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What Can I Do If a Model Exception Occurs When I Deploy a Custom Image Model?

Symptom

A model fails to be deployed as a real-time service. On the real-time service details page, "Failed to pull image. Retry later." is displayed on the Events tab page, and no information is displayed on the Logs tab page.

Solution

This problem is usually related to a model that was too large. Perform the following steps:

  • Simplify the model, re-import it, and deploy it as a real-time service.
  • Purchase a dedicated resource pool and use it to deploy the model as a real-time service.