Path	Lines of Code
supporting-blog-content/Aryn-elasticsearch-RAG-data-preparation-demo/aryn-elasticsearch-blog-dataprep.ipynb	208
supporting-blog-content/Boston-Celtics-Demo/celtics-esql-demo.ipynb	656
supporting-blog-content/Boston-Celtics-Demo/load_data_and_write_queries.ipynb	1580
supporting-blog-content/ElasticDocs_GPT/elasticdocs_gpt-summarize5.py	510
supporting-blog-content/ElasticDocs_GPT/elasticdocs_gpt.py	76
supporting-blog-content/ElasticDocs_GPT/load_embedding_model.ipynb	266
supporting-blog-content/ElasticGPT_Plugin/app.py	97
supporting-blog-content/ElasticGPT_Plugin/openapi.yaml	21
supporting-blog-content/add-ai-generated-summaries/app-search-reference-ui-react-master/public/index.html	20
supporting-blog-content/add-ai-generated-summaries/app-search-reference-ui-react-master/scripts/build-no-chunks.js	9
supporting-blog-content/add-ai-generated-summaries/app-search-reference-ui-react-master/src/AiSummary.js	65
supporting-blog-content/add-ai-generated-summaries/app-search-reference-ui-react-master/src/App.js	79
supporting-blog-content/add-ai-generated-summaries/app-search-reference-ui-react-master/src/config/config-helper.js	167
supporting-blog-content/add-ai-generated-summaries/app-search-reference-ui-react-master/src/index.js	4
supporting-blog-content/add-ai-generated-summaries/es-proxy/index.js	47
supporting-blog-content/automatically-updating-your-index-nodejs-azure/azure_index.js	94
supporting-blog-content/automatically-updating-your-index-nodejs-azure/loading_data_into_a_index.js	83
supporting-blog-content/building-a-recipe-search-with-elasticsearch/elasticsearch_connection.py	20
supporting-blog-content/building-a-recipe-search-with-elasticsearch/infra.py	35
supporting-blog-content/building-a-recipe-search-with-elasticsearch/infra_lexical_index.py	20
supporting-blog-content/building-a-recipe-search-with-elasticsearch/ingestion.py	32
supporting-blog-content/building-a-recipe-search-with-elasticsearch/ingestion_lexical_index.py	32
supporting-blog-content/building-a-recipe-search-with-elasticsearch/search.py	84
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/notebook/01-mmrag-blog-quick-start.ipynb	431
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/src/elastic_manager.py	91
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/src/embedding_generator.py	86
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/src/llm_analyzer.py	68
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/01-stage/files_check.py	16
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/index_all_modalities.py	109
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_audio.py	26
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_depth.py	30
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_image.py	28
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/03-stage/search_by_text.py	27
supporting-blog-content/building-multimodal-rag-with-elasticsearch-gotham/stages/04-stage/rag_crime_analyze.py	55
supporting-blog-content/colpali/01_colpali.ipynb	419
supporting-blog-content/colpali/03_average_vector.ipynb	421
supporting-blog-content/colpali/04_token_pooling.ipynb	287
supporting-blog-content/customer-success-example/chat-example/app/api/chat/route.ts	58
supporting-blog-content/customer-success-example/chat-example/app/globals.css	3
supporting-blog-content/customer-success-example/chat-example/app/layout.tsx	14
supporting-blog-content/customer-success-example/chat-example/app/page.tsx	35
supporting-blog-content/customer-success-example/chat-example/next.config.js	2
supporting-blog-content/customer-success-example/chat-example/postcss.config.js	6
supporting-blog-content/customer-success-example/chat-example/tailwind.config.js	9
supporting-blog-content/customer-success-example/ingest.py	34
supporting-blog-content/elasticsearch-through-apache-kafka/kafka_consumer.py	39
supporting-blog-content/elasticsearch-through-apache-kafka/kafka_producer.py	47
supporting-blog-content/elasticsearch_llm_cache/elasticRAG_with_cache.py	208
supporting-blog-content/elasticsearch_llm_cache/elasticsearch_llm_cache.py	98
supporting-blog-content/esql-millionaire-odds/millionaire.ipynb	265
supporting-blog-content/esql-millionaire/millionaire.ipynb	265
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/App.razor	17
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Elasticsearch/Facet.razor	40
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Elasticsearch/Facet.razor.css	15
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Elasticsearch/Results.razor	91
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Elasticsearch/Results.razor.css	43
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Elasticsearch/SearchBar.razor	20
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Layout/MainLayout.razor	13
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Layout/MainLayout.razor.css	25
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Pages/Error.razor	29
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Pages/Search.razor	67
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Pages/Search.razor.css	66
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/Routes.razor	6
supporting-blog-content/esre-with-blazor/elastic-blazor/Components/_Imports.razor	11
