def ui(backend_store_uri, default_artifact_root, port): """ Launch the MLflow tracking UI for local viewing of run results. To launch a production server, use the "mlflow server" command instead. The UI will be visible at http://localhost:5000 by default. """ # Ensure that both backend_store_uri and default_artifact_uri are set correctly. if not backend_store_uri: backend_store_uri = DEFAULT_LOCAL_FILE_AND_ARTIFACT_PATH if not default_artifact_root: if _is_local_uri(backend_store_uri): default_artifact_root = backend_store_uri else: default_artifact_root = DEFAULT_LOCAL_FILE_AND_ARTIFACT_PATH try: _get_store(backend_store_uri, default_artifact_root) except Exception as e: # pylint: disable=broad-except _logger.error("Error initializing backend store") _logger.exception(e) sys.exit(1) # TODO: We eventually want to disable the write path in this version of the server. try: _run_server(backend_store_uri, default_artifact_root, "127.0.0.1", port, None, 1) except ShellCommandException: eprint("Running the mlflow server failed. Please see the logs above for details.") sys.exit(1)
def server(backend_store_uri, default_artifact_root, host, port, workers, static_prefix, gunicorn_opts): """ Run the MLflow tracking server. The server which listen on http://localhost:5000 by default, and only accept connections from the local machine. To let the server accept connections from other machines, you will need to pass --host 0.0.0.0 to listen on all network interfaces (or a specific interface address). """ # Ensure that both backend_store_uri and default_artifact_uri are set correctly. if not backend_store_uri: backend_store_uri = DEFAULT_LOCAL_FILE_AND_ARTIFACT_PATH if not default_artifact_root: if _is_local_uri(backend_store_uri): default_artifact_root = backend_store_uri else: eprint("Option 'default-artifact-root' is required, when backend store is not " "local file based.") sys.exit(1) try: _get_store(backend_store_uri, default_artifact_root) except Exception as e: # pylint: disable=broad-except _logger.error("Error initializing backend store") _logger.exception(e) sys.exit(1) try: _run_server(backend_store_uri, default_artifact_root, host, port, workers, static_prefix, gunicorn_opts) except ShellCommandException: eprint("Running the mlflow server failed. Please see the logs above for details.") sys.exit(1)