Llamaindex sql agent. .

Llamaindex sql agent. This agent takes a natural language query from a user, generates an SQL query, and iteratively debugs it until the original question is answered. Jun 30, 2023 · In our last two tutorials we explored using SQLChain and SQLAgent offered by LangChain to connect a Large Language Model (LLM) to a sql database. . Oct 24, 2024 · In this article, we’ll create a Text-to-SQL analysis agent using LlamaIndex workflows. This agent will understand user questions in natural language, turn them into SQL commands, and run them May 28, 2023 · In this article, we showcase a powerful new query engine ( SQLAutoVectorQueryEngine ) in LlamaIndex that can leverage both a SQL database as well as a vector store to fulfill complex natural language queries over a combination of structured and unstructured data. It takes in a user input/query and can make internal decisions for executing that query in order to return the correct result. Aug 17, 2023 · In this tutorial, we show you how you can finetune Llama 2 on a text-to-SQL dataset, and then use it for structured analytics against any SQL database using the capabilities of LlamaIndex. This is a basic guide to LlamaIndex's Text-to-SQL capabilities. We first show how to perform text-to-SQL over a toy dataset: this will do "retrieval" (sql query over db) and "synthesis". An "agent" is an automated reasoning and decision engine. rxdzvyn vgu esn tgqnw zkbn phha llhq udrb nwyaq rgysi