/
test_databricks_job_context.py
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/
test_databricks_job_context.py
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from unittest import mock
from mlflow.entities import SourceType
from mlflow.utils.mlflow_tags import (
MLFLOW_SOURCE_NAME,
MLFLOW_SOURCE_TYPE,
MLFLOW_DATABRICKS_JOB_ID,
MLFLOW_DATABRICKS_JOB_RUN_ID,
MLFLOW_DATABRICKS_JOB_TYPE,
MLFLOW_DATABRICKS_WEBAPP_URL,
)
from mlflow.tracking.context.databricks_job_context import DatabricksJobRunContext
from tests.helper_functions import multi_context
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
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),
}