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GPT-3 SQL Query Generator and UI (And AI Chart Generator)

This is simple python application to generate SQL Schema + prompt to ask GPT-3 to generate SQL queries.

It also has a simple UI to show results in a table. And yes, you can try to generate a chart from the results of query.

GPT-3 self choose the chart type and prepare the data for it (it is not perfect, but it is a good start).

It can generate a prompt for you, if you don't know what to ask GPT-3.

How it works:

  1. Getting SQL schemas from PostgreSQL and compile prompt from SQL Schema
  2. Wait for user input
  3. Generate SQL query from prompt + user input
  4. Show SQL query and ask user to confirm or edit if it is correct before executing it
  5. Execute SQL query and show results in a table

Environment

  • DATABASE_URL: PostgreSQL database URL
  • OPENAI_TOKEN: OpenAI API token (Not nessessary, you can set it in the UI)
  • APP_PORT: Port to run the application (default: 5000)
  • OPENAI_ENGINE: OpenAI engine to use (default: text-davinci-003, not nessessary). You can set some free to use model: text-chat-davinci-002-20221122

How to run

  1. It better to create a virtual environment using python3 -m venv venv
  2. Install dependencies using pip install -r requirements.txt
  3. Set environment variables in .env file in project root or in your system
  4. Run the application using python app.py and open https://localhost:5000 in your browser

Contact

If you have any questions, please contact me at @define in Telegram.