Semantic Audio Search w/ Transformers.js

What is Semantic Audio Search w/ Transformers.js ?

Semantic Audio Search w/ Transformers.js is a powerful tool designed for music generation and discovery. It enables users to search music using keywords, leveraging advanced AI and machine learning techniques. Built on top of Transformers.js, this tool combines natural language processing (NLP) with audio analysis to deliver.semantic search capabilities for music.

Features

• Keyword-based music search: Search for music tracks using descriptive keywords, genres, or moods.
• Semantic understanding: The tool interprets keywords contextually, providing relevant results.
• Real-time audio analysis: Processes audio files to extract metadata and generate embeddings for accurate search results.
• Integration ready: Compatible with popular music libraries and APIs for seamless integration.
• Cross-platform support: Works across multiple platforms, including web, desktop, and mobile applications.

How to use Semantic Audio Search w/ Transformers.js ?

1. Install the library: Use npm to install the required packages:

   npm install semantic-audio-search
   

2. Import the library: Include the necessary modules in your JavaScript project:

   const { AudioSearch, transformAudio } = require('semantic-audio-search');
   

3. Initialize the search engine: Create an instance of the search engine:

   const searchEngine = new AudioSearch();
   

4. Load audio files: Provide audio files or URLs to the engine for processing:

   const audioFile = 'path/to/your/audio.mp3';
   searchEngine.addAudio(audioFile);
   

5. Perform keyword search: Use descriptive keywords to find relevant audio tracks:

   const results = searchEngine.search('relaxing jazz');
   

6. Process results: Handle the search results as needed in your application:

   console.log(results); // Array of matching audio tracks
   

Frequently Asked Questions

• How does the semantic search work?
  The search engine uses NLP to understand the context of keywords and matches them with audio metadata, ensuring more accurate results.

• What file formats are supported?
  The tool supports MP3, WAV, and AIFF file formats, ensuring compatibility with most music libraries.

• Does the tool work with noisy or poor-quality audio?
  Yes, the tool includes noise reduction and quality enhancement features to improve search accuracy, even for lower-quality audio.