Creating a Text to Speech AI App with Hugging Face & Next.js
In this tutorial, we will walk through the process of creating a Text to Speech AI app using Hugging Face’s Transformers library and Next.js framework.
Step 1: Setting Up the Environment
First, make sure you have Node.js installed on your machine. Then, create a new directory for your project and navigate into it using the terminal.
$ mkdir text-to-speech-app
$ cd text-to-speech-app
Next, initialize a new Next.js project by running the following command:
$ npx create-next-app@latest
Step 2: Installing Dependencies
Once your Next.js project is set up, install the necessary dependencies for working with Hugging Face’s Transformers library using the following commands:
$ npm install @huggingface/transformers
$ npm install @huggingface/react
These packages will allow us to access Hugging Face’s pre-trained models for text to speech generation.
Step 3: Building the Frontend
Create a new file called index.js
in the pages
directory of your Next.js project. This file will contain the frontend code for our text to speech app.
// index.js
import { useState } from 'react';
import { HuggingFaceProvider, HuggingFaceContext } from '@huggingface/react';
export default function Home() {
const [text, setText] = useState('');
const [audioUrl, setAudioUrl] = useState('');
const handleSubmit = async () => {
const model = 'tts_model_name'; // Replace with the name of the desired text to speech model
const { generate } = HuggingFaceContext.useModel();
const audioBuffer = await generate(text, { model: model });
const audioBlob = new Blob([audioBuffer], { type: 'audio/mpeg' });
const audioUrl = window.URL.createObjectURL(audioBlob);
setAudioUrl(audioUrl);
};
return (
setText(e.target.value)} />
{audioUrl && }
);
}
This code sets up a simple form for entering text and a button to trigger the text to speech generation. When the button is clicked, the app uses Hugging Face’s pre-trained model to generate audio from the entered text.
Step 4: Running the App
To run the Text to Speech AI app, use the following command in the terminal:
$ npm run dev
Open your web browser and navigate to http://localhost:3000
to see your app in action. Enter some text, click the “Generate Speech” button, and listen to the AI-generated audio!
Congratulations! You have successfully created a Text to Speech AI app using Hugging Face’s Transformers library and Next.js. You can further customize the app by exploring different text to speech models provided by Hugging Face and adding more features to the frontend.