├── .cursor └── rules │ └── run-tests.mdc ├── .dockerignore ├── .env ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── pull_request_template.md ├── runner_setup │ ├── amd64_runner_setup.sh │ └── cuda_extra_setup.sh ├── runs-on.yml └── workflows │ ├── amd64_cpu_api_tests.yml │ ├── amd64_cuda_api_tests.yml │ ├── arm64_cpu_api_tests.yml │ ├── backwards_compatibility_marqo_execution.yml │ ├── backwards_compatibility_marqo_orchestrator.yml │ ├── build_push_img.yml │ ├── dispatch_update_model_list.yml │ ├── integration_tests_CI_inference_orchestrator.yml │ ├── integration_tests_CI_marqo_api.yml │ ├── integration_tests_CI_model_management.yml │ ├── integration_tests_with_shards_and_replicas.yml │ ├── locust_perf_test.yml │ ├── run_required_checks_coverage_inference_orchestrator.yml │ ├── run_required_checks_coverage_marqo_api.yml │ ├── run_required_checks_coverage_model_management.yml │ ├── run_required_checks_inference_orchestrator.yml │ ├── run_required_checks_marqo_api.yml │ ├── run_required_checks_model_management.yml │ ├── test_documentation.yml │ ├── test_patches_merged.yml │ ├── unit_tests_inference_orchestrator.yml │ ├── unit_tests_marqo_api.yml │ └── unit_tests_model_management.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CLAUDE.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── RELEASE.md ├── SECURITY.md ├── assets ├── 00_marqo_diagram_MAIN-COMP-1080-1920-01.gif ├── backpack.gif ├── demo-short.gif ├── demo.gif ├── logo.svg ├── logo2.svg ├── marqo-graph.svg ├── output.gif └── stripes.gif ├── components ├── inference_orchestrator │ ├── CLAUDE.md │ ├── Dockerfile │ ├── README.md │ ├── pyproject.toml │ ├── src │ │ └── inference_orchestrator │ │ │ ├── __init__.py │ │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── otel.py │ │ │ └── telemetry.py │ │ │ ├── config.py │ │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── enum.py │ │ │ ├── logging.py │ │ │ └── settings.py │ │ │ ├── errors │ │ │ ├── __init__.py │ │ │ ├── base_error.py │ │ │ └── common_errors.py │ │ │ ├── main.py │ │ │ ├── marqo_docs.py │ │ │ ├── on_start_script.py │ │ │ ├── schemas │ │ │ ├── __init__.py │ │ │ ├── api.py │ │ │ ├── base_model.py │ │ │ └── triton_channel_args.py │ │ │ ├── services │ │ │ ├── __init__.py │ │ │ ├── errors.py │ │ │ ├── inference_cache │ │ │ │ ├── __init__.py │ │ │ │ ├── abstract_cache.py │ │ │ │ ├── caching_inference.py │ │ │ │ ├── marqo_inference_cache.py │ │ │ │ ├── marqo_lfu_cache.py │ │ │ │ ├── marqo_lru_cache.py │ │ │ │ └── monitoring.py │ │ │ ├── media_download_and_preprocess │ │ │ │ ├── __init__.py │ │ │ │ ├── image_download.py │ │ │ │ ├── media_download_and_preprocess.py │ │ │ │ └── split_text.py │ │ │ └── triton_inference │ │ │ │ ├── __init__.py │ │ │ │ ├── content_preprocessing.py │ │ │ │ ├── embedding_models │ │ │ │ ├── __init__.py │ │ │ │ ├── abstract_embedding_model.py │ │ │ │ ├── abstract_preprocessor.py │ │ │ │ ├── base_model_properties.py │ │ │ │ ├── data_type_conversion.py │ │ │ │ ├── hugging_face │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── hugging_face_model.py │ │ │ │ │ └── hugging_face_model_properties.py │ │ │ │ ├── marqo_model_registry.py │ │ │ │ ├── model_download_cache.py │ │ │ │ ├── model_properties_parser.py │ │ │ │ ├── open_clip │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── hf_tokenizer.py │ │ │ │ │ ├── open_clip_model.py │ │ │ │ │ └── open_clip_model_properties.py │ │ │ │ ├── random │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── random_model.py │ │ │ │ │ └── random_model_properties.py │ │ │ │ └── url_parser.py │ │ │ │ ├── inference_pipelines │ │ │ │ ├── __init__.py │ │ │ │ ├── abstract_inference_pipeline.py │ │ │ │ ├── hugging_face_model_inference_pipeline.py │ │ │ │ ├── open_clip_model_inference_pipeline.py │ │ │ │ └── random_model_inference_pipeline.py │ │ │ │ ├── model_manager │ │ │ │ ├── __init__.py │ │ │ │ ├── model_management_client.py │ │ │ │ └── model_manager.py │ │ │ │ ├── triton │ │ │ │ ├── __init__.py │ │ │ │ ├── input_type.py │ │ │ │ └── triton_grpc_client.py │ │ │ │ └── triton_inference.py │ │ │ └── version.py │ ├── tests │ │ ├── integration_tests │ │ │ ├── __init__.py │ │ │ ├── services │ │ │ │ ├── __init__.py │ │ │ │ └── triton_inference │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── embedding_models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── open_clip │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── test_hf_tokenizer.py │ │ │ │ │ ├── test_hf_model_encode.py │ │ │ │ │ └── test_open_clip_model_encode.py │ │ │ │ │ ├── embeddings_reference │ │ │ │ │ ├── hf_marqo_2_24_2_embeddings.json │ │ │ │ │ ├── info.txt │ │ │ │ │ ├── open_clip_image_marqo_2_24_2_embeddings.json │ │ │ │ │ └── open_clip_text_marqo_2_24_2_embeddings.json │ │ │ │ │ ├── inference_cache │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_inference_cache.py │ │ │ │ │ ├── inference_pipelines │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_hugging_face_model_inference_pipeline.py │ │ │ │ │ ├── test_open_clip_inference_pipeline.py │ │ │ │ │ └── test_random_model_inference_pipeline.py │ │ │ │ │ ├── model_manager │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_model_management_client.py │ │ │ │ │ └── triton │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_input_type.py │ │ │ ├── test_case.py │ │ │ ├── test_main_api.py │ │ │ └── test_on_start_script.py │ │ └── unit_tests │ │ │ ├── __init__.py │ │ │ ├── core │ │ │ ├── __init__.py │ │ │ └── test_settings.py │ │ │ ├── services │ │ │ ├── __init__.py │ │ │ ├── inference_cache │ │ │ │ ├── __init__.py │ │ │ │ ├── test_cache.py │ │ │ │ ├── test_caching_inference.py │ │ │ │ ├── test_inference_cache_env_vars.py │ │ │ │ ├── test_marqo_inference_cache.py │ │ │ │ └── test_monitoring.py │ │ │ ├── media_download_and_preprocess │ │ │ │ ├── __init__.py │ │ │ │ ├── test_chunk_download_preprocess_image_content.py │ │ │ │ ├── test_chunk_download_preprocess_text_content.py │ │ │ │ ├── test_image_download.py │ │ │ │ ├── test_media_download_and_preprocess.py │ │ │ │ └── test_split_text.py │ │ │ └── triton_inference │ │ │ │ ├── __init__.py │ │ │ │ ├── embedding_models │ │ │ │ ├── test_data_type_conversion.py │ │ │ │ ├── test_hugging_face_model.py │ │ │ │ ├── test_hugging_face_model_properties.py │ │ │ │ ├── test_model_properties_parser.py │ │ │ │ ├── test_open_clip_model.py │ │ │ │ ├── test_open_clip_model_properties.py │ │ │ │ └── test_url_parser.py │ │ │ │ ├── inference_pipelines │ │ │ │ ├── test_hugging_face_model_inference_pipeline.py │ │ │ │ ├── test_open_clip_model_inference_pipeline.py │ │ │ │ └── test_random_model_inference_pipeline.py │ │ │ │ ├── model_manager │ │ │ │ ├── __init__.py │ │ │ │ └── test_model_management_client.py │ │ │ │ ├── test_model_manager.py │ │ │ │ ├── test_triton_inference.py │ │ │ │ └── triton │ │ │ │ ├── __init__.py │ │ │ │ ├── test_input_type.py │ │ │ │ └── test_triton_grpc_client.py │ │ │ ├── test_main_api.py │ │ │ ├── test_marqo_docs.py │ │ │ └── test_on_start_script.py │ └── uv.lock ├── marqo │ ├── Dockerfile │ ├── pyproject.toml │ ├── run_marqo.sh │ ├── scripts │ │ ├── shutdown.sh │ │ └── vespa_local │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ └── vespa_local.py │ ├── src │ │ └── marqo │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── configs.py │ │ │ ├── exceptions.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── add_docs_objects.py │ │ │ │ ├── embed_request.py │ │ │ │ ├── get_batch_documents_request.py │ │ │ │ ├── health_response.py │ │ │ │ ├── recommend_query.py │ │ │ │ ├── rollback_request.py │ │ │ │ ├── update_documents.py │ │ │ │ └── update_index_settings.py │ │ │ └── route.py │ │ │ ├── base_model.py │ │ │ ├── case_insensitive_enum.py │ │ │ ├── config.py │ │ │ ├── connections.py │ │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── constants.py │ │ │ ├── distributed_lock │ │ │ │ ├── __init__.py │ │ │ │ ├── abstract_distributed_lock.py │ │ │ │ └── zookeeper_distributed_lock.py │ │ │ ├── document │ │ │ │ ├── __init__.py │ │ │ │ └── document.py │ │ │ ├── embed │ │ │ │ ├── __init__.py │ │ │ │ └── embed.py │ │ │ ├── exceptions.py │ │ │ ├── index_management │ │ │ │ ├── __init__.py │ │ │ │ ├── index_management.py │ │ │ │ └── vespa_application_package.py │ │ │ ├── inference │ │ │ │ ├── __init__.py │ │ │ │ ├── api │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── exceptions.py │ │ │ │ │ ├── inference.py │ │ │ │ │ ├── modality.py │ │ │ │ │ └── preprocessing_config.py │ │ │ │ ├── embedding_models │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── marqo_model_registry.py │ │ │ │ ├── inference_cache │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── abstract_cache.py │ │ │ │ │ ├── caching_inference.py │ │ │ │ │ ├── enums.py │ │ │ │ │ ├── marqo_inference_cache.py │ │ │ │ │ ├── marqo_lfu_cache.py │ │ │ │ │ ├── marqo_lru_cache.py │ │ │ │ │ └── monitoring.py │ │ │ │ ├── inference_client │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── inference_client.py │ │ │ │ ├── modality_utils.py │ │ │ │ ├── model_manager_client │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── model_manager_client.py │ │ │ │ └── tensor_fields_container.