diff --git a/rdagent/scenarios/qlib/experiment/utils.py b/rdagent/scenarios/qlib/experiment/utils.py
index f2ff6375..5b81505b 100644
--- a/rdagent/scenarios/qlib/experiment/utils.py
+++ b/rdagent/scenarios/qlib/experiment/utils.py
@@ -50,6 +50,56 @@ def generate_data_folder_from_qlib():
     )
 
 
+def get_file_desc(p: Path) -> str:
+    """
+    Get the description of a file based on its type.
+
+    Parameters
+    ----------
+    p : Path
+        The path of the file.
+
+    Returns
+    -------
+    str
+        The description of the file.
+    """
+    p = Path(p)
+
+    JJ_TPL = Environment(undefined=StrictUndefined).from_string(
+        """
+{{file_name}}
+```{{type_desc}}
+{{content}}
+```
+"""
+    )
+
+    if p.name.endswith(".h5"):
+        df = pd.read_hdf(p)
+        # get df.head() as string with full width
+        pd.set_option("display.max_columns", None)  # or 1000
+        pd.set_option("display.max_rows", None)  # or 1000
+        pd.set_option("display.max_colwidth", None)  # or 199
+        return JJ_TPL.render(
+            file_name=p.name,
+            type_desc="generated by `pd.read_hdf(filename).head()`",
+            content=df.head().to_string(),
+        )
+    elif p.name.endswith(".md"):
+        with open(p) as f:
+            content = f.read()
+            return JJ_TPL.render(
+                file_name=p.name,
+                type_desc="markdown",
+                content=content,
+            )
+    else:
+        raise NotImplementedError(
+            f"file type {p.name} is not supported. Please implement its description function.",
+        )
+
+
 def get_data_folder_intro(fname_reg: str = ".*", flags=0) -> str:
     """
     Directly get the info of the data folder.
@@ -76,41 +126,8 @@ def get_data_folder_intro(fname_reg: str = ".*", flags=0) -> str:
         # FIXME: (xiao) I think this is writing in a hard-coded way.
         # get data folder intro does not imply that we are generating the data folder.
         generate_data_folder_from_qlib()
-
-    JJ_TPL = Environment(undefined=StrictUndefined).from_string(
-        """
-{{file_name}}
-```{{type_desc}}
-{{content}}
-```
-"""
-    )
     content_l = []
     for p in Path(FACTOR_IMPLEMENT_SETTINGS.data_folder_debug).iterdir():
         if re.match(fname_reg, p.name, flags) is not None:
-            if p.name.endswith(".h5"):
-                df = pd.read_hdf(p)
-                # get  df.head() as string with full width
-                pd.set_option("display.max_columns", None)  # or 1000
-                pd.set_option("display.max_rows", None)  # or 1000
-                pd.set_option("display.max_colwidth", None)  # or 199
-                rendered = JJ_TPL.render(
-                    file_name=p.name,
-                    type_desc="generated by `pd.read_hdf(filename).head()`",
-                    content=df.head().to_string(),
-                )
-                content_l.append(rendered)
-            elif p.name.endswith(".md"):
-                with open(p) as f:
-                    content = f.read()
-                    rendered = JJ_TPL.render(
-                        file_name=p.name,
-                        type_desc="markdown",
-                        content=content,
-                    )
-                    content_l.append(rendered)
-            else:
-                raise NotImplementedError(
-                    f"file type {p.name} is not supported. Please implement its description function.",
-                )
+            content_l.append(get_file_desc(p))
     return "\n----------------- file splitter -------------\n".join(content_l)