diff --git a/mindspore/dataset/engine/cache_admin.py b/mindspore/dataset/engine/cache_admin.py
new file mode 100644
index 0000000000..4d528afd1b
--- /dev/null
+++ b/mindspore/dataset/engine/cache_admin.py
@@ -0,0 +1,33 @@
+# Copyright 2021 Huawei Technologies Co., Ltd
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================
+"""
+This is the entrance to start the cache service
+"""
+
+import os
+import stat
+import sys
+import mindspore
+
+def main():
+    """Entry point for cache service"""
+    cache_admin_dir = os.path.join(os.path.dirname(mindspore.__file__), "bin")
+    os.chdir(cache_admin_dir)
+    cache_admin = os.path.join(cache_admin_dir, "cache_admin")
+    cache_server = os.path.join(cache_admin_dir, "cache_server")
+    os.chmod(cache_admin, stat.S_IRWXU)
+    os.chmod(cache_server, stat.S_IRWXU)
+    cmd = cache_admin + " " + " ".join(sys.argv[1:])
+    os.system(cmd)
diff --git a/setup.py b/setup.py
index b0d64b728d..744694dac2 100644
--- a/setup.py
+++ b/setup.py
@@ -129,6 +129,7 @@ package_data = {
         '*.so*',
         '*.pyd',
         '*.dll',
+        'bin/*',
         'lib/*.so*',
         'lib/*.a',
         'lib/*.dylib*',
@@ -161,24 +162,6 @@ def update_permissions(path):
             file_fullpath = os.path.join(dirpath, filename)
             os.chmod(file_fullpath, stat.S_IREAD)
 
-def bin_files():
-    """
-    Gets the binary files to be installed.
-    """
-    data_files = []
-    binary_files = []
-
-    cache_server_bin = os.path.join('mindspore', 'bin', 'cache_server')
-    if not os.path.exists(cache_server_bin):
-        return data_files
-    binary_files.append(cache_server_bin)
-    cache_admin_bin = os.path.join('mindspore', 'bin', 'cache_admin')
-    if not os.path.exists(cache_admin_bin):
-        return data_files
-    binary_files.append(cache_admin_bin)
-    data_files.append(('bin', binary_files))
-    return data_files
-
 
 class EggInfo(egg_info):
     """Egg info."""
@@ -215,7 +198,6 @@ setup(
     'framework that could be used for mobile, edge and cloud scenarios.',
     long_description="\n\n".join([readme, release]),
     long_description_content_type="text/markdown",
-    data_files=bin_files(),
     packages=find_packages(),
     package_data=package_data,
     include_package_data=True,
@@ -223,6 +205,11 @@ setup(
         'egg_info': EggInfo,
         'build_py': BuildPy,
     },
+    entry_points={
+        'console_scripts': [
+            'cache_admin=mindspore.dataset.engine.cache_admin:main',
+        ],
+    },
     python_requires='>=3.7',
     install_requires=required_package,
     classifiers=[