exasol / sagemaker-extension

An Exasol extension to interact with AWS SageMaker from inside the database
MIT License
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Add Python3 UDF to poll Autopilot training status #11

Closed umitbuyuksahin closed 2 years ago

umitbuyuksahin commented 2 years ago

Autopilot consist of thee main steps: Analyzing Data, Feature Engineering, Model Tuning. In addition to them it includes five different job status : Completed, InProgress, Failed, Stopped, Stopping.

We need to observe these steps and statuses of training models. For this, the following steps can be implemented as a UDF script:

  1. Create a table including metadata of training models like model_name
  2. Retrieve status of a given model which trains on Autopilot and insert it into a table