spice-vectors

Vector engines store and index embeddings for efficient similarity search operations.

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Install skill "spice-vectors" with this command: npx skills add spiceai/skills/spiceai-skills-spice-vectors

Spice Vector Engines

Vector engines store and index embeddings for efficient similarity search operations.

Basic Configuration

datasets:

  • from: postgres:documents name: docs acceleration: enabled: true vectors: enabled: true engine: s3_vectors params: # engine-specific parameters

Supported Engines

Engine Description

s3_vectors

Amazon S3 Vectors for cloud storage

Requirements

  • Dataset must have acceleration enabled (acceleration.enabled: true )

  • Dataset must have embedding columns configured

S3 Vectors Configuration

datasets:

  • from: postgres:documents name: docs acceleration: enabled: true columns:
    • name: content embeddings:
      • from: embed_model vectors: enabled: true engine: s3_vectors params: s3_vectors_bucket: my-vectors-bucket s3_vectors_region: us-east-1

Column Metadata for Vectors

Specify which columns to include in vector storage:

columns:

  • name: content embeddings:
    • from: embed_model metadata: vectors: filterable # or 'non-filterable'
  • name: category metadata: vectors: filterable # enable filtering on this column

Metadata Value Description

filterable

Store and enable filtering on this column

non-filterable

Store but don't index for filtering

Full Example

embeddings:

  • from: openai:text-embedding-3-small name: embed_model params: openai_api_key: ${ secrets:OPENAI_API_KEY }

datasets:

  • from: postgres:articles name: articles acceleration: enabled: true engine: duckdb columns:
    • name: body embeddings:
      • from: embed_model row_id: id metadata: vectors: non-filterable
    • name: category metadata: vectors: filterable vectors: enabled: true engine: s3_vectors params: s3_vectors_bucket: my-bucket

Documentation

  • Vector Engines Overview

  • S3 Vectors

  • Datasets Reference

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