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

Making an authenticated request to the OpenAI API

It's time to make our first request directly to the OpenAI API. To do that, we'll need to include our API key as part of an HTTP header. The header name we'll be using is authorization and the value will be the word Bearer, followed by a space and then your API key. When an API key is used like this, it's often also referred to as a bearer token. This is a standard defined by an authorization protocol called OAuth 2.0. You can learn more about OAuth 2.0 by visiting https://oauth.net/2/.

Postman makes it really easy to use bearer tokens. But before we make an authenticated request, let's look at what happens if we try to make a request without our API key. The following screenshot shows a request to the List Engines endpoint URL, https://api.openai.com/v1/engines, without any authorization header. You can see an error message was returned. You'll also notice that the HTTP response status code is 401 UNAUTHORIZED...