How to Format Inputs and call ChatGPT Models using TypeScript Node.js
Introduction
Section titled IntroductionChatGPT is a powerful language model developed by OpenAI. It is powered by gpt-3.5-turbo and gpt-4, which are some of OpenAI’s most advanced models. With ChatGPT, you can build a wide range of applications, including chatbots, virtual assistants, content generators, and more.
In this guide, we will walk you through the process of formatting inputs to ChatGPT models using TypeScript/JavaScript. We will also explain how to use the OpenAI API to interact with ChatGPT models and generate AI-written responses.
What is ChatGPT?
Section titled What is ChatGPT?ChatGPT is an AI language model that can understand and generate human-like text. It is designed to engage in conversations and can be used to build applications that require natural language understanding and generation.
Building Applications with ChatGPT
Section titled Building Applications with ChatGPTTo build applications with ChatGPT, you need to use the OpenAI API. The API allows you to send a series of messages as input to the model and receive an AI-generated message as output. You can use this capability to create chatbots, virtual assistants, and other applications that require natural language interactions.
Chat Format
Section titled Chat FormatChat models take a series of messages as input. Each message in the series has two required fields: role
and content
. The role
can be one of three values: “system,” “user,” or “assistant.” The content
field contains the actual text of the message.
A typical conversation starts with a system message that sets the behavior of the assistant, followed by alternating user and assistant messages. However, you are not required to follow this format strictly.
Let’s dive into the details and learn how to format inputs to ChatGPT models using TypeScript/JavaScript.
Step-by-Step Guide
Section titled Step-by-Step GuideStep 1: Install the OpenAI Node.js Library
Section titled Step 1: Install the OpenAI Node.js LibraryTo interact with the OpenAI API, you need to install the OpenAI Node.js library. You can do this using npm or yarn:
Step 2: Import the OpenAI Library and Set Up the API Key
Section titled Step 2: Import the OpenAI Library and Set Up the API KeyAfter installing the library, you need to import it into your TypeScript/JavaScript file. You also need to set up your OpenAI API key, which you can obtain from the OpenAI platform.
Step 3: Create a Chat API Call
Section titled Step 3: Create a Chat API CallTo interact with ChatGPT, you need to create a chat API call. This call requires two inputs: the model name and a list of messages. Each message object must have the role
and content
fields.
Step 4: Understanding the Response
Section titled Step 4: Understanding the ResponseThe response from the chat API call contains several fields, including the choices
field, which contains the AI-generated message. The choices
field is an array, and each element represents a different completion. By default, there is only one completion, so we can extract the assistant’s reply using response.data.choices[0].message.content
.
Step 5: Formatting Conversations
Section titled Step 5: Formatting ConversationsYou can format conversations by adding more messages to the messages
array. Each message object should have the role
and content
fields. The role
can be “system,” “user,” or “assistant,” and the content
field contains the text of the message.
In this example, we added more messages to the conversation, including an assistant message and another user message. The assistant’s reply is generated based on the entire conversation history.
Step 6: Experimenting with Different Instructions
Section titled Step 6: Experimenting with Different InstructionsYou can experiment with different instructions and conversation formats to achieve the desired behavior from the model. For example, you can use a system message to set the behavior of the assistant or provide specific instructions in the user message.
In this example, we used a system message to instruct the assistant to speak like a pirate. The assistant’s reply is generated based on this instruction.
Conclusion
Section titled ConclusionIn this guide, we introduced ChatGPT and explained how to format inputs to ChatGPT models using TypeScript/JavaScript. We also demonstrated how to use the OpenAI API to interact with ChatGPT models and generate AI-written responses. By following these steps, you can build your own applications with ChatGPT and create engaging and interactive experiences for your users.