Book Image

Exploring GPT-3

By : Steve Tingiris
Book Image

Exploring GPT-3

By: Steve Tingiris

Overview of this book

Generative Pre-trained Transformer 3 (GPT-3) is a highly advanced language model from OpenAI that can generate written text that is virtually indistinguishable from text written by humans. Whether you have a technical or non-technical background, this book will help you understand and start working with GPT-3 and the OpenAI API. If you want to get hands-on with leveraging artificial intelligence for natural language processing (NLP) tasks, this easy-to-follow book will help you get started. Beginning with a high-level introduction to NLP and GPT-3, the book takes you through practical examples that show how to leverage the OpenAI API and GPT-3 for text generation, classification, and semantic search. You'll explore the capabilities of the OpenAI API and GPT-3 and find out which NLP use cases GPT-3 is best suited for. You’ll also learn how to use the API and optimize requests for the best possible results. With examples focusing on the OpenAI Playground and easy-to-follow JavaScript and Python code samples, the book illustrates the possible applications of GPT-3 in production. By the end of this book, you'll understand the best use cases for GPT-3 and how to integrate the OpenAI API in your applications for a wide array of NLP tasks.
Table of Contents (15 chapters)
1
Section 1: Understanding GPT-3 and the OpenAI API
4
Section 2: Getting Started with GPT-3
8
Section 3: Using the OpenAI API

Creating the API endpoint for GPT Answers

When our app is complete, we'll have a fully functional API endpoint that can return answers generated by the OpenAI API. But for now, we'll just create an endpoint that returns a placeholder response. Then, we'll test the endpoint using Postman and we'll come back later and finish coding it up.

Creating the API endpoint

To create the API endpoint, do the following:

  1. Open the app.js file that was created by express-generator. The file should look like the following screenshot:

    Figure 9.4 – Default app.js created by express-generator

  2. Edit line 7 and change var usersRouter = require('./routes/users') to the following:
    var answerRouter = require('./routes/answer');
  3. Edit line 18 and change app.use('/users', usersRouter); to the following:
    app.use('/answer', answerRouter);

    After editing lines 7 and 18, the app.js file should...