ChatInterface
Explore how to build a chatbot using Gradio's ChatInterface by creating a function that handles user messages and conversation history. Understand how the interface keeps track of dialogue exchanges and generates responses, forming the foundation for integrating advanced language models.
We'll cover the following...
Overview
Generative AI is becoming increasingly popular, and more accessible than ever before. With the release of ChatGPT, many people are now harnessing the capabilities of pre-trained large language models (LLMs). In this chapter, we will explore how we can integrate chatbots into Gradio with minimal code.
In this lesson, we are going to learn about the ChatInterface. This is Gradio's high-level abstraction for creating chatbots and allows the user to interact with a chatbot in the UI.
At its core, a chatbot consists of a user and an agent. The user (which is us!) will send a message, the agent will read the message and respond accordingly. The user is then prompted to reply to the agent's message, which keeps repeating just like in a conversation. Depending on the trained LLM, we can also have additional roles, such as ...