ChatGPT as Chatbot for my organization

mithunhg · February 9, 2023, 10:14am

Can I use ChatGPT as a chatbot for my organization? Trian my own data ? Use my own databases to fetch the data for each individual?

itai · February 9, 2023, 10:31am

I think that currently the quickest and best way to build such a chatbot would be by using external toolkits.
An agent using OpenAI GPT3.5 and memory with Langchain:
See: Welcome to LangChain — 🦜🔗 LangChain 0.0.80
And GPT index for efficient external knowledge integration as relevant context to prompts.
GitHub - jerryjliu/gpt_index: GPT Index is a project consisting of a set of data structures designed to make it easier to use large external knowledge bases with LLMs.

mithunhg · February 9, 2023, 1:24pm

Thanks Itai,
Can you suggest some tutorials to integrate both?

itai · February 9, 2023, 6:44pm

There are a few example notebooks to start with:

Basic example:

github.com

jerryjliu/gpt_index/blob/main/examples/vector_indices/SimpleIndexDemo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9c48213d-6e6a-4c10-838a-2a7c710c3a05",
   "metadata": {},
   "source": [
    "# Simple Index Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50d3b817-b70e-4667-be4f-d3a0fe4bd119",
   "metadata": {},
   "source": [
    "#### Load documents, build the GPTSimpleVectorIndex"
   ]
  },
  {
   "cell_type": "code",

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Langchain Chatbot Demo:

github.com

jerryjliu/gpt_index/blob/main/examples/langchain_demo/LangchainDemo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3bf01a75-a01b-472e-bc0c-9fe97658eb46",
   "metadata": {},
   "source": [
    "## GPT Index <> Langchain Integrations\n",
    "\n",
    "This demo notebook shows how you can provide integrations between GPT Index and Langchain. It provides the following examples:\n",
    "- Using GPT Index as a callable tool with a Langchain agent\n",
    "- Using GPT Index as a memory module; this allows you to insert arbitrary amounts of conversation history with a Langchain chatbot!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c1568569",
   "metadata": {},
   "outputs": [],

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Check both gpt index and langchain documentation, start with the key concepts. Good luck!

jayaprakashbaskaran8 · February 10, 2023, 5:35am

thanks @itai for the link

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ChatGPT as Chatbot for my organization

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