Custom ChatGPT - work in progress

This project is a custom-built chatbot application that mimics the functionalities of ChatGPT for personal use. It's built using Python, Django for the backend, and React with Next.js for the frontend. The application provides regular chatting capabilities with history stored in the database, streaming responses, and auto-generated titles using gpt3.5. It also allows for title editing, conversation deletion, and messages regeneration. Project currently supports model selection between gpt3.5 and gpt4. It also features a custom Django admin page for managing conversations, versions, and messages.

It is a work in progress, with plans to add more features and functionalities.

The idea behind this project is to experiment with Next.js and create a personal version of ChatGPT with custom functionalities and features.

Technologies

Backend

Python
Django
Django Rest Framework

Frontend

Next.js
React

Database

SQLite for now -> will be changed to PostgreSQL

Functionalities

Regular chatting with history stored in DB as well as with different versions of conversation: while regenerating messages (or editing existing ones), the new version is created for given conversation
Streaming responses
Auto generated titles using gpt3.5
Title edition for given conversation
Deletion of given conversation
Assistant messages regeneration
User messages edition
Models selection: currently gpt3.5 or gpt4
Custom django admin page for managing conversations, versions and messages

Images

Main view

Streaming

Title edition

Switching versions and editing messages

Login page

Register page

Admin page

How to run this? (atm, docker-compose incoming)

Backend:
- Setup environment variables in backend/.env (create file if not exists):
  - FRONTEND_URL - url of frontend app - default: http://127.0.0.1:3000
  - BACKEND_URL - url of backend app - default: http://127.0.0.1:8000
  - BE_ADMIN_EMAIL - email for django admin page - default: admin@admin.com
  - BE_ADMIN_PASSWORD - password for django admin page - default: admin
  - DJANGO_SECRET_KEY - django secret key
  - GPT part (currently set up for Azure endpoint):
    - OPENAI_API_TYPE: azure
    - OPENAI_API_BASE: your azure endpoint
    - OPENAI_API_VERSION: your azure api version
    - OPENAI_API_KEY: your azure api key
- Create virtual environment and install requirements from dependencies.txt
- Run python manage.py makemigrations and python manage.py migrate
- Run python manage.py create_superuser for creating superuser
- Run python manage.py create_roles for creating user and assistant roles
- Run python manage.py collectstatic
- Run python manage.py runserver if you want to run it in vanilla way
- Run python server.py if you want to run it with uvicorn
Frontend:
- Setup environment variables in frontend/.env.local (create file if not exists):
  - NEXT_PUBLIC_API_BASE_URL - url of backend app - default: http://127.0.0.1:8000
- Run npm install
- Run npm run dev
Go to http://127.0.0.1:3000 and enjoy!

gdroguski/CustomChatGPT