Examples leveraging PostgreSQL PGvector extension, OpenAI / GPT4ALL / etc large language models, and Langchain tying it all together. (The primary examples are documented below...there are several ...

sample_text = """PGVector is an extension for PostgreSQL that adds vector similarity search capabilities. It supports multiple indexing methods, including IVFFlat, HNSW, and brute-force search.