def test_databricks_job_run_context_tags():
patch_job_id = mock.patch("mlflow.utils.databricks_utils.get_job_id")
patch_job_run_id = mock.patch(
"mlflow.utils.databricks_utils.get_job_run_id")
patch_job_type = mock.patch("mlflow.utils.databricks_utils.get_job_type")
patch_webapp_url = mock.patch(
"mlflow.utils.databricks_utils.get_webapp_url")
with multi_context(patch_job_id, patch_job_run_id, patch_job_type,
patch_webapp_url) as (
job_id_mock,
job_run_id_mock,
job_type_mock,
webapp_url_mock,
):
assert DatabricksJobRunContext().tags() == {
MLFLOW_SOURCE_NAME:
"jobs/{job_id}/run/{job_run_id}".format(
job_id=job_id_mock.return_value,
job_run_id=job_run_id_mock.return_value),
MLFLOW_SOURCE_TYPE:
SourceType.to_string(SourceType.JOB),
MLFLOW_DATABRICKS_JOB_ID:
job_id_mock.return_value,
MLFLOW_DATABRICKS_JOB_RUN_ID:
job_run_id_mock.return_value,
MLFLOW_DATABRICKS_JOB_TYPE:
job_type_mock.return_value,
MLFLOW_DATABRICKS_WEBAPP_URL:
webapp_url_mock.return_value,
}
def test_databricks_job_run_context_tags_nones():
patch_job_id = mock.patch("mlflow.utils.databricks_utils.get_job_id", return_value=None)
patch_job_run_id = mock.patch("mlflow.utils.databricks_utils.get_job_run_id", return_value=None)
patch_job_type = mock.patch("mlflow.utils.databricks_utils.get_job_type", return_value=None)
patch_webapp_url = mock.patch("mlflow.utils.databricks_utils.get_webapp_url", return_value=None)
with patch_job_id, patch_job_run_id, patch_job_type, patch_webapp_url:
assert DatabricksJobRunContext().tags() == {
MLFLOW_SOURCE_NAME: None,
MLFLOW_SOURCE_TYPE: SourceType.to_string(SourceType.JOB),
}
def test_databricks_job_run_context_tags():
patch_job_id = mock.patch("mlflow.utils.databricks_utils.get_job_id")
patch_job_run_id = mock.patch(
"mlflow.utils.databricks_utils.get_job_run_id")
patch_job_type = mock.patch("mlflow.utils.databricks_utils.get_job_type")
patch_webapp_url = mock.patch(
"mlflow.utils.databricks_utils.get_webapp_url")
patch_workspace_info = mock.patch(
"mlflow.utils.databricks_utils.get_workspace_info_from_dbutils",
return_value=("https://databricks.com", "123456"),
)
with multi_context(patch_job_id, patch_job_run_id, patch_job_type,
patch_webapp_url, patch_workspace_info) as (
job_id_mock,
job_run_id_mock,
job_type_mock,
webapp_url_mock,
workspace_info_mock,
):
assert DatabricksJobRunContext().tags() == {
MLFLOW_SOURCE_NAME:
"jobs/{job_id}/run/{job_run_id}".format(
job_id=job_id_mock.return_value,
job_run_id=job_run_id_mock.return_value),
MLFLOW_SOURCE_TYPE:
SourceType.to_string(SourceType.JOB),
MLFLOW_DATABRICKS_JOB_ID:
job_id_mock.return_value,
MLFLOW_DATABRICKS_JOB_RUN_ID:
job_run_id_mock.return_value,
MLFLOW_DATABRICKS_JOB_TYPE:
job_type_mock.return_value,
MLFLOW_DATABRICKS_WEBAPP_URL:
webapp_url_mock.return_value,
MLFLOW_DATABRICKS_WORKSPACE_URL:
workspace_info_mock.return_value[0],
MLFLOW_DATABRICKS_WORKSPACE_ID:
workspace_info_mock.return_value[1],
}
def test_databricks_job_run_context_in_context():
with mock.patch("mlflow.utils.databricks_utils.is_in_databricks_job") as in_job_mock:
assert DatabricksJobRunContext().in_context() == in_job_mock.return_value