Natural Language to SQL

In the era of data-driven decision-making, the ability to query databases efficiently is crucial. However, not everyone is proficient in SQL. This is where Azure OpenAI comes into play, enabling users to convert natural language queries into SQL statements. In this blog, we’ll explore how to leverage Azure OpenAI for this purpose and provide examples using LangChain for Python and Semantic Kernel for C#.

What is OpenAI?

OpenAI is an advanced AI research lab that has developed powerful language models like GPT-4. These models can understand and generate human-like text, making them ideal for tasks such as converting natural language into SQL queries.

Setting Up Azure OpenAI

Refer my blog — How to setup Azure Open AI

Converting Natural Language to SQL with Azure OpenAI

Here’s a basic example of how to use Azure OpenAI to convert natural language to SQL:

Using LangChain for Python

LangChain is a powerful framework for building applications powered by large language models. Here’s how you can use LangChain to convert natural language to SQL:

Python

import os
import re
from…

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