Universal Embedding

Generate embeddings using multiple AI providers

Actions3

Embedding → Embed Many

AI-generated

Summary

Generates embeddings for multiple input texts using a selected Google Generative AI or OpenAI model. Enter one text per line, then configure provider-specific embedding options and request limits as needed.

Inputs

  • Provider (required) — Select Google Generative AI or OpenAI.
  • Model (required) — Choose an embedding model for the selected provider.
  • Texts (required) — Texts to embed, entered one per line.
  • Options — Optional settings: set output dimensionality for Google or dimensions for OpenAI; Google also supports a task type. Set maximum parallel API calls (default 2) and maximum retries for failed requests (default 2).

Output shape

A single result containing embeddings for the input texts.

The properties and source signatures identify the multi-text embedding operation, but the provided source pack omits implementation bodies, so the exact output fields and how text lines are split are not shown.

Links

Discussion