from mlflow.entities import SourceType from mlflow.tracking.context.abstract_context import RunContextProvider from mlflow.utils import databricks_utils from mlflow.utils.mlflow_tags import ( MLFLOW_DATABRICKS_NOTEBOOK_ID, MLFLOW_DATABRICKS_NOTEBOOK_PATH, MLFLOW_DATABRICKS_WEBAPP_URL, MLFLOW_DATABRICKS_WORKSPACE_ID, MLFLOW_DATABRICKS_WORKSPACE_URL, MLFLOW_SOURCE_NAME, MLFLOW_SOURCE_TYPE, ) class DatabricksNotebookRunContext(RunContextProvider): def in_context(self): return databricks_utils.is_in_databricks_notebook() def tags(self): notebook_id = databricks_utils.get_notebook_id() notebook_path = databricks_utils.get_notebook_path() webapp_url = databricks_utils.get_webapp_url() workspace_url = databricks_utils.get_workspace_url() workspace_id = databricks_utils.get_workspace_id() tags = { MLFLOW_SOURCE_NAME: notebook_path, MLFLOW_SOURCE_TYPE: SourceType.to_string(SourceType.NOTEBOOK), } if notebook_id is not None: tags[MLFLOW_DATABRICKS_NOTEBOOK_ID] = notebook_id if notebook_path is not None: tags[MLFLOW_DATABRICKS_NOTEBOOK_PATH] = notebook_path if webapp_url is not None: tags[MLFLOW_DATABRICKS_WEBAPP_URL] = webapp_url if workspace_url is not None: tags[MLFLOW_DATABRICKS_WORKSPACE_URL] = workspace_url else: workspace_url_fallback, _ = databricks_utils.get_workspace_info_from_dbutils() if workspace_url_fallback is not None: tags[MLFLOW_DATABRICKS_WORKSPACE_URL] = workspace_url_fallback if workspace_id is not None: tags[MLFLOW_DATABRICKS_WORKSPACE_ID] = workspace_id return tags