diff --git a/qlib/data/data.py b/qlib/data/data.py
index 3dcb226990b..5dad558e7d4 100644
--- a/qlib/data/data.py
+++ b/qlib/data/data.py
@@ -25,7 +25,12 @@
 from ..utils import parse_field, read_bin, hash_args, normalize_cache_fields
 from .base import Feature
 from .cache import DiskDatasetCache, DiskExpressionCache
-from ..utils import Wrapper, init_instance_by_config, register_wrapper, get_module_by_module_path
+from ..utils import (
+    Wrapper,
+    init_instance_by_config,
+    register_wrapper,
+    get_module_by_module_path,
+)
 
 
 class CalendarProvider(abc.ABC):
@@ -221,7 +226,11 @@ def convert_instruments(self, instrument):
             _df_list = []
             # FIXME: each process will read these files
             for _path in Path(C.get_data_path()).joinpath("instruments").glob("*.txt"):
-                _df = pd.read_csv(_path, sep="\t", names=["inst", "start_datetime", "end_datetime", "save_inst"])
+                _df = pd.read_csv(
+                    _path,
+                    sep="\t",
+                    names=["inst", "start_datetime", "end_datetime", "save_inst"],
+                )
                 _df_list.append(_df.iloc[:, [0, -1]])
             df = pd.concat(_df_list, sort=False).sort_values("save_inst")
             df = df.drop_duplicates(subset=["save_inst"], keep="first").fillna(axis=1, method="ffill")
@@ -588,7 +597,11 @@ def _load_instruments(self, market):
         if not os.path.exists(fname):
             raise ValueError("instruments not exists for market " + market)
         _instruments = dict()
-        df = pd.read_csv(fname, sep="\t", names=["inst", "start_datetime", "end_datetime", "save_inst"])
+        df = pd.read_csv(
+            fname,
+            sep="\t",
+            names=["inst", "start_datetime", "end_datetime", "save_inst"],
+        )
         df["start_datetime"] = pd.to_datetime(df["start_datetime"])
         df["end_datetime"] = pd.to_datetime(df["end_datetime"])
         for row in df.itertuples(index=False):
@@ -1035,12 +1048,31 @@ def __init__(self):
             DatasetD.set_conn(self.client)
 
 
-Cal = Wrapper()
-Inst = Wrapper()
-FeatureD = Wrapper()
-ExpressionD = Wrapper()
-DatasetD = Wrapper()
-D = Wrapper()
+import sys
+
+if sys.version_info >= (3, 9):
+    from typing import Annotated
+
+    CalendarProviderWrapper = Annotated[CalendarProvider, Wrapper]
+    InstrumentProviderWrapper = Annotated[InstrumentProvider, Wrapper]
+    FeatureProviderWrapper = Annotated[FeatureProvider, Wrapper]
+    ExpressionProviderWrapper = Annotated[ExpressionProvider, Wrapper]
+    DatasetProviderWrapper = Annotated[DatasetProvider, Wrapper]
+    BaseProviderWrapper = Annotated[BaseProvider, Wrapper]
+else:
+    CalendarProviderWrapper = CalendarProvider
+    InstrumentProviderWrapper = InstrumentProvider
+    FeatureProviderWrapper = FeatureProvider
+    ExpressionProviderWrapper = ExpressionProvider
+    DatasetProviderWrapper = DatasetProvider
+    BaseProviderWrapper = BaseProvider
+
+Cal: CalendarProviderWrapper = Wrapper()
+Inst: InstrumentProviderWrapper = Wrapper()
+FeatureD: FeatureProviderWrapper = Wrapper()
+ExpressionD: ExpressionProviderWrapper = Wrapper()
+DatasetD: DatasetProviderWrapper = Wrapper()
+D: BaseProviderWrapper = Wrapper()
 
 
 def register_all_wrappers():
diff --git a/qlib/workflow/__init__.py b/qlib/workflow/__init__.py
index e65bfb03ff9..15faa0da10d 100644
--- a/qlib/workflow/__init__.py
+++ b/qlib/workflow/__init__.py
@@ -461,5 +461,14 @@ def set_tags(self, **kwargs):
         self.get_exp().get_recorder().set_tags(**kwargs)
 
 
+import sys
+
+if sys.version_info >= (3, 9):
+    from typing import Annotated
+
+    QlibRecorderWrapper = Annotated[QlibRecorder, Wrapper]
+else:
+    QlibRecorderWrapper = QlibRecorder
+
 # global record
-R = Wrapper()
+R: QlibRecorderWrapper = Wrapper()