ADIFY AI - Spotify Playlist Generator

Website: ADIFY AI

ADIFY AI is a Spotify playlist generator that creates playlists based on user prompts. The system uses the FAISS index and trained transformers to recommend personalized songs, making it easy to generate mood-based playlists on the fly. By entering a description of the desired playlist (e.g., "chill rock music for studying"), ADIFY AI intelligently selects songs and playlists from Spotify’s vast library that best match the user's mood or activity.

Features

• AI-Powered Playlist Creation: Generates customized Spotify playlists based on a user's prompt.
• Spotify Integration: Automatically creates public playlists on your Spotify account and adds recommended tracks.
• Efficient Recommendations: Uses the FAISS index and Sentence Transformers for quick, memory-efficient song recommendations.
• Memory Optimization: Loads song embeddings and track info using memory-mapped files to handle large datasets efficiently.
• Playlists: Generates two separate playlists to reduce memory load while providing multiple options.

How It Works

1. User Prompt: The user provides a text prompt describing the desired playlist.
2. Song Recommendation: ADIFY AI encodes the prompt using a Sentence Transformer model and finds similar song embeddings using a FAISS index.
3. Playlist Generation: Selected tracks are added to a newly created Spotify playlist, which is then returned to the user.
4. Automatic Playlist Creation: ADIFY AI creates the playlist on Spotify, including the recommended songs, and provides the user with a direct link to the playlist.

Technology Stack

• Flask: Web framework for handling requests and rendering the user interface.
• FAISS: Efficient nearest neighbors search to quickly find similar songs.
• Sentence Transformers: Model for encoding user prompts into vector space.
• Spotipy: Python library for interacting with the Spotify API.
• NumPy: Handles large embeddings and song metadata efficiently.
• Gunicorn: Web server for running the Flask app.
• ngrok: Enables local development with a secure public URL.

Try It Now

Visit ADIFY AI to generate your personalized playlist!