diff --git a/tensorflow_datasets/core/logging/__init__.py b/tensorflow_datasets/core/logging/__init__.py
index ece4b67dc76..984166c8776 100644
--- a/tensorflow_datasets/core/logging/__init__.py
+++ b/tensorflow_datasets/core/logging/__init__.py
@@ -20,7 +20,7 @@
 import collections
 import functools
 import threading
-from typing import Any, Callable, Dict, List, Optional, Tuple, TypeVar
+from typing import Any, Callable, TypeVar
 
 from absl import flags
 from tensorflow_datasets.core.logging import base_logger
@@ -33,15 +33,15 @@
 _LoggerMethod = Callable[..., None]
 
 
-_registered_loggers: Optional[List[base_logger.Logger]] = None
+_registered_loggers: list[base_logger.Logger] | None = None
 
-_import_operations: List[Tuple[call_metadata.CallMetadata, int, int]] = []
+_import_operations: list[tuple[call_metadata.CallMetadata, int, int, int]] = []
 _import_operations_lock = threading.Lock()
 
 _thread_id_to_builder_init_count = collections.Counter()
 
 
-def _init_registered_loggers() -> List[base_logger.Logger]:
+def _init_registered_loggers() -> list[base_logger.Logger]:
   """Initializes the registered loggers if they are not set yet."""
   global _registered_loggers
   if _registered_loggers is None:
@@ -54,17 +54,23 @@ def _init_registered_loggers() -> List[base_logger.Logger]:
 def _log_import_operation():
   """Log import operations (most of time maximum one), if any."""
   with _import_operations_lock:
-    for metadata, import_time_tf, import_time_builders in _import_operations:
+    for (
+        metadata,
+        import_time_tf,
+        import_time_builders,
+        import_time_ms,
+    ) in _import_operations:
       for logger in _init_registered_loggers():
         logger.tfds_import(
             metadata=metadata,
             import_time_ms_tensorflow=import_time_tf,
             import_time_ms_dataset_builders=import_time_builders,
+            import_time_ms=import_time_ms,
         )
     _import_operations.clear()
 
 
-def _get_registered_loggers() -> List[base_logger.Logger]:
+def _get_registered_loggers() -> list[base_logger.Logger]:
   _log_import_operation()
   return _init_registered_loggers()
 
@@ -181,7 +187,7 @@ class _DsbuilderMethodDecorator(_FunctionDecorator):
   IS_PROPERTY: bool = False
 
   @staticmethod
-  def _get_info(dsbuilder: Any) -> Tuple[str, str, str, str]:
+  def _get_info(dsbuilder: Any) -> tuple[str, str, str, str]:
     """Gets information about the builder.
 
     Args:
@@ -256,8 +262,9 @@ def register(logger: base_logger.Logger) -> None:
 def tfds_import(
     *,
     metadata: call_metadata.CallMetadata,
-    import_time_ms_tensorflow: int,
-    import_time_ms_dataset_builders: int,
+    import_time_ms_tensorflow: int = 0,
+    import_time_ms_dataset_builders: int = 0,
+    import_time_ms: int = 0,
 ):
   """Call `tfds_import` on registered loggers.
 
@@ -271,11 +278,15 @@ def tfds_import(
     import_time_ms_tensorflow: time (ms) it took to import TF.
     import_time_ms_dataset_builders: time (ms) it took to import DatasetBuilder
       modules.
+    import_time_ms: time (ms) it took to import the module.
   """
   with _import_operations_lock:
-    _import_operations.append(
-        (metadata, import_time_ms_tensorflow, import_time_ms_dataset_builders)
-    )
+    _import_operations.append((
+        metadata,
+        import_time_ms_tensorflow,
+        import_time_ms_dataset_builders,
+        import_time_ms,
+    ))
 
 
 def builder_init(is_read_only_builder: bool = False) -> _Decorator:
diff --git a/tensorflow_datasets/core/logging/base_logger.py b/tensorflow_datasets/core/logging/base_logger.py
index 6b87aeb520b..d1469f73c34 100644
--- a/tensorflow_datasets/core/logging/base_logger.py
+++ b/tensorflow_datasets/core/logging/base_logger.py
@@ -43,6 +43,7 @@ def tfds_import(
       metadata: call_metadata.CallMetadata,
       import_time_ms_tensorflow: int,
       import_time_ms_dataset_builders: int,
+      import_time_ms: int,
   ):
     """Callback called when user calls `import tensorflow_datasets`."""
     pass