diff --git a/python/chronos/src/bigdl/chronos/forecaster/__init__.py b/python/chronos/src/bigdl/chronos/forecaster/__init__.py
index d1ccb8dd48a..68263bc74b3 100644
--- a/python/chronos/src/bigdl/chronos/forecaster/__init__.py
+++ b/python/chronos/src/bigdl/chronos/forecaster/__init__.py
@@ -21,6 +21,7 @@
 tf_available = False
 prophet_available = False
 arima_available = False
+orca_available = False
 try:
     import torch
     torch_available = True
@@ -43,13 +44,19 @@
     arima_available = True
 except:
     warnings.warn("Please install `pmdarima` to use ARIMAForecaster.")
+try:
+    import bigdl.orca
+    orca_available = True
+except:
+    warnings.warn("Please install `bigdl-orca` to use full collection of forecasters.")
 
 # import forecasters
 if torch_available:
     from .lstm_forecaster import LSTMForecaster
     from .tcn_forecaster import TCNForecaster
     from .seq2seq_forecaster import Seq2SeqForecaster
-    from .tcmf_forecaster import TCMFForecaster
+    if orca_available:
+        from .tcmf_forecaster import TCMFForecaster
 if tf_available:
     from .mtnet_forecaster import MTNetForecaster
 if prophet_available:
diff --git a/python/chronos/src/setup-lite.py b/python/chronos/src/setup-lite.py
new file mode 100644
index 00000000000..b9cff3e8d39
--- /dev/null
+++ b/python/chronos/src/setup-lite.py
@@ -0,0 +1,72 @@
+#!/usr/bin/env python
+
+#
+# Copyright 2016 The BigDL Authors.
+#
+# 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.
+#
+
+import os
+import sys
+from shutil import copyfile, copytree, rmtree
+import fnmatch
+from setuptools import setup
+
+bigdl_home = os.path.abspath(__file__ + "/../../../..")
+exclude_patterns = ["*__pycache__*", "*ipynb_checkpoints*"]
+
+VERSION = open(os.path.join(bigdl_home, 'python/version.txt'), 'r').read().strip()
+
+
+def get_bigdl_packages():
+    bigdl_python_home = os.path.abspath(__file__ + "/..")
+    bigdl_packages = []
+    source_dir = os.path.join(bigdl_python_home, "bigdl")
+    for dirpath, dirs, files in os.walk(source_dir):
+        package = dirpath.split(bigdl_python_home)[1].replace('/', '.')
+        if any(fnmatch.fnmatchcase(package, pat=pattern)
+                for pattern in exclude_patterns):
+            print("excluding", package)
+        else:
+            bigdl_packages.append(package)
+            print("including", package)
+    return bigdl_packages
+
+
+def setup_package():
+    metadata = dict(
+        name='bigdl-chronos-lite',
+        version=VERSION,
+        description='Scalable time series analysis using AutoML',
+        author='BigDL Authors',
+        author_email='bigdl-user-group@googlegroups.com',
+        license='Apache License, Version 2.0',
+        url='https://github.com/intel-analytics/BigDL',
+        packages=get_bigdl_packages(),
+        install_requires=['bigdl-nano[pytorch]', 'pandas>=1.0.5, <1.3.0',
+                          'scikit-learn', 'statsmodels'],
+        include_package_data=True,
+        classifiers=[
+            'License :: OSI Approved :: Apache Software License',
+            'Programming Language :: Python :: 3',
+            'Programming Language :: Python :: 3.6',
+            'Programming Language :: Python :: 3.7',
+            'Programming Language :: Python :: Implementation :: CPython'],
+        platforms=['mac', 'linux']
+    )
+
+    setup(**metadata)
+
+
+if __name__ == '__main__':
+    setup_package()