diff --git a/monai/bundle/workflows.py b/monai/bundle/workflows.py
index da3aa30141..804b3b06f0 100644
--- a/monai/bundle/workflows.py
+++ b/monai/bundle/workflows.py
@@ -46,6 +46,9 @@ class BundleWorkflow(ABC):
             or "infer", "inference", "eval", "evaluation" for a inference workflow,
             other unsupported string will raise a ValueError.
             default to `None` for common workflow.
+        meta_file: filepath of the metadata file, if this is a list of file paths, their contents will be merged in order.
+        logging_file: config file for `logging` module in the program. for more details:
+            https://docs.python.org/3/library/logging.config.html#logging.config.fileConfig.
 
     """
 
@@ -59,11 +62,40 @@ class BundleWorkflow(ABC):
         new_name="workflow_type",
         msg_suffix="please use `workflow_type` instead.",
     )
-    def __init__(self, workflow_type: str | None = None, workflow: str | None = None):
+    def __init__(
+        self,
+        workflow_type: str | None = None,
+        workflow: str | None = None,
+        meta_file: str | Sequence[str] | None = None,
+        logging_file: str | None = None,
+    ):
+        if logging_file is not None:
+            if not os.path.isfile(logging_file):
+                raise FileNotFoundError(f"Cannot find the logging config file: {logging_file}.")
+            logger.info(f"Setting logging properties based on config: {logging_file}.")
+            fileConfig(logging_file, disable_existing_loggers=False)
+
+        if meta_file is not None:
+            if isinstance(meta_file, str) and not os.path.isfile(meta_file):
+                logger.error(
+                    f"Cannot find the metadata config file: {meta_file}. "
+                    "Please see: https://docs.monai.io/en/stable/mb_specification.html"
+                )
+                meta_file = None
+            if isinstance(meta_file, list):
+                for f in meta_file:
+                    if not os.path.isfile(f):
+                        logger.error(
+                            f"Cannot find the metadata config file: {f}. "
+                            "Please see: https://docs.monai.io/en/stable/mb_specification.html"
+                        )
+                        meta_file = None
+
         workflow_type = workflow if workflow is not None else workflow_type
         if workflow_type is None:
             self.properties = copy(MetaProperties)
             self.workflow_type = None
+            self.meta_file = meta_file
             return
         if workflow_type.lower() in self.supported_train_type:
             self.properties = {**TrainProperties, **MetaProperties}
@@ -74,6 +106,8 @@ def __init__(self, workflow_type: str | None = None, workflow: str | None = None
         else:
             raise ValueError(f"Unsupported workflow type: '{workflow_type}'.")
 
+        self.meta_file = meta_file
+
     @abstractmethod
     def initialize(self, *args: Any, **kwargs: Any) -> Any:
         """
@@ -142,6 +176,13 @@ def get_workflow_type(self):
         """
         return self.workflow_type
 
+    def get_meta_file(self):
+        """
+        Get the meta file.
+
+        """
+        return self.meta_file
+
     def add_property(self, name: str, required: str, desc: str | None = None) -> None:
         """
         Besides the default predefined properties, some 3rd party applications may need the bundle
@@ -233,25 +274,26 @@ def __init__(
         **override: Any,
     ) -> None:
         workflow_type = workflow if workflow is not None else workflow_type
-        super().__init__(workflow_type=workflow_type)
         if config_file is not None:
             _config_files = ensure_tuple(config_file)
-            self.config_root_path = Path(_config_files[0]).parent
+            config_root_path = Path(_config_files[0]).parent
             for _config_file in _config_files:
                 _config_file = Path(_config_file)
-                if _config_file.parent != self.config_root_path:
+                if _config_file.parent != config_root_path:
                     logger.warn(
-                        f"Not all config files are in {self.config_root_path}. If logging_file and meta_file are"
-                        f"not specified, {self.config_root_path} will be used as the default config root directory."
+                        f"Not all config files are in {config_root_path}. If logging_file and meta_file are"
+                        f"not specified, {config_root_path} will be used as the default config root directory."
                     )
                 if not _config_file.is_file():
                     raise FileNotFoundError(f"Cannot find the config file: {_config_file}.")
         else:
-            self.config_root_path = Path("configs")
-
+            config_root_path = Path("configs")
+        meta_file = str(config_root_path / "metadata.json") if meta_file is None else meta_file
+        super().__init__(workflow_type=workflow_type, meta_file=meta_file)
+        self.config_root_path = config_root_path
         logging_file = str(self.config_root_path / "logging.conf") if logging_file is None else logging_file
         if logging_file is not None:
-            if not os.path.exists(logging_file):
+            if not os.path.isfile(logging_file):
                 if logging_file == str(self.config_root_path / "logging.conf"):
                     logger.warn(f"Default logging file in {logging_file} does not exist, skipping logging.")
                 else:
@@ -262,14 +304,8 @@ def __init__(
 
         self.parser = ConfigParser()
         self.parser.read_config(f=config_file)
-        meta_file = str(self.config_root_path / "metadata.json") if meta_file is None else meta_file
-        if isinstance(meta_file, str) and not os.path.exists(meta_file):
-            logger.error(
-                f"Cannot find the metadata config file: {meta_file}. "
-                "Please see: https://docs.monai.io/en/stable/mb_specification.html"
-            )
-        else:
-            self.parser.read_meta(f=meta_file)
+        if self.meta_file is not None:
+            self.parser.read_meta(f=self.meta_file)
 
         # the rest key-values in the _args are to override config content
         self.parser.update(pairs=override)
diff --git a/tests/nonconfig_workflow.py b/tests/nonconfig_workflow.py
index 7b5328bf72..b2c44c12c6 100644
--- a/tests/nonconfig_workflow.py
+++ b/tests/nonconfig_workflow.py
@@ -36,8 +36,8 @@ class NonConfigWorkflow(BundleWorkflow):
 
     """
 
-    def __init__(self, filename, output_dir):
-        super().__init__(workflow_type="inference")
+    def __init__(self, filename, output_dir, meta_file=None, logging_file=None):
+        super().__init__(workflow_type="inference", meta_file=meta_file, logging_file=logging_file)
         self.filename = filename
         self.output_dir = output_dir
         self._bundle_root = "will override"
diff --git a/tests/test_bundle_workflow.py b/tests/test_bundle_workflow.py
index f7da37acef..0b0d51cbfb 100644
--- a/tests/test_bundle_workflow.py
+++ b/tests/test_bundle_workflow.py
@@ -35,6 +35,8 @@
 
 TEST_CASE_3 = [os.path.join(os.path.dirname(__file__), "testing_data", "config_fl_train.json")]
 
+TEST_CASE_NON_CONFIG_WRONG_LOG = [None, "logging.conf", "Cannot find the logging config file: logging.conf."]
+
 
 class TestBundleWorkflow(unittest.TestCase):
 
@@ -144,8 +146,14 @@ def test_train_config(self, config_file):
     def test_non_config(self):
         # test user defined python style workflow
         inferer = NonConfigWorkflow(self.filename, self.data_dir)
+        self.assertEqual(inferer.meta_file, None)
         self._test_inferer(inferer)
 
+    @parameterized.expand([TEST_CASE_NON_CONFIG_WRONG_LOG])
+    def test_non_config_wrong_log_cases(self, meta_file, logging_file, expected_error):
+        with self.assertRaisesRegex(FileNotFoundError, expected_error):
+            NonConfigWorkflow(self.filename, self.data_dir, meta_file, logging_file)
+
 
 if __name__ == "__main__":
     unittest.main()