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── add_docs_params.py │ │ │ │ ├── facets_parameters.py │ │ │ │ ├── hybrid_parameters.py │ │ │ │ ├── interpolation_method.py │ │ │ │ ├── marqo_add_documents_response.py │ │ │ │ ├── marqo_cuda_info_response.py │ │ │ │ ├── marqo_get_documents_by_id_response.py │ │ │ │ ├── marqo_index.py │ │ │ │ ├── marqo_index_health.py │ │ │ │ ├── marqo_index_request.py │ │ │ │ ├── marqo_index_stats.py │ │ │ │ ├── marqo_query.py │ │ │ │ ├── marqo_update_documents_response.py │ │ │ │ ├── memory_profile.py │ │ │ │ ├── score_modifier.py │ │ │ │ └── typeahead.py │ │ │ ├── monitoring │ │ │ │ ├── __init__.py │ │ │ │ ├── memory_profiler.py │ │ │ │ ├── monitoring.py │ │ │ │ ├── statsd_client.py │ │ │ │ └── statsd_middleware.py │ │ │ ├── search │ │ │ │ ├── __init__.py │ │ │ │ ├── hybrid_search.py │ │ │ │ ├── query_logger.py │ │ │ │ ├── recommender.py │ │ │ │ └── search_filter.py │ │ │ ├── semi_structured_vespa_index │ │ │ │ ├── __init__.py │ │ │ │ ├── common.py │ │ │ │ ├── marqo_field_types.py │ │ │ │ ├── semi_structured_add_document_handler.py │ │ │ │ ├── semi_structured_document.py │ │ │ │ ├── semi_structured_vespa_index.py │ │ │ │ ├── semi_structured_vespa_schema.py │ │ │ │ ├── semi_structured_vespa_schema_template.sd.jinja2 │ │ │ │ └── semi_structured_vespa_schema_template_2_16.sd.jinja2 │ │ │ ├── structured_vespa_index │ │ │ │ ├── __init__.py │ │ │ │ ├── common.py │ │ │ │ ├── structured_add_document_handler.py │ │ │ │ ├── structured_vespa_index.py │ │ │ │ └── structured_vespa_schema.py │ │ │ ├── typeahead │ │ │ │ ├── __init__.py │ │ │ │ ├── text_normalization.py │ │ │ │ ├── typeahead.py │ │ │ │ ├── typeahead_vespa_schema.py │ │ │ │ └── typeahead_vespa_schema_template.sd.jinja2 │ │ │ ├── unstructured_vespa_index │ │ │ │ ├── __init__.py │ │ │ │ ├── common.py │ │ │ │ ├── unstructured_add_document_handler.py │ │ │ │ ├── unstructured_document.py │ │ │ │ ├── unstructured_validation.py │ │ │ │ ├── unstructured_vespa_index.py │ │ │ │ └── unstructured_vespa_schema.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── prefix.py │ │ │ │ └── vector_interpolation.py │ │ │ └── vespa_index │ │ │ │ ├── __init__.py │ │ │ │ ├── add_documents_handler.py │ │ │ │ ├── vespa_index.py │ │ │ │ └── vespa_schema.py │ │ │ ├── exceptions.py │ │ │ ├── logging.py │ │ │ ├── marqo_docs.py │ │ │ ├── otel.py │ │ │ ├── tensor_search │ │ │ ├── .gitignore │ │ │ ├── __init__.py │ │ │ ├── api.py │ │ │ ├── constants.py │ │ │ ├── delete_docs.py │ │ │ ├── enums.py │ │ │ ├── index_meta_cache.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── api_models.py │ │ │ │ ├── custom_vector_object.py │ │ │ │ ├── delete_docs_objects.py │ │ │ │ ├── external_apis │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── abstract_classes.py │ │ │ │ │ ├── hf.py │ │ │ │ │ └── s3.py │ │ │ │ ├── index_settings.py │ │ │ │ ├── mappings_object.py │ │ │ │ ├── preprocessors_model.py │ │ │ │ ├── private_models.py │ │ │ │ ├── relevance_cutoff_model.py │ │ │ │ ├── score_modifiers_object.py │ │ │ │ ├── search.py │ │ │ │ └── sort_by_model.py │ │ │ ├── on_start_script.py │ │ │ ├── telemetry.py │ │ │ ├── tensor_search.py │ │ │ ├── utils.py │ │ │ ├── validation.py │ │ │ └── web │ │ │ │ ├── __init__.py │ │ │ │ ├── api_utils.py │ │ │ │ └── api_validation.py │ │ │ ├── upgrades │ │ │ ├── upgrade.py │ │ │ ├── v2_v0_v2_v1.py │ │ │ └── v2_v1_v2_v0_rollback.py │ │ │ ├── version.py │ │ │ └── vespa │ │ │ ├── __init__.py │ │ │ ├── concurrency.py │ │ │ ├── exceptions.py │ │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── application_metrics.py │ │ │ ├── delete_document_response.py │ │ │ ├── feed_response.py │ │ │ ├── get_document_response.py │ │ │ ├── query_result.py │ │ │ ├── update_response.py │ │ │ └── vespa_document.py │ │ │ ├── vespa_client.py │ │ │ └── zookeeper_client.py │ ├── tests │ │ ├── __init__.py │ │ ├── api_tests │ │ │ └── v1 │ │ │ │ ├── assets │ │ │ │ ├── ai_hippo_realistic.png │ │ │ │ ├── ai_hippo_realistic_small.png │ │ │ │ ├── ai_hippo_statue.png │ │ │ │ ├── ai_hippo_statue_small.png │ │ │ │ ├── sample_bmp_image.bmp │ │ │ │ ├── sample_gif_image.gif │ │ │ │ ├── sample_jpg_image.jpg │ │ │ │ ├── sample_png_image.png │ │ │ │ ├── sample_tiff_image.tiff │ │ │ │ └── sample_webp_image.webp │ │ │ │ ├── docker-compose.yml │ │ │ │ ├── manual_tests │ │ │ │ ├── env_var_tests.py │ │ │ │ └── private_model_test.py │ │ │ │ ├── pyproject.toml │ │ │ │ ├── scripts │ │ │ │ ├── build_marqo.sh │ │ │ │ ├── install_pymarqo.sh │ │ │ │ ├── start_cuda_docker_marqo.sh │ │ │ │ ├── start_cuda_docker_marqo_split.sh │ │ │ │ ├── start_docker_marqo.sh │ │ │ │ └── start_local_marqo.sh │ │ │ │ ├── tests │ │ │ │ ├── __init__.py │ │ │ │ ├── api_tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── structured_index │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── test_add_documents.py │ │ │ │ │ │ ├── test_delete_documents.py │ │ │ │ │ │ ├── test_get_index_settings.py │ │ │ │ │ │ ├── test_get_stats.py │ │ │ │ │ │ ├── test_hybrid_search.py │ │ │ │ │ │ ├── test_partial_update_document.py │ │ │ │ │ │ └── test_search.py │ │ │ │ │ ├── test_add_documents_common.py │ │ │ │ │ ├── test_base64_image_search.py │ │ │ │ │ ├── test_collapse_fields.py │ │ │ │ │ ├── test_create_index.py │ │ │ │ │ ├── test_dict_score_modifiers.py │ │ │ │ │ ├── test_documents_api_headers.py │ │ │ │ │ ├── test_embed.py │ │ │ │ │ ├── test_get_documents.py │ │ │ │ │ ├── test_health.py │ │ │ │ │ ├── test_index_settings.py │ │ │ │ │ ├── test_language.py │ │ │ │ │ ├── test_model_cache_management.py │ │ │ │ │ ├── test_model_eject_and_concurrency.py │ │ │ │ │ ├── test_recommend.py │ │ │ │ │ ├── test_relevance_cutoff_feature.py │ │ │ │ │ ├── test_score_modifiers_search.py │ │ │ │ │ ├── test_search_common.py │ │ │ │ │ ├── test_sentence_chunking.py │ │ │ │ │ ├── test_sort_by_feature.py │ │ │ │ │ ├── test_special_chars_in_fieldnames_and_filters.py │ │ │ │ │ ├── test_stemming.py │ │ │ │ │ ├── test_typeahead.py │ │ │ │ │ ├── test_utils.py │ │ │ │ │ └── unstructured_index │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── test_add_documents.py │ │ │ │ │ │ ├── test_delete_documents.py │ │ │ │ │ │ ├── test_facets.py │ │ │ │ │ │ ├── test_get_index_settings.py │ │ │ │ │ │ ├── test_get_stats.py │ │ │ │ │ │ ├── test_search.py │ │ │ │ │ │ └── test_update_documents_unstructured_index.py │ │ │ │ ├── application_tests │ │ │ │ │ ├── test_asynchronous.py │ │ │ │ │ └── test_env_var_changes.py │ │ │ │ ├── conftest.py │ │ │ │ ├── marqo_test.py │ │ │ │ └── utilities.py │ │ │ │ └── uv.lock │ │ ├── compatibility_tests │ │ │ ├── __init__.py │ │ │ ├── add_or_replace_documents │ │ │ │ ├── __init__.py │ │ │ │ ├── structured │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_add_documents_v2_12.py │ │ │ │ │ ├── test_add_documents_v2_2.py │ │ │ │ │ └── test_add_documents_v2_9.py │ │ │ │ ├── test_add_documents_multimodal.py │ │ │ │ ├── test_add_documents_with_custom_vector.py │ │ │ │ └── test_document_api.py │ │ │ ├── base_test_case │ │ │ │ ├── __init__.py │ │ │ │ ├── base_compatibility_test.py │ │ │ │ └── marqo_test.py │ │ │ ├── compatibility_test_logger │ │ │ │ └── __init__.py │ │ │ ├── compatibility_test_runner.py │ │ │ ├── conftest.py │ │ │ ├── create_index │ │ │ │ ├── __init__.py │ │ │ │ ├── test_create_index.py │ │ │ │ ├── test_create_index_bring_your_own_model.py │ │ │ │ └── test_create_unstructured_index_with_no_model.py │ │ │ ├── create_structured_index │ │ │ │ ├── __init__.py │ │ │ │ ├── test_create_structured_index.py │ │ │ │ ├── test_create_structured_index_v2_12.py │ │ │ │ ├── test_create_structured_index_v2_2.py │ │ │ │ └── test_create_structured_index_v2_9.py │ │ │ ├── delete_documents │ │ │ │ ├── __init__.py │ │ │ │ └── test_delete_documents.py │ │ │ ├── docker_manager.py │ │ │ ├── embed │ │ │ │ ├── __init__.py │ │ │ │ └── test_embed.py │ │ │ ├── pytest.ini │ │ │ ├── readme.md │ │ │ ├── recommend │ │ │ │ ├── __init__.py │ │ │ │ └── test_recommend.py │ │ │ ├── requirements.txt │ │ │ ├── scripts │ │ │ │ ├── determine_to_version.py │ │ │ │ └── generate_versions.py │ │ │ ├── search │ │ │ │ ├── __init__.py │ │ │ │ ├── structured │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_hybrid_search_structured.py │ │ │ │ ├── test_search.py │ │ │ │ ├── test_search_with_global_score_modifiers.py │ │ │ │ ├── test_search_with_score_modifiers.py │ │ │ │ └── unstructured │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_hybrid_search_unstructured.py │ │ │ │ │ └── test_hybrid_search_unstructured_sort_by_feature.py │ │ │ ├── test_vector_normalisation.py │ │ │ └── update_documents │ │ │ │ ├── __init__.py │ │ │ │ ├── test_update_documents.py │ │ │ │ └── test_update_documents_unstructured.py │ │ ├── integ_tests │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ ├── distributed_lock │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_distributed_lock.py │ │ │ │ ├── document │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_documents_common.py │ │ │ │ │ ├── test_partial_document_update.py │ │ │ │ │ ├── test_partial_update_semi_structured.py │ │ │ │ │ └── tests_remove_duplicate_documents.py │ │ │ │ ├── index_management │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── existing_vespa_app │ │ │ │ │ │ ├── .gitignore │ │ │ │ │ │ ├── components │ │ │ │ │ │ │ └── marqo-custom-searchers-deploy.jar │ │ │ │ │ │ ├── schemas │ │ │ │ │ │ │ ├── marqo__existing_00index.sd │ │ │ │ │ │ │ ├── marqo__settings.sd │ │ │ │ │ │ │ └── test_vespa_client.sd │ │ │ │ │ │ ├── search │ │ │ │ │ │ │ └── query-profiles │ │ │ │ │ │ │ │ └── default.xml │ │ │ │ │ │ └── services.xml │ │ │ │ │ ├── initial_vespa_app │ │ │ │ │ │ ├── .gitignore │ │ │ │ │ │ ├── schemas │ │ │ │ │ │ │ └── test_vespa_client.sd │ │ │ │ │ │ └── services.xml │ │ │ │ │ ├── test_get_settings.py │ │ │ │ │ ├── test_index_management.py │ │ │ │ │ ├── test_index_management_schema_update.py │ │ │ │ │ ├── test_index_setting_store.py │ │ │ │ │ ├── test_index_settings_update.py │ │ │ │ │ ├── test_index_validation.py │ │ │ │ │ └── test_vespa_app_backup.py │ │ │ │ ├── inference │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── inference_cache │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── test_inference_cache.py │ │ │ │ │ ├── inference_test_case.py │ │ │ │ │ └── test_model_manager_client.py │ │ │ │ ├── models │ │ │ │ │ ├── test_marqo_index.py │ │ │ │ │ └── test_marqo_query.py │ │ │ │ ├── monitoring │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_metrics_udp.py │ │ │ │ │ └── test_monitoring.py │ │ │ │ ├── search │ │ │ │ │ └── test_recommender.py │ │ │ │ ├── semi_structured_vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_schemas │ │ │ │ │ │ ├── pre_2_16 │ │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_multiple_lexical_tensor_fields.sd │ │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_no_field.sd │ │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_one_lexical_field.sd │ │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_one_lexical_one_tensor_field.sd │ │ │ │ │ │ │ └── semi_structured_vespa_index_schema_one_tensor_field.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_multiple_fields_with_collapse_fields.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_multiple_lexical_tensor_and_string_array_fields.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_multiple_lexical_tensor_fields.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_no_field.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_one_lexical_field.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_one_lexical_one_tensor_field.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_one_lexical_one_tensor_one_string_array_field.sd │ │ │ │ │ │ ├── semi_structured_vespa_index_schema_one_string_array_field.sd │ │ │ │ │ │ └── semi_structured_vespa_index_schema_one_tensor_field.sd │ │ │ │ │ ├── test_semi_structured_vespa_index.py │ │ │ │ │ └── test_semi_structured_vespa_schema.py │ │ │ │ ├── structured_vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_schemas │ │ │ │ │ │ ├── four_tensor_fields.sd │ │ │ │ │ │ ├── healthy_schema_1.sd │ │ │ │ │ │ ├── no_lexical_fields.sd │ │ │ │ │ │ ├── no_score_modifiers.sd │ │ │ │ │ │ ├── no_tensor_fields.sd │ │ │ │ │ │ ├── one_tensor_field.sd │ │ │ │ │ │ ├── sd_formatter.py │ │ │ │ │ │ ├── structured_distance_metric_angular.sd │ │ │ │ │ │ ├── structured_distance_metric_dotproduct.sd │ │ │ │ │ │ ├── structured_distance_metric_euclidean.sd │ │ │ │ │ │ ├── structured_distance_metric_geodegrees.sd │ │ │ │ │ │ ├── structured_distance_metric_hamming.sd │ │ │ │ │ │ └── structured_distance_metric_prenormalized-angular.sd │ │ │ │ │ ├── test_structured_vespa_index.py │ │ │ │ │ └── test_structured_vespa_schema.py │ │ │ │ ├── typeahead │ │ │ │ │ └── test_typeahead_integration.py │ │ │ │ ├── unstructured_vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_schemas │ │ │ │ │ │ ├── unstructured_vespa_index_schema.sd │ │ │ │ │ │ ├── unstructured_vespa_index_schema_distance_metric_angular.sd │ │ │ │ │ │ ├── unstructured_vespa_index_schema_distance_metric_dotproduct.sd │ │ │ │ │ │ ├── unstructured_vespa_index_schema_distance_metric_euclidean.sd │ │ │ │ │ │ ├── unstructured_vespa_index_schema_distance_metric_geodegrees.sd │ │ │ │ │ │ ├── unstructured_vespa_index_schema_distance_metric_hamming.sd │ │ │ │ │ │ └── unstructured_vespa_index_schema_distance_metric_prenormalized-angular.sd │ │ │ │ │ └── test_unstructured_vespa_schema.py │ │ │ │ ├── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_vector_interpolation.py │ │ │ │ └── vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_vespa_schema.py │ │ │ ├── marqo_test.py │ │ │ ├── tensor_search │ │ │ │ ├── __init__.py │ │ │ │ ├── backwards_compat │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── resources │ │ │ │ │ │ └── results_2_9.py │ │ │ │ │ └── test_search_regression.py │ │ │ │ ├── integ_tests │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── common_test_constants.py │ │ │ │ │ ├── test_add_documents_combined.py │ │ │ │ │ ├── test_add_documents_semi_structured.py │ │ │ │ │ ├── test_add_documents_semi_structured_add_fields.py │ │ │ │ │ ├── test_add_documents_structured.py │ │ │ │ │ ├── test_add_documents_unstructured.py │ │ │ │ │ ├── test_base64_image_search.py │ │ │ │ │ ├── test_collapse_fields.py │ │ │ │ │ ├── test_custom_vector_field.py │ │ │ │ │ ├── test_delete_documents.py │ │ │ │ │ ├── test_dict_score_modifiers.py │ │ │ │ │ ├── test_embed.py │ │ │ │ │ ├── test_facets.py │ │ │ │ │ ├── test_get_document.py │ │ │ │ │ ├── test_get_documents_by_ids.py │ │ │ │ │ ├── test_hybrid_search.py │ │ │ │ │ ├── test_language.py │ │ │ │ │ ├── test_search_relevance_cutoff_feature.py │ │ │ │ │ ├── test_search_semi_structured.py │ │ │ │ │ ├── test_search_sort_by_feature.py │ │ │ │ │ ├── test_search_structured.py │ │ │ │ │ ├── test_search_unstructured.py │ │ │ │ │ └── test_stemming.py │ │ │ │ ├── models │ │ │ │ │ ├── test_api_models.py │ │ │ │ │ └── test_private_models.py │ │ │ │ ├── search │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_search_combined.py │ │ │ │ │ └── test_search_with_context.py │ │ │ │ ├── test_add_documents_use_existing_tensors.py │ │ │ │ ├── test_api.py │ │ │ │ ├── test_api_exception_handler.py │ │ │ │ ├── test_api_query_logging_integration.py │ │ │ │ ├── test_api_utils.py │ │ │ │ ├── test_api_validation.py │ │ │ │ ├── test_boost_field_scores.py │ │ │ │ ├── test_custom_api_route.py │ │ │ │ ├── test_delete_index.py │ │ │ │ ├── test_get_indexes.py │ │ │ │ ├── test_get_settings_backwards_compatibility.py │ │ │ │ ├── test_image_preprocessing.py │ │ │ │ ├── test_index_meta_cache.py │ │ │ │ ├── test_infer_modality.py │ │ │ │ ├── test_lexical_search.py │ │ │ │ ├── test_multimodal_tensor_combination.py │ │ │ │ ├── test_on_start_script.py │ │ │ │ ├── test_openapi.py │ │ │ │ ├── test_pagination.py │ │ │ │ ├── test_prefix.py │ │ │ │ ├── test_score_modifiers_search.py │ │ │ │ ├── test_searchable_attributes.py │ │ │ │ ├── test_unstructured_index_attributes_to_retrieve.py │ │ │ │ ├── test_utils.py │ │ │ │ └── test_validation.py │ │ │ ├── test_documentation.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ └── transition.py │ │ │ └── vespa │ │ │ │ ├── test_update_documents_batch.py │ │ │ │ └── test_vespa_client.py │ │ └── unit_tests │ │ │ ├── __init__.py │ │ │ ├── marqo │ │ │ ├── __init__.py │ │ │ ├── api │ │ │ │ ├── __init__.py │ │ │ │ └── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_get_batch_documents_request_model.py │ │ │ │ │ ├── test_relevance_cutoff_model.py │ │ │ │ │ ├── test_search_query.py │ │ │ │ │ └── test_sort_by_model.py │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ ├── documents │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_semi_structured_partial_update.py │ │ │ │ ├── index_management │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_index_management.py │ │ │ │ │ ├── test_index_management_schema_update.py │ │ │ │ │ ├── test_schema_update.py │ │ │ │ │ ├── test_services_xml.py │ │ │ │ │ ├── test_update_index_settings.py │ │ │ │ │ └── test_vespa_application_package.py │ │ │ │ ├── inference │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── api │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── test_inference_model_classes.py │ │ │ │ │ │ └── test_preprocessing_config.py │ │ │ │ │ ├── test_infer_modality.py │ │ │ │ │ ├── test_tensor_field.py │ │ │ │ │ └── test_tensor_fields_container.py │ │ │ │ ├── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_add_docs_params_model.py │ │ │ │ │ ├── test_api_models.py │ │ │ │ │ ├── test_marqo_index.py │ │ │ │ │ ├── test_marqo_index_request.py │ │ │ │ │ └── test_marqo_query.py │ │ │ │ ├── monitoring │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_statsd_client.py │ │ │ │ │ └── test_statsd_middleware.py │ │ │ │ ├── search │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_hybrid_search.py │ │ │ │ │ ├── test_recommender_vectors.py │ │ │ │ │ ├── test_search.py │ │ │ │ │ └── test_search_filter.py │ │ │ │ ├── semi_structured_vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_semi_structured_add_document_handler.py │ │ │ │ │ ├── test_semi_structured_document.py │ │ │ │ │ ├── test_semi_structured_vespa_index.py │ │ │ │ │ └── test_semi_structured_vespa_index_to_vespa_query.py │ │ │ │ ├── structured_vespa_index │ │ │ │ │ ├── test_structured_add_documents_handler.py │ │ │ │ │ ├── test_structured_index_build_search_query.py │ │ │ │ │ ├── test_structured_vespa_index_methods.py │ │ │ │ │ └── test_structured_vespa_index_to_vespa_query.py │ │ │ │ ├── typeahead │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_schemas │ │ │ │ │ │ └── typeahead_vespa_schema.sd │ │ │ │ │ ├── test_text_normalisation.py │ │ │ │ │ ├── test_typeahead.py │ │ │ │ │ └── test_typeahead_vespa_schema.py │ │ │ │ ├── unstructured_vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_facets_term.py │ │ │ │ │ ├── test_unstructured_add_documents_handler.py │ │ │ │ │ ├── test_unstructured_validation.py │ │ │ │ │ └── test_unstructured_vespa_index_to_vespa_query.py │ │ │ │ ├── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test_vector_interpolation.py │ │ │ │ └── vespa_index │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_add_documents_handler.py │ │ │ │ │ └── test_add_documents_response_collector.py │ │ │ ├── inference │ │ │ │ ├── __init__.py │ │ │ │ ├── inference_cache │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_cache.py │ │ │ │ │ ├── test_caching_inference.py │ │ │ │ │ ├── test_inference_cache_env_vars.py │ │ │ │ │ ├── test_marqo_inference_cache.py │ │ │ │ │ └── test_monitoring.py │ │ │ │ └── test_inference_client.py │ │ │ ├── scripts │ │ │ │ ├── __init__.py │ │ │ │ ├── expected │ │ │ │ │ ├── docker-compose_1_shard_1_replica.yml │ │ │ │ │ ├── docker-compose_2_shard_0_replica.yml │ │ │ │ │ ├── docker-compose_2_shard_1_replica.yml │ │ │ │ │ ├── hosts_1_shard_1_replica.xml │ │ │ │ │ ├── hosts_2_shard_0_replica.xml │ │ │ │ │ ├── hosts_2_shard_1_replica.xml │ │ │ │ │ ├── services_1_shard_0_replica.xml │ │ │ │ │ ├── services_1_shard_1_replica.xml │ │ │ │ │ ├── services_2_shard_0_replica.xml │ │ │ │ │ └── services_2_shard_1_replica.xml │ │ │ │ └── test_vespa_local.py │ │ │ ├── tensor_search │ │ │ │ ├── __init__.py │ │ │ │ ├── models │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── test_api_models.py │ │ │ │ │ └── test_index_settings.py │ │ │ │ ├── test_api.py │ │ │ │ ├── test_api_query_logging.py │ │ │ │ ├── test_api_typeahead.py │ │ │ │ ├── test_telemetry.py │ │ │ │ ├── test_tensor_search.py │ │ │ │ ├── test_tensor_search_doc_vectors.py │ │ │ │ ├── test_validation.py │ │ │ │ └── test_vectorise_jobs.py │ │ │ ├── test_base_model.py │ │ │ ├── test_logging.py │ │ │ └── test_otel.py │ │ │ ├── marqo_test.py │ │ │ └── vespa │ │ │ ├── models │ │ │ └── test_query_result.py │ │ │ └── test_vespa_client.py │ ├── uv.lock │ └── vespa │ │ ├── pom.xml │ │ └── src │ │ ├── main │ │ ├── java │ │ │ └── ai │ │ │ │ └── marqo │ │ │ │ ├── index │ │ │ │ ├── IndexSettingRequestHandler.java │ │ │ │ └── IndexSettings.java │ │ │ │ └── search │ │ │ │ └── HybridSearcher.java │ │ └── resources │ │ │ └── configdefinitions │ │ │ └── index-settings.def │ │ └── test │ │ ├── java │ │ └── ai │ │ │ └── marqo │ │ │ ├── index │ │ │ └── IndexSettingsTest.java │ │ │ └── search │ │ │ ├── HybridSearcherCollapseFieldsTest.java │ │ │ ├── HybridSearcherTest.java │ │ │ ├── RelevanceCutoffTest.java │ │ │ └── SortByTest.java │ │ └── resources │ │ └── index-settings │ │ ├── index_settings.json │ │ ├── index_settings_empty.json │ │ ├── index_settings_history.json │ │ └── index_settings_history_empty.json └── model_management │ ├── CLAUDE.md │ ├── Dockerfile │ ├── pyproject.toml │ ├── src │ └── model_management │ │ ├── __init__.py │ │ ├── api │ │ ├── __init__.py │ │ ├── exception_handlers.py │ │ ├── lifespan.py │ │ ├── request_id.py │ │ └── v1_routes.py │ │ ├── config.py │ │ ├── contracts │ │ ├── __init__.py │ │ └── problem.py │ │ ├── core │ │ ├── __init__.py │ │ ├── enum.py │ │ ├── logging.py │ │ └── settings.py │ │ ├── errors │ │ ├── __init__.py │ │ ├── base.py │ │ └── http_errors.py │ │ ├── main.py │ │ ├── on_start.py │ │ ├── schemas │ │ ├── __init__.py │ │ ├── api_models.py │ │ ├── app_models.py │ │ └── triton_model_properties.py │ │ ├── services │ │ ├── __init__.py │ │ ├── errors.py │ │ ├── model_manager │ │ │ ├── __init__.py │ │ │ ├── model_manager.py │ │ │ ├── templates │ │ │ │ └── config_pbtxt_template.jinja2 │ │ │ ├── triton_model_downloader.py │ │ │ └── url_parser.py │ │ └── triton │ │ │ ├── __init__.py │ │ │ └── triton_client.py │ │ └── version.py │ ├── tests │ ├── integration_tests │ │ ├── __init__.py │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── test_exception_handlers.py │ │ │ ├── test_lifespan.py │ │ │ ├── test_request_id.py │ │ │ └── test_v1_routes.py │ │ └── services │ │ │ ├── __init__.py │ │ │ ├── model_manager │ │ │ ├── __init__.py │ │ │ ├── expected_model_config.py │ │ │ ├── test_model_downloader.py │ │ │ └── test_model_manager.py │ │ │ └── triton │ │ │ ├── __init__.py │ │ │ └── test_triton_client.py │ └── unit_tests │ │ ├── __init__.py │ │ ├── api │ │ ├── __init__.py │ │ ├── test_exception_handlers.py │ │ └── test_lifespan.py │ │ ├── conftest.py │ │ ├── core │ │ ├── __init__.py │ │ ├── test_logging.py │ │ └── test_settings.py │ │ ├── errors │ │ └── __init__.py │ │ ├── schemas │ │ ├── __init__.py │ │ ├── test_api_models.py │ │ └── test_triton_model_properties.py │ │ ├── service │ │ ├── __init__.py │ │ ├── model_manager │ │ │ ├── __init__.py │ │ │ ├── fixtures │ │ │ │ ├── large_batch_model_config.pbtxt │ │ │ │ ├── multimodal_model_config.pbtxt │ │ │ │ ├── simple_model_config.pbtxt │ │ │ │ └── text_model_config.pbtxt │ │ │ ├── test_model_manager.py │ │ │ ├── test_triton_model_downloader.py │ │ │ └── test_url_parser.py │ │ └── triton │ │ │ ├── __init__.py │ │ │ └── test_triton_client.py │ │ └── test_config.py │ └── uv.lock ├── compose-inference.yaml ├── compose-model-management.yaml ├── compose-triton.yaml ├── compose.yaml ├── examples ├── ClothingCLI │ ├── README.md │ └── simple_marqo_demo.py ├── ClothingStreamlit │ ├── README.md │ ├── favicon.png │ ├── marqo-logo.jpg │ └── streamlit_marqo_demo.py ├── GPT-examples │ ├── article │ │ ├── article.md │ │ └── assets │ │ │ ├── 1 2lK1Q99fpKke6vPFwqPzEA.png │ │ │ ├── 1 7sgXp44TwyV9PgEHlrdNNw.png │ │ │ ├── 1 BTmMOgmzwuYhFw-Uzn65SQ.png │ │ │ ├── 1 FcXqgXdF3nQQi2gexNCrdw.gif │ │ │ ├── 1 VwVrPVOcdN7BeMUrT2bNAQ.png │ │ │ ├── 1 WAa1eHpMekmkOG04ZxdAKA.png │ │ │ ├── 1 cntJoKdSHk0zGzrlLW9tYw.gif │ │ │ ├── 1 cuLqghO8BeEs_wj7ZhDt3Q.png │ │ │ ├── 1 e1JdfEgAngObm_TxwKBYeQ.gif │ │ │ ├── 1 e9aMy1npv-O8Gy87RMivWw.png │ │ │ └── 1 hyVjvO2E_zADn1829W4oXw.png │ ├── ironman.py │ ├── product_q_n_a.py │ ├── readme.md │ └── utilities.py ├── GPT3NewsSummary │ ├── README.md │ ├── assets │ │ ├── marqo_photo.jpeg │ │ └── overview.png │ ├── main.py │ └── start_marqo.sh ├── ImageSearchGuide │ ├── ImageSearchGuide.md │ ├── app.py │ ├── asset │ │ ├── directory_diagram.png │ │ ├── example.png │ │ └── result.png │ ├── data │ │ ├── image0.jpg │ │ ├── image1.jpg │ │ ├── image2.jpg │ │ ├── image3.jpg │ │ └── image4.jpg │ └── imagesearchguide.ipynb ├── ImageSearchLocalization │ ├── app.py │ ├── article.md │ ├── article │ │ ├── 1 466FOKNrrrzFnszM7qVZyQ.png │ │ ├── 1 AZLGFdtTksvNFtnTGhpQ_Q.png │ │ ├── 1 B_0tNnrDERSdmPBGqrBUEw.png │ │ ├── 1 FxTYCI7KBP0Zjjvcab0Azw.gif │ │ ├── 1 GDZZbl072NLDV--5yC_UoQ.png │ │ ├── 1 L2Aln_Wc6IyEmDqYdcKEvQ.png │ │ ├── 1 VMk4UqhEcL0_47A6Yg48rw.png │ │ ├── 1 XNf6OvML7_yQHWwPXMJV2w.png │ │ ├── 1 YZ3i9BPKoH2YedCpWAi7BA.png │ │ ├── 1 gqR9VyNJiK6Cpb57UYSmtw.gif │ │ ├── 1 i_cfOYloD77oKfN8Kl5LKw.gif │ │ ├── 1 khwH2Qd9JUscD32PpU2oKw.png │ │ ├── 1 nWO8ksPJ3sLZeY4EUiGUgQ.png │ │ └── 1 z8VEz9X_Ye2CJ4E-WEPqMg.png │ └── index_all_data.py ├── MultiLingual │ ├── article.md │ ├── assets │ │ ├── fishing_search.gif │ │ └── robot_lawyer.png │ └── eu_legal.py ├── MultiModalSearch │ ├── article.md │ ├── assets │ │ ├── backpack.gif │ │ ├── backpack1.gif │ │ ├── backpack2.gif │ │ ├── context.png │ │ ├── example.png │ │ ├── example_data.png │ │ ├── handbag1-1.png │ │ ├── handbag1.gif │ │ ├── handbag2.gif │ │ ├── handbag2.png │ │ ├── multim.png │ │ ├── readme.md │ │ ├── shirt1.gif │ │ ├── shirt2.gif │ │ ├── stripes.gif │ │ └── sweater1.gif │ └── index_and_search.py ├── README.md ├── SimpleWiki │ ├── README.md │ └── simple_wiki_demo.py ├── SpeechProcessing │ ├── 2. Process.py │ ├── README.md │ ├── SpeechSearch │ │ └── chatter.py │ └── article │ │ ├── article.md │ │ └── assets │ │ ├── 2023-04-12-after-all-is-said-and-indexed-banner.gif │ │ ├── 2023-04-12-after-all-is-said-and-indexed-diarisation.png │ │ ├── 2023-04-12-after-all-is-said-and-indexed-process-flow.png │ │ ├── 2023-04-12-after-all-is-said-and-indexed-spectrogram-small.gif │ │ └── 2023-04-12-after-all-is-said-and-indexed-temporal-sound.png ├── StableDiffusion │ ├── Images │ │ ├── 63350cb470894979917722(1).gif │ │ ├── G9cQrzKCYopLZZHp2_Bd6g.png │ │ ├── QqwX1Bmf6Njh-Aq22uBRLA.png │ │ ├── RynhMv9kPHVgJ51Abrd6ZQ.gif │ │ ├── UnsavedImage1.png │ │ └── vw0e8ongkfUq1KQOV6LlHw.png │ ├── hot-dog-100k.md │ └── hot-dog-100k.py └── podcast-search │ └── podcast_search_demo.py ├── perf_tests ├── .gitignore ├── README.md ├── common │ ├── __init__.py │ └── marqo_locust_http_user.py ├── locust.conf ├── locustfiles │ └── __init__.py ├── random_index_and_hybrid_search_rrf.py ├── 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