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Important

Helios features are now enabled during weekly update windows and are no longer directly tied to SingleStore engine releases. Refer to the release notes to view the latest features available in your Helios cluster.

AI & ML Functions

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Overview

AI & ML Functions enable running generative AI models, embedding models, and machine learning (ML) models directly on the data using simple SQL commands in SingleStore. This eliminates the need for data movement, reducing latency, cost, and complexity.

AI & ML Functions are delivered as preconfigured, managed Python User-Defined Functions (UDFs) that run in optimized containers within SingleStore Aura. This containerized design provides a secure, fully managed execution environment for building and running AI & ML workloads.

AI & ML Functions enable SQL-based execution tasks such as sentiment analysis, summarization, and translation without requiring additional frameworks, external API integrations, or complex pipelines.

AI & ML Functions run alongside SingleStore Helios, delivering results in milliseconds. Combined with SingleStore’s HTAP architecture, these functions run on real-time operational data as soon as it is created.

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Verification instructions

Note: You must install cosign to verify the authenticity of the SingleStore file.

Use the following steps to verify the authenticity of singlestoredb-server, singlestoredb-toolbox, singlestoredb-studio, and singlestore-client SingleStore files that have been downloaded.

You may perform the following steps on any computer that can run cosign, such as the main deployment host of the cluster.

  1. (Optional) Run the following command to view the associated signature files.

    curl undefined

  2. Download the signature file from the SingleStore release server.

    • Option 1: Click the Download Signature button next to the SingleStore file.

    • Option 2: Copy and paste the following URL into the address bar of your browser and save the signature file.

    • Option 3: Run the following command to download the signature file.

      curl -O undefined

  3. After the signature file has been downloaded, run the following command to verify the authenticity of the SingleStore file.

    echo -n undefined |
        cosign verify-blob --certificate-oidc-issuer https://oidc.eks.us-east-1.amazonaws.com/id/CCDCDBA1379A5596AB5B2E46DCA385BC \
          --certificate-identity https://kubernetes.io/namespaces/freya-production/serviceaccounts/job-worker \
          --bundle undefined \
          --new-bundle-format -
    Verified OK

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