Document embeddings add a segmentation parameter for PDF, text and Markdown files

Control how the platform divides a document before it creates embeddings by setting the segmentation parameter. The options depend on the file type:

• PDF files: Divide each page into a 2×2 grid, producing five embeddings per page: one for the whole page, and one for each quarter.
• Plain text and Markdown files: Divide the file into chunks of whole sentences, with a chunk size you control.

To use this feature, upgrade to the latest version of the Python or Node.js SDK:

Python SDK

pip install --upgrade twelvelabs

Node.js SDK

npm install twelvelabs-js@latest

For details, see the Create an async embedding task page in the API Reference section, or the SDK reference for Python and Node.js.