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Streamlit LLM Explorer

Exploring LLMs for your document with Streamlit for the UI and OpenAI LLM model.

This a proof-of-concept code but I want it fully featured and useable for personal use.

What you need?

  • Python3
  • OpenAI API Key

Setup

1.) Fill out the environment variables needed

cp example.env .env

2.) Create a virtualenv (use your preferred method)

conda create --name llm-ex python=3
conda activate llm-ex
pip install -r requirements.txt

3.) Test

python ex/openai_check.py

Usage

streamlit run app/llm_docchat.py

TODOs

  • Use multiple documents for a session
  • Add memory to the conversation
  • Utilize chat_models.ChatOpenAI to include results from OpenAI's model
  • Conversing with the same documents picks up from the same history.
  • Show conversation history
  • Ability to have chat sessions
  • Add options to customize the prompts
  • Ability to store and reuse prompts
  • Add option to select OpenAI model and temperature
  • Add more supported document types (i.e. webpages, csv, excel, word doc, epub)
  • Use a Chroma DB for the VectorStore instead of pickle
  • Use a better data store for the chat history instead of pickle

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Exploration of LLM using Streamlit, Langchain, and OpenAI

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