Storing Audio and Metadata Embeddings to Vector Database

We’ll use Chroma DB to store our embeddings. Let’s jump right in.

Create a chroma client

First, we import chromadb and initialize a persistent Chroma client. This setup ensures that the database is saved and loaded on our local machine, with data being automatically persisted and reloaded upon startup if it exists.