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Azure DevOps - Error Deploying Online Endpoint - ResourceNotReady: User container has crashed or terminated: Liveness probe failed: HTTP probe failed with statuscode: 502 about mlops-v2 HOT 1 CLOSED

bgawale avatar bgawale commented on September 28, 2024
Azure DevOps - Error Deploying Online Endpoint - ResourceNotReady: User container has crashed or terminated: Liveness probe failed: HTTP probe failed with statuscode: 502

from mlops-v2.

Comments (1)

bgawale avatar bgawale commented on September 28, 2024

Managed to fix it.
Based on the logs, it appeared that below dependency was missing that was causing the termination of the container.
azureml-inference-server-http

To update the environment dependencies, you would need to update the file below in the taxi-fare-regression repository
/data-science/environment/train-conda.yml

channels:
  - defaults
  - anaconda
  - conda-forge
dependencies:
  - python=3.8.0
  - pip
  - pip:
      - azureml-mlflow==1.38.0
      - azureml-sdk==1.38.0
      - scikit-learn==0.24.1
      - pandas==1.2.1
      - joblib==1.0.0
      - matplotlib==3.3.3
      - azureml-inference-server-http
      - git+https://github.com/microsoft/AzureML-Observability#subdirectory=aml-obs-client
      - git+https://github.com/microsoft/AzureML-Observability#subdirectory=aml-obs-collector

Note - the missing dependency i.e. azureml-inference-server-http needs the updated python version > 1.37.0

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