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Google Vertex AI

Enable your integration with models from Google Vertex AI.

Supported labeling types: Row labeling.

ML-assisted labeling supports models from Vertex AI. If you already have data and training pipelines in Vertex AI, you can utilize your trained model to enhance the performance.

Enable ML-assisted labeling

To use the models from Vertex AI, select Google Vertex AI as the service provider.

Image of ML Assisted with Google Vertex AI
ML-assisted labeling with Google Vertex AI

Once selected, you will see the following fields:

  • Target text: Select the input text used as reference.

  • Target question: Select the output column to predict.

  • API URL: The endpoint from Google Vertex AI. The format will follow the sample below:

    https://<REGION>-aiplatform.googleapis.com/ui/projects/<PROJECT-ID>/locations/<REGION>/endpoints/<ENDPOINT-ID>:predict

  • Faster prediction speed: Enables faster predictions by processing requests on the backend.

Setup your model

You can view the endpoint URL by clicking its name after successful deployment.

Image of Endpoint page from Google Vertex AI
Endpoint page from Google Vertex AI

To allow ML-assisted labeling to run your model, you need to grant the Datasaur Service Account access as Vertex AI Administrator. Follow the steps below:

  1. Navigate to the project where your model is located.

  2. Go to IAM & Admin.

  3. Click on the IAM in the left sidebar.

    Image of IAM page menu
    IAM page menu
  4. Click Grant access.

  5. In the New principals field, fill in the Service account email:

    integrator@datasaur-gcp.iam.gserviceaccount.com

    Image of Grant Access Menu
  6. In the role field, select Vertex AI Administrator.

  7. Click Save to complete the setup.

Start prediction

After configuring the settings above, copy the endpoint URL and paste it into the API URL field. Click Predict labels to generate and retrieve predictions from your model.

Image of Prediction result
Prediction result

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