version: 0.2

phases:
  install:
    runtime-versions:
      python: 3.8
    commands:
      - pip install --upgrade --force-reinstall . awscli
      - pip install --disable-pip-version-check -q sagemaker==2.47.1
  
  build:
    commands:
      - export PYTHONUNBUFFERED=TRUE
      - export SAGEMAKER_PROJECT_NAME_ID="${SAGEMAKER_PROJECT_NAME}-${SAGEMAKER_PROJECT_ID}"
      - echo "Copying the dataset to ${DATA_BUCKET} data bucket"
      - aws s3 cp dataset/abalone-dataset.csv s3://${DATA_BUCKET}/datasets/abalone-dataset.csv
      - |
        run-pipeline \
          --module-name pipelines.abalone.pipeline \
          --role-arn $SAGEMAKER_PIPELINE_ROLE_ARN \
          --tags "[{\"Key\":\"sagemaker:project-name\", \"Value\":\"${SAGEMAKER_PROJECT_NAME}\"}, {\"Key\":\"sagemaker:project-id\", \"Value\":\"${SAGEMAKER_PROJECT_ID}\"}, {\"Key\":\"EnvironmentName\", \"Value\":\"${ENV_NAME}\"}, {\"Key\":\"EnvironmentType\", \"Value\":\"${ENV_TYPE}\"}]" \
          --kwargs "{\"region\":\"${AWS_REGION}\",\"project_name\":\"${SAGEMAKER_PROJECT_NAME}\",\"pipeline_name\":\"${SAGEMAKER_PROJECT_NAME_ID}\",\"model_package_group_name\":\"${SAGEMAKER_PROJECT_NAME_ID}\",\"base_job_prefix\":\"${SAGEMAKER_PROJECT_NAME_ID}\"}"

      - echo "Create/Update of the SageMaker Pipeline and execution completed."