supporting-blog-content/esre-with-blazor/elastic-blazor/Models/BookDoc.cs	19
supporting-blog-content/esre-with-blazor/elastic-blazor/Models/Response.cs	14
supporting-blog-content/esre-with-blazor/elastic-blazor/Program.cs	32
supporting-blog-content/esre-with-blazor/elastic-blazor/Services/ElasticsearchService.cs	224
supporting-blog-content/evaluating-search-relevance-part-1/retrieve-and-rerank.ipynb	897
supporting-blog-content/evaluating-search-relevance-part-2/phi3-as-relevance-judge.ipynb	775
supporting-blog-content/fetch-surrounding-chunks/fetch-surrounding-chunks.ipynb	1301
supporting-blog-content/github-assistant/evaluation.py	166
supporting-blog-content/github-assistant/index.py	165
supporting-blog-content/github-assistant/query.py	43
supporting-blog-content/google_ai_studio_inference_api/Google_AI_Studio_+_Inference_API_integration.ipynb	278
supporting-blog-content/homecraft-vertex/fine-tuning/fine_tuning_dataset.jsonl	1000
supporting-blog-content/homecraft-vertex/homecraft_home.py	129
supporting-blog-content/homecraft-vertex/load_embedding_model.ipynb	276
supporting-blog-content/homecraft-vertex/pages/homecraft_finetuned.py	107
supporting-blog-content/how-to-use-jina-v2-embeddings/how-to-use-jina-v2-embeddings.ipynb	3417
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/public/index.html	20
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/src/App.css	33
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/src/App.js	253
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/src/index.css	102
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/src/index.js	12
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/src/reportWebVitals.js	12
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/app-product-store/src/setupTests.js	1
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/product-store-search/api/api.py	175
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/product-store-search/files/dataset/generate_data.py	35
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/product-store-search/infra/create_index.py	42
supporting-blog-content/hybrid-search-for-an-e-commerce-product-catalogue/product-store-search/ingestion/ingestion.py	34
supporting-blog-content/ingesting-data-with-big-query/ingesting_data_with_big_query_notebook.ipynb	391
supporting-blog-content/introducing-retrievers/retrievers_intro_notebook.ipynb	1050
supporting-blog-content/keeping-your-index-current/local_testing.ipynb	507
supporting-blog-content/langraph-retrieval-agent-template-demo/pyproject.toml	58
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/__init__.py	3
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/configuration.py	69
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/graph.py	117
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/index_graph.py	31
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/prompts.py	3
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/retrieval.py	97
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/state.py	47
supporting-blog-content/langraph-retrieval-agent-template-demo/src/retrieval_graph/utils.py	32
supporting-blog-content/lexical-and-semantic-search-with-elasticsearch/ecommerce_dense_sparse_project.ipynb	816
supporting-blog-content/multilingual-e5/multilingual-e5.ipynb	491
supporting-blog-content/ollama-and-go-for-rag/elasticsearch/elasticsearch.go	52
supporting-blog-content/ollama-and-go-for-rag/main.go	45
supporting-blog-content/onelake-connector-part-ii/connectors/config.py	166
supporting-blog-content/onelake-connector-part-ii/connectors/sources/onelake.py	173
supporting-blog-content/optimizing-retrieval-with-deepeval/optimizing-retrieval-with-deepeval.ipynb	614
supporting-blog-content/pdf-azure-ai-document-intelligence/pdf-azure-ai-document-intelligence.ipynb	480
supporting-blog-content/plagiarism-detection-with-elasticsearch/plagiarism_detection_es.ipynb	434
supporting-blog-content/rag-ties-the-app-together/ChatGPT_and_Elasticsearch__The_RAG_Really_Tied_the_App_Together.ipynb	5597
supporting-blog-content/re-ranking-elasticsearch-hosted/re-ranking-elasticsearch-hosted.ipynb	821
supporting-blog-content/self-querying-retrieval/selfquery.py	170
supporting-blog-content/spotify-to-elasticsearch/python/main.py	157
supporting-blog-content/spotify-to-elasticsearch/python/models.py	27
supporting-blog-content/spotify-to-elasticsearch/python/services.py	151
supporting-blog-content/spotify-wrapped-dashboard/building-your-own-spotify-wrapped.ipynb	584
supporting-blog-content/using-autogen-with-elasticsearch/using_autogen_with_elasticsearch_notebook.ipynb	687
supporting-blog-content/using-crewai-with-elasticsearch/using_crewai_with_elasticsearch_notebook.ipynb	539
supporting-blog-content/using-llamaIndex-workflows-with-elasticsearch/using-llamaIndex-workflows-with-elasticsearch.ipynb	560
supporting-blog-content/using-nvidia-nim-with-elasticsearch-vector-store/using_nvidia_nim_with_elasticsearch_vector_store.ipynb	676
supporting-blog-content/using-openelm-models/OpenELM/generate_openelm.py	172
supporting-blog-content/using-openelm-models/using-openelm-models.ipynb	956
supporting-blog-content/vector-search-implementation-guide-api/Load_Hugging_Face_Model.ipynb	110
supporting-blog-content/vector-search-implementation-guide-api/vector_search_implementation_guide_api.ipynb	548