couchbase-examples · giriraj-singh-couchbase · Sep 15, 2025 · Sep 15, 2025 · Sep 15, 2025 · Sep 15, 2025
diff --git a/autovec-structured/autovec_langchain.ipynb b/autovec-structured/autovec_langchain.ipynb
diff --git a/autovec-structured/frontmatter.md b/autovec-structured/frontmatter.md
@@ -0,0 +1,21 @@
+---
+# frontmatter
+path: "/tutorial-couchbase-capella-autovectorization-workflows-with-structured-data-and-langchain"
+title: Auto-Vectorization of Strucutured Data with Couchbase Capella AI Services
+short_title: Auto-Vectorization with Couchbase and Semantic Search using LangChain
+description:
+  - Learn how to use Couchbase Capella's AI Services auto-vectorization feature to automatically convert your structured data into vector embeddings. 
+  - To learn about the auto-vectorization of unstuctured data read the following [tutorial](tutorial-couchbase-autovectorization-workdlows-with-unstructured-data-and-langchain).
+  - This tutorial demonstrates how to set up automated embedding generation workflows and perform semantic search using LangChain.
+content_type: tutorial
+filter: sdk
+technology:
+  - vector search
+tags:
+  - Hyperscale Vector Index
+  - Artificial Intelligence
+  - LangChain
+sdk_language:
+  - python
+length: 20 Mins
+---
diff --git a/autovec-structured/img/Access_control.png b/autovec-structured/img/Access_control.png
diff --git a/autovec-structured/img/Create_auto_vec.png b/autovec-structured/img/Create_auto_vec.png
diff --git a/autovec-structured/img/Select_embedding_model.png b/autovec-structured/img/Select_embedding_model.png
diff --git a/autovec-structured/img/cluster_cloud_config.png b/autovec-structured/img/cluster_cloud_config.png
diff --git a/autovec-structured/img/cluster_no_nodes.png b/autovec-structured/img/cluster_no_nodes.png
diff --git a/autovec-structured/img/create_cluster.png b/autovec-structured/img/create_cluster.png
diff --git a/autovec-structured/img/deploying_model.png b/autovec-structured/img/deploying_model.png
diff --git a/autovec-structured/img/download_api_key_details.png b/autovec-structured/img/download_api_key_details.png
diff --git a/autovec-structured/img/import_sd.png b/autovec-structured/img/import_sd.png
diff --git a/autovec-structured/img/imported_data_hotel.png b/autovec-structured/img/imported_data_hotel.png
diff --git a/autovec-structured/img/importing_model.png b/autovec-structured/img/importing_model.png
diff --git a/autovec-structured/img/login.png b/autovec-structured/img/login.png
diff --git a/autovec-structured/img/login_.png b/autovec-structured/img/login_.png
diff --git a/autovec-structured/img/model_api_key_form.png b/autovec-structured/img/model_api_key_form.png
diff --git a/autovec-structured/img/model_setup_access.png b/autovec-structured/img/model_setup_access.png
diff --git a/autovec-structured/img/node_select_cluster_opt.png b/autovec-structured/img/node_select_cluster_opt.png
diff --git a/autovec-structured/img/password_cluster.png b/autovec-structured/img/password_cluster.png
diff --git a/autovec-structured/img/select_cluster.png b/autovec-structured/img/select_cluster.png
diff --git a/autovec-structured/img/setup_access.png b/autovec-structured/img/setup_access.png
diff --git a/autovec-structured/img/start_workflow.png b/autovec-structured/img/start_workflow.png
diff --git a/autovec-structured/img/vector_all_field_mapping.png b/autovec-structured/img/vector_all_field_mapping.png
diff --git a/autovec-structured/img/vector_custom_field_mapping.png b/autovec-structured/img/vector_custom_field_mapping.png
diff --git a/autovec-structured/img/vector_data_source.png b/autovec-structured/img/vector_data_source.png
diff --git a/autovec-structured/img/vector_field.png b/autovec-structured/img/vector_field.png
diff --git a/autovec-structured/img/vector_field_mapping.png b/autovec-structured/img/vector_field_mapping.png
diff --git a/autovec-structured/img/vector_index.png b/autovec-structured/img/vector_index.png
diff --git a/autovec-structured/img/vector_index_page.png b/autovec-structured/img/vector_index_page.png
diff --git a/autovec-structured/img/workflow.png b/autovec-structured/img/workflow.png
diff --git a/autovec-structured/img/workflow_deployed.png b/autovec-structured/img/workflow_deployed.png
diff --git a/autovec-structured/img/workflow_summary.png b/autovec-structured/img/workflow_summary.png