diff --git a/python/orca/src/bigdl/orca/data/file.py b/python/orca/src/bigdl/orca/data/file.py
index d859a7832b4..c9f13311c82 100644
--- a/python/orca/src/bigdl/orca/data/file.py
+++ b/python/orca/src/bigdl/orca/data/file.py
@@ -18,6 +18,7 @@
 import subprocess
 import logging
 import shutil
+import functools
 import glob
 from distutils.dir_util import copy_tree
 from bigdl.dllib.utils.log4Error import *
@@ -537,3 +538,43 @@ def get_remote_files_with_prefix_to_local(remote_path_prefix, local_dir):
         except Exception as e:
             invalidOperationError(False, str(e), cause=e)
     return os.path.join(local_dir, prefix)
+
+
+def multi_fs_load(load_func):
+    """
+
+    Enable loading file or directory in multiple file systems.
+    It supports local, hdfs, s3 file systems.
+    Note: this decorator is different from dllib decorator @enable_multi_fs_load.
+    This decorator can load on each worker while @enable_multi_fs_load can only load on driver.
+
+    :param load_func: load file or directory function
+    :return: load file or directory function for the specific file system
+    """
+    @functools.wraps(load_func)
+    def fs_load(path, *args, **kwargs):
+        from bigdl.dllib.utils.file_utils import is_local_path
+        if is_local_path(path):
+            return load_func(path, *args, **kwargs)
+        else:
+            import uuid
+            import tempfile
+            from bigdl.dllib.utils.file_utils import append_suffix
+            file_name = str(uuid.uuid1())
+            file_name = append_suffix(file_name, path.strip("/").split("/")[-1])
+            temp_path = os.path.join(tempfile.gettempdir(), file_name)
+            if is_file(path):
+                get_remote_file_to_local(path, temp_path)
+            else:
+                os.mkdir(temp_path)
+                get_remote_dir_to_local(path, temp_path)
+            try:
+                return load_func(temp_path, *args, **kwargs)
+            finally:
+                if os.path.isdir(temp_path):
+                    import shutil
+                    shutil.rmtree(temp_path)
+                else:
+                    os.remove(temp_path)
+
+    return fs_load
diff --git a/python/orca/test/bigdl/orca/data/test_file.py b/python/orca/test/bigdl/orca/data/test_file.py
index 13888b7c8ec..4c1f534c9f3 100644
--- a/python/orca/test/bigdl/orca/data/test_file.py
+++ b/python/orca/test/bigdl/orca/data/test_file.py
@@ -18,7 +18,7 @@
 import shutil
 import tempfile
 
-from bigdl.orca.data.file import open_image, open_text, load_numpy, exists, makedirs, write_text
+from bigdl.orca.data.file import open_image, open_text, load_numpy, exists, makedirs, write_text, multi_fs_load
 
 
 class TestFile:
@@ -160,3 +160,24 @@ def test_write_text_s3(self):
                 aws_access_key_id=access_key_id,
                 aws_secret_access_key=secret_access_key).client('s3', verify=False)
             s3_client.delete_object(Bucket='analytics-zoo-data', Key='test.txt')
+
+    def test_multi_fs_load_local(self):
+
+        @multi_fs_load
+        def mock_func(path):
+            assert exists(path)
+
+        file_path = os.path.join(self.resource_path, "orca/data/random.npy")
+        mock_func(file_path)
+
+    def test_multi_fs_load_s3(self):
+
+        @multi_fs_load
+        def mock_func(path):
+            assert exists(path)
+
+        access_key_id = os.getenv("AWS_ACCESS_KEY_ID")
+        secret_access_key = os.getenv("AWS_SECRET_ACCESS_KEY")
+        if access_key_id and secret_access_key:
+            file_path = "s3://analytics-zoo-data/hyperseg/VGGcompression/core1.npy"
+            mock_func(file_path)