ └── server.proto ├── keyval.proto ├── metadata.proto ├── predicate.proto ├── server_types.proto ├── services │ ├── ai_service.proto │ └── db_service.proto ├── shared │ └── info.proto ├── similarity.proto └── version.proto ├── sdk ├── ahnlich-client-go │ ├── MSG_TAG │ ├── Makefile │ ├── README.md │ ├── VERSION │ ├── go.mod │ ├── go.sum │ ├── grpc │ │ ├── ai │ │ │ ├── execution_provider │ │ │ │ └── execution_provider.pb.go │ │ │ ├── models │ │ │ │ └── models.pb.go │ │ │ ├── pipeline │ │ │ │ └── pipeline.pb.go │ │ │ ├── preprocess │ │ │ │ └── preprocess.pb.go │ │ │ ├── query │ │ │ │ └── query.pb.go │ │ │ └── server │ │ │ │ └── server.pb.go │ │ ├── algorithm │ │ │ ├── algorithms │ │ │ │ └── algorithm.pb.go │ │ │ └── nonlinear │ │ │ │ └── nonlinear.pb.go │ │ ├── client │ │ │ └── client.pb.go │ │ ├── db │ │ │ ├── pipeline │ │ │ │ └── pipeline.pb.go │ │ │ ├── query │ │ │ │ └── query.pb.go │ │ │ └── server │ │ │ │ └── server.pb.go │ │ ├── keyval │ │ │ └── keyval.pb.go │ │ ├── metadata │ │ │ └── metadata.pb.go │ │ ├── predicates │ │ │ └── predicate.pb.go │ │ ├── server_types │ │ │ └── server_types.pb.go │ │ ├── services │ │ │ ├── ai_service │ │ │ │ ├── ai_service.pb.go │ │ │ │ └── ai_service_grpc.pb.go │ │ │ └── db_service │ │ │ │ ├── db_service.pb.go │ │ │ │ └── db_service_grpc.pb.go │ │ ├── shared │ │ │ └── info │ │ │ │ └── info.pb.go │ │ ├── similarity │ │ │ └── similarity.pb.go │ │ └── version │ │ │ └── version.pb.go │ └── tests │ │ ├── ai │ │ └── ai_test.go │ │ ├── db │ │ └── db_test.go │ │ └── utils.go └── ahnlich-client-py │ ├── .gitignore │ ├── MSG_TAG │ ├── Makefile │ ├── README.md │ ├── VERSION │ ├── ahnlich_client_py │ ├── __init__.py │ ├── config.py │ ├── grpc │ │ ├── __init__.py │ │ ├── ai │ │ │ ├── __init__.py │ │ │ ├── execution_provider │ │ │ │ └── __init__.py │ │ │ ├── models │ │ │ │ └── __init__.py │ │ │ ├── pipeline │ │ │ │ └── __init__.py │ │ │ ├── preprocess │ │ │ │ └── __init__.py │ │ │ ├── query │ │ │ │ └── __init__.py │ │ │ └── server │ │ │ │ └── __init__.py │ │ ├── algorithm │ │ │ ├── __init__.py │ │ │ ├── algorithms │ │ │ │ └── __init__.py │ │ │ └── nonlinear │ │ │ │ └── __init__.py │ │ ├── client │ │ │ └── __init__.py │ │ ├── db │ │ │ ├── __init__.py │ │ │ ├── pipeline │ │ │ │ └── __init__.py │ │ │ ├── query │ │ │ │ └── __init__.py │ │ │ └── server │ │ │ │ └── __init__.py │ │ ├── keyval │ │ │ └── __init__.py │ │ ├── metadata │ │ │ └── __init__.py │ │ ├── predicates │ │ │ └── __init__.py │ │ ├── server_types │ │ │ └── __init__.py │ │ ├── services │ │ │ ├── __init__.py │ │ │ ├── ai_service │ │ │ │ └── __init__.py │ │ │ └── db_service │ │ │ │ └── __init__.py │ │ ├── shared │ │ │ ├── __init__.py │ │ │ └── info │ │ │ │ └── __init__.py │ │ ├── similarity │ │ │ └── __init__.py │ │ └── version │ │ │ └── __init__.py │ └── tests │ │ ├── __init__.py │ │ ├── ai_client │ │ ├── __init__.py │ │ ├── test_ai_client_store_commands.py │ │ └── test_client_unit_commands.py │ │ ├── conftest.py │ │ └── db_client │ │ ├── __init__.py │ │ ├── test_client_store_commands.py │ │ └── test_client_unit_commands.py │ ├── build.py │ ├── bumpversion.py │ ├── demo_embed.py │ ├── demo_tracing.py │ ├── poetry.lock │ ├── poetry_versioning.py │ └── pyproject.toml ├── web └── ahnlich-web │ ├── .gitignore │ ├── README.md │ ├── blog │ ├── 2019-05-28-first-blog-post.md │ ├── 2019-05-29-long-blog-post.md │ ├── 2021-08-01-mdx-blog-post.mdx │ ├── 2021-08-26-welcome │ │ ├── docusaurus-plushie-banner.jpeg │ │ └── index.md │ ├── authors.yml │ └── tags.yml │ ├── docs │ ├── ahnlich-in-production │ │ ├── ahnlich-in-production.md │ │ ├── deployment.md │ │ └── tracing.md │ ├── architecture.md │ ├── client-libraries │ │ ├── client-libraries.mdx │ │ ├── go │ │ │ ├── bulk-requests.md │ │ │ ├── go-specific-resources.md │ │ │ ├── go.md │ │ │ ├── request-ai │ │ │ │ ├── create-non-linear-algx.md │ │ │ │ ├── create-predicate-index.md │ │ │ │ ├── create-store.md │ │ │ │ ├── delete-key.md │ │ │ │ ├── drop-non-linear-algx.md │ │ │ │ ├── drop-predicate-index.md │ │ │ │ ├── drop-store.md │ │ │ │ ├── get-by-predicate.md │ │ │ │ ├── get-simn.md │ │ │ │ ├── info-server.md │ │ │ │ ├── list-stores.md │ │ │ │ ├── ping.md │ │ │ │ ├── request-ai.md │ │ │ │ └── set.md │ │ │ ├── request-db │ │ │ │ ├── create-non-linear-algx.md │ │ │ │ ├── create-predicate-index.md │ │ │ │ ├── create-store.md │ │ │ │ ├── delete-key.md │ │ │ │ ├── delete-predicate.md │ │ │ │ ├── drop-non-linear-algx.md │ │ │ │ ├── drop-predicate-index.md │ │ │ │ ├── drop-store.md │ │ │ │ ├── get-by-predicate.md │ │ │ │ ├── get-key.md │ │ │ │ ├── get-simn.md │ │ │ │ ├── info-server.md │ │ │ │ ├── list-connected-clients.md │ │ │ │ ├── list-stores.md │ │ │ │ ├── ping.md │ │ │ │ ├── request-db.md │ │ │ │ └── set.md │ │ │ └── type-meanings.md │ │ ├── python │ │ │ ├── bulk-requests.md │ │ │ ├── python-specific-resources.md │ │ │ ├── python.md │ │ │ ├── request-ai │ │ │ │ ├── create-non-linear-algx.md │ │ │ │ ├── create-predicate-index.md │ │ │ │ ├── create-store.md │ │ │ │ ├── delete-key.md │ │ │ │ ├── drop-non-linear-algx.md │ │ │ │ ├── drop-predicate-index.md │ │ │ │ ├── drop-store.md │ │ │ │ ├── get-by-predicate.md │ │ │ │ ├── get-simn.md │ │ │ │ ├── info-server.md │ │ │ │ ├── list-stores.md │ │ │ │ ├── ping.md │ │ │ │ ├── request-ai.md │ │ │ │ └── set.md │ │ │ ├── request-db │ │ │ │ ├── create-non-linear-algx.md │ │ │ │ ├── create-predicate-index.md │ │ │ │ ├── create-store.md │ │ │ │ ├── delete-key.md │ │ │ │ ├── delete-predicate.md │ │ │ │ ├── drop-non-linear-algx.md │ │ │ │ ├── drop-predicate-index.md │ │ │ │ ├── drop-store.md │ │ │ │ ├── get-by-predicate.md │ │ │ │ ├── get-key.md │ │ │ │ ├── get-simn.md │ │ │ │ ├── info-server.md │ │ │ │ ├── list-stores.md │ │ │ │ ├── ping.md │ │ │ │ ├── request-db.md │ │ │ │ └── set.md │ │ │ └── type-meanings.md │ │ └── rust │ │ │ ├── distributed-tracing.md │ │ │ ├── pipeline.md │ │ │ ├── request-ai │ │ │ ├── create-non-linear-algx.md │ │ │ ├── create-predicate-index.md │ │ │ ├── create-store.md │ │ │ ├── delete-key.md │ │ │ ├── drop-non-linear-algx.md │ │ │ ├── drop-predicate-index.md │ │ │ ├── drop-store.md │ │ │ ├── get-by-predicate.md │ │ │ ├── get-key.md │ │ │ ├── get-simn.md │ │ │ ├── info-server.md │ │ │ ├── list-connected-clients.md │ │ │ ├── list-stores.md │ │ │ ├── new.md │ │ │ ├── ping.md │ │ │ ├── purge-stores.md │ │ │ ├── request-ai.md │ │ │ └── set.md │ │ │ ├── request-db │ │ │ ├── create-non-linear-algx.md │ │ │ ├── create-predicate-index.md │ │ │ ├── create-store.md │ │ │ ├── delete-by-predicate.md │ │ │ ├── delete-key.md │ │ │ ├── drop-non-linear-algx.md │ │ │ ├── drop-predicate-index.md │ │ │ ├── drop-store.md │ │ │ ├── get-by-predicate.md │ │ │ ├── get-key.md │ │ │ ├── get-simn.md │ │ │ ├── info-server.md │ │ │ ├── list-connected-clients.md │ │ │ ├── list-stores.md │ │ │ ├── ping.md │ │ │ ├── request-db.md │ │ │ └── set.md │ │ │ ├── rust-specific-resources.md │ │ │ ├── rust.md │ │ │ ├── testing.md │ │ │ └── types-and-utilities.md │ ├── community.md │ ├── components │ │ ├── ahnlich-ai │ │ │ ├── advanced.md │ │ │ ├── ahnlich-ai.md │ │ │ ├── deep-dive.md │ │ │ ├── overview.md │ │ │ ├── reference.md │ │ │ ├── setup-config.md │ │ │ └── use-cases.md │ │ ├── ahnlich-cli │ │ │ ├── ahnlich-cli.md │ │ │ ├── ai-commands.md │ │ │ ├── db-commands.md │ │ │ └── installation.md │ │ ├── ahnlich-db │ │ │ ├── advanced.md │ │ │ ├── ahnlich-db.md │ │ │ ├── installation.md │ │ │ ├── reference.md │ │ │ └── use-cases.md │ │ ├── components.mdx │ │ ├── distributed-tracing │ │ │ ├── ahnlich-ai.md │ │ │ ├── ahnlich-db.md │ │ │ ├── distributed-tracing.md │ │ │ └── using-jaeger.md │ │ └── persistence-in-ahnlich │ │ │ ├── persistence-for-ahnlich-ai.md │ │ │ ├── persistence-for-ahnlich-db.md │ │ │ └── persistence-in-ahnlich.md │ ├── getting-started │ │ ├── comparison-with-other-tools.md │ │ ├── getting-started.md │ │ ├── installation.md │ │ ├── next-steps.md │ │ └── usage.md │ ├── guides │ │ ├── index.mdx │ │ ├── python.md │ │ └── rust.md │ ├── index.md │ └── overview.md │ ├── docusaurus.config.ts │ ├── package-lock.json │ ├── package.json │ ├── postcss.config.js │ ├── sidebars.ts │ ├── src │ ├── components │ │ ├── AudioPlayer.tsx │ │ ├── CustomDocCard.tsx │ │ ├── GuidesCard.tsx │ │ ├── HomepageFeatures │ │ │ ├── index.tsx │ │ │ └── styles.module.css │ │ ├── buttons.tsx │ │ ├── carousel.tsx │ │ └── icons.tsx │ ├── css │ │ └── custom.css │ ├── pages │ │ ├── index.module.css │ │ ├── index.tsx │ │ └── markdown-page.md │ ├── theme │ │ ├── DocBreadcrumbs │ │ │ ├── Items │ │ │ │ └── Home │ │ │ │ │ ├── index.tsx │ │ │ │ │ └── styles.module.css │ │ │ ├── StructuredData │ │ │ │ └── index.tsx │ │ │ ├── index.tsx │ │ │ └── styles.module.css │ │ └── DocSidebarItem │ │ │ └── Category │ │ │ └── index.tsx │ └── types │ │ └── images.d.ts │ ├── static │ ├── audio │ │ └── aehnlich.mp3 │ ├── img │ │ ├── Rust.png │ │ ├── cargo-install.png │ │ ├── docs │ │ │ ├── jaeger-1.png │ │ │ ├── jaeger-2.png │ │ │ ├── jaeger-3.png │ │ │ ├── jaeger-4.png │ │ │ ├── jaeger-5.png │ │ │ ├── jaeger-6.png │ │ │ ├── jaeger-7.png │ │ │ └── jaeger-8.png │ │ ├── docusaurus-social-card.jpg │ │ ├── docusaurus.png │ │ ├── favicon.ico │ │ ├── go.png │ │ ├── hero.webp │ │ ├── landing-1.svg │ │ ├── landing-2.svg │ │ ├── landingPage │ │ │ ├── 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