diff --git a/modelscope/msdatasets/utils/hf_datasets_util.py b/modelscope/msdatasets/utils/hf_datasets_util.py
index c54b0000..86a50d5c 100644
--- a/modelscope/msdatasets/utils/hf_datasets_util.py
+++ b/modelscope/msdatasets/utils/hf_datasets_util.py
@@ -555,7 +555,7 @@ def get_module_without_script(self) -> DatasetModule:
 
     download_config = self.download_config.copy()
     if download_config.download_desc is None:
-        download_config.download_desc = 'Downloading readme'
+        download_config.download_desc = 'Downloading [README.md]'
     try:
         url_or_filename = _ms_api.get_dataset_file_url(
             file_name='README.md',
diff --git a/modelscope/msdatasets/utils/hf_file_utils.py b/modelscope/msdatasets/utils/hf_file_utils.py
index 4abd0409..c57b6773 100644
--- a/modelscope/msdatasets/utils/hf_file_utils.py
+++ b/modelscope/msdatasets/utils/hf_file_utils.py
@@ -9,13 +9,13 @@ import copy
 import shutil
 import time
 import warnings
-import inspect
 from contextlib import contextmanager
 from functools import partial
 from pathlib import Path
 from typing import Optional, Union
 from urllib.parse import urljoin, urlparse
 import requests
+from tqdm import tqdm
 
 from datasets import config
 from datasets.utils.file_utils import hash_url_to_filename, \
@@ -131,7 +131,6 @@ def http_get_ms(
     content_length = response.headers.get('Content-Length')
     total = resume_size + int(content_length) if content_length is not None else None
 
-    from tqdm import tqdm
     progress = tqdm(total=total, initial=resume_size, unit_scale=True, unit='B', desc=desc or 'Downloading')
     for chunk in response.iter_content(chunk_size=1024):
         progress.update(len(chunk))
@@ -156,7 +155,7 @@ def get_from_cache_ms(
     ignore_url_params=False,
     storage_options=None,
     download_desc=None,
-    disable_tqdm=False,
+    disable_tqdm=None,
 ) -> str:
     """
     Given a URL, look for the corresponding file in the local cache.
@@ -202,6 +201,8 @@ def get_from_cache_ms(
     # if we don't ask for 'force_download' then we spare a request
     filename = hash_url_to_filename(cached_url, etag=None)
     cache_path = os.path.join(cache_dir, filename)
+    if download_desc is None:
+        download_desc = 'Downloading [' + filename + ']'
 
     if os.path.exists(cache_path) and not force_download and not use_etag:
         return cache_path
@@ -316,46 +317,23 @@ def get_from_cache_ms(
         # Download to temporary file, then copy to cache path once finished.
         # Otherwise, you get corrupt cache entries if the download gets interrupted.
         with temp_file_manager() as temp_file:
-            logger.info(f'Downloading to {temp_file.name}')
 
             # GET file object
             if scheme not in ('http', 'https'):
-                fsspec_get_sig = inspect.signature(fsspec_get)
-                if 'disable_tqdm' in fsspec_get_sig.parameters:
-                    fsspec_get(url,
-                               temp_file,
-                               storage_options=storage_options,
-                               desc=download_desc,
-                               disable_tqdm=disable_tqdm
-                               )
-                else:
-                    fsspec_get(url, temp_file, storage_options=storage_options, desc=download_desc)
+                # fsspec_get_sig = inspect.signature(fsspec_get)
+                fsspec_get(url, temp_file, storage_options=storage_options, desc=download_desc)
             else:
-                http_get_sig = inspect.signature(http_get_ms)
-
-                if 'disable_tqdm' in http_get_sig.parameters:
-                    http_get_ms(
-                        url,
-                        temp_file=temp_file,
-                        proxies=proxies,
-                        resume_size=resume_size,
-                        headers=headers,
-                        cookies=cookies,
-                        max_retries=max_retries,
-                        desc=download_desc,
-                        disable_tqdm=disable_tqdm,
-                    )
-                else:
-                    http_get_ms(
-                        url,
-                        temp_file=temp_file,
-                        proxies=proxies,
-                        resume_size=resume_size,
-                        headers=headers,
-                        cookies=cookies,
-                        max_retries=max_retries,
-                        desc=download_desc,
-                    )
+                # http_get_sig = inspect.signature(http_get_ms)
+                http_get_ms(
+                    url,
+                    temp_file=temp_file,
+                    proxies=proxies,
+                    resume_size=resume_size,
+                    headers=headers,
+                    cookies=cookies,
+                    max_retries=max_retries,
+                    desc=download_desc,
+                )
 
         logger.info(f'storing {url} in cache at {cache_path}')
         shutil.move(temp_file.name, cache_path)