newjersey / uibot

An experiment using GPT-3.5-turbo to make a UI chatbot

AI Q&A Bot

This is an experiment, for reference only. Try here: https://newjersey.github.io/uibot/

Q&A bot using LlamaIndex. This is a simple implementation using OpenAI's models, but the documentation contains extensive customization options (including changing the LLM).

Initial Setup

Install required packages by running:

pip install llama-index

Ongoing Operations

Loading Data and Creating index

Load the knowledge base files (such as pdf, jpg, png, docx, txt, csv) into the 'data' folder. Llama-index has support for third-party connectors as well.

Run the following whenever changes are made to the data folder to re-generate the knowledge base:

python createindex.py

Ask questions

To start a Q&A dialogue run the following:

python ask.py

Serverless API

• set an env var using AWS SSM call openaiApiKey with an API key for OpenAI
• deploy with serverless deploy, which will build required dependencies as a container and publish

Build index

• make sure requirements are installed pip3 install -r requirements.txt
• build index locally by setting env var OPENAI_API_KEY and running python3 createindex.py

Chatbot example

• simple chatbot hosted on github pages: https://newjersey.github.io/uibot/

Downloading website content to index

wget -r -np -nd -E -A html,pdf https://nj.gov/labor/myleavebenefits/