Embed Text Chunk

When working with individual text chunks, you need to convert them into numerical vectors for similarity search. The embed method transforms a single text chunk into an embedding using your chosen provider and model.

import { MDocument, embed } from "@mastra/rag";
 
const doc = MDocument.fromText("Your text content...");
 
const chunks = await doc.chunk();
 
const { embedding } = await embed(chunks[0], {
  provider: "OPEN_AI",
  model: "text-embedding-ada-002",
  maxRetries: 3,
});

View Example on GitHub

Chunk JSON Embed Chunk Array