Generate vector embeddings

This example pipeline demonstrates how to generate vector embeddings for sample data.


Azure OpenAI Embedder Example Pipeline

Download this pipeline.
  1. Configure the JSON Generator Snap to pass your input data.
    Note: In this example, we use the JSON Generator Snap. However, you can replace the JSON Generator Snap with any Snap of your choice, such as the Chunker, Constant, File Reader , or S3 File Reader Snaps.

    JSON Generator Snap - Edit JSON

  2. Configure the Azure OpenAI Embedder Snap to generate embedding vectors for input data based on the Deployment ID, batch size, and input document.
    On validation, you can view the input data processed into embedded vectors in the output preview.
    Azure OpenAI Embedder Snap configuration Azure OpenAI Embedder Snap output

    Azure OpenAI Embedder Snap configuration
    Azure OpenAI Embedder Snap output
    Note: After generating the vector embeddings, you can store the embeddings into a vector database.
To reuse the example pipelines:
  1. Download and import the SLP file into your Environment.
  2. Configure Snap accounts.
  3. Provide Pipeline parameters, if any.