Use scikit-learn to predict diabetes progression with Watson Machine Learning REST API is throwing error

[RajaSreekanth]

cloud notebook, https://github.com/IBM/watson-machine-learning-samples/blob/master/cloud/notebooks/rest_api/curl/deployments/scikit/Use%20scikit-learn%20to%20predict%20diabetes%20progression.ipynb throwing error:

metadata = {
    client.repository.ModelMetaNames.NAME: "CARS4U - Satisfaction Prediction Model",
    client.repository.ModelMetaNames.TYPE: 'tensorflow_2.7',
    client.repository.ModelMetaNames.SOFTWARE_SPEC_UID : software_spec_id
}
print(metadata)    
stored_model_details = client.repository.store_model(tar_filename, meta_props=metadata)

is throwing below error:

Failure during creating model. (POST https://us-south.ml.cloud.ibm.com/ml/v4/models?version=2023-09-06&space_id=807063b4-90d7-4dae-882e-804446280c35)
Status code: 400, body: {
  "trace": "2a5cdea2f1102ba3d08363616f5e3d96",
  "errors": [{
    "code": "invalid_request_entity",
    "message": "Invalid request entity: Unsupported software specification 'runtime-22.1-py3.9'.",
    "more_info": "https://cloud.ibm.com/apidocs/machine-learning"
  }],
  "status_code": "400"
}

[Rafal-Chrzanowski-IBM]

Greetings, sorry for the delayed response, thank you for pointing out this issue.

Runtime version runtime-22.1-py3.9 is no longer supported on the cloud environment.
You can find a list of currently supported runtimes here:
https://www.ibm.com/docs/en/watsonx/w-and-w/2.1.x?topic=images-downloading-runtime-definition