diff --git a/.gitignore b/.gitignore
index b4f4030d5..d1163052b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,4 +7,6 @@ target/
 .idea_modules/
 *.versionsBackup
 shims-sources/
-env.sh
\ No newline at end of file
+env.sh
+build/
+*.egg-info/
diff --git a/conf/env.sh.template b/conf/env.sh.template
index 7eed7b84c..b12a0bc8a 100644
--- a/conf/env.sh.template
+++ b/conf/env.sh.template
@@ -16,7 +16,8 @@ export SPARK_HOME=$SPARK_HOME
 
 # Set OAP MLlib source code root directory
 SCRIPT_DIR=$( cd $(dirname ${BASH_SOURCE[0]}) && pwd )
-export OAP_MLLIB_ROOT=$(cd $SCRIPT_DIR/.. && pwd)
+export OAP_MLLIB_ROOT:=$(cd $SCRIPT_DIR/.. && pwd)
+export OAP_MLLIB_PATH:=$OAP_MLLIB_ROOT/mllib-dal/target
 # export OAP_MLLIB_ROOT=/path/to/oap-mllib/home
 
 # Set HDFS Root, should be hdfs://xxx or file://xxx
@@ -33,7 +34,7 @@ export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop
 
 # Set JAR name & path
 OAP_MLLIB_JAR_NAME=oap-mllib-$OAP_MLLIB_VERSION.jar
-OAP_MLLIB_JAR=$OAP_MLLIB_ROOT/mllib-dal/target/$OAP_MLLIB_JAR_NAME
+OAP_MLLIB_JAR=$OAP_MLLIB_PATH/$OAP_MLLIB_JAR_NAME
 # Set Spark driver & executor classpaths
 # YARN mode: use absolute path for driver, relative path for executors
 # Standalone mode: use absolute path for both driver and executors
diff --git a/jars_path.sh b/jars_path.sh
new file mode 100644
index 000000000..161cc2ac2
--- /dev/null
+++ b/jars_path.sh
@@ -0,0 +1,2 @@
+export OAP_MLLIB_PATH=$(python -c "import oap_mllib
+print(oap_mllib.get_oap_path())")
diff --git a/python/oap_mllib/__init__.py b/python/oap_mllib/__init__.py
new file mode 100644
index 000000000..1e936b031
--- /dev/null
+++ b/python/oap_mllib/__init__.py
@@ -0,0 +1,17 @@
+import os
+import sys
+
+
+def get_oap_path():
+    current_module = sys.modules[__name__]
+    current_path = os.path.dirname(current_module.__file__)
+    return current_path
+
+def get_jars_path():
+    current_path = get_oap_path()
+    jar_path = current_path + '/jars'
+    if os.path.exists(jar_path):
+        return jar_path
+    else:
+        print("error: can not find jars path")
+        return None
diff --git a/python/setup.py b/python/setup.py
new file mode 100644
index 000000000..06e2527f5
--- /dev/null
+++ b/python/setup.py
@@ -0,0 +1,67 @@
+#!/usr/bin/env python3
+import importlib.util
+import glob
+import os
+import sys
+import subprocess
+
+from setuptools import setup
+from setuptools.command.install import install
+from shutil import copyfile, copytree, rmtree
+
+# A temporary path so we can access above the Python project root and fetch scripts and jars we need
+TEMP_PATH = "deps"
+OAP_HOME = os.path.abspath("../")
+
+# Provide guidance about how to use setup.py
+incorrect_invocation_message = """
+If you are installing oap_mllib from source, you must first build oap_mllib and
+run sdist.
+    After Building source code:
+      cd python
+      python setup.py sdist
+      pip install dist/*.tar.gz"""
+
+# Figure out is the jar compiled.
+JAR_PATH = os.path.join(OAP_HOME, "mllib-dal/target")
+EXAMPLES_PATH = os.path.join(OAP_HOME, "examples")
+
+JARS_TARGET = os.path.join(TEMP_PATH, "jars")
+EXAMPLES_TARGET = os.path.join(TEMP_PATH, "examples")
+
+
+try:
+    copytree(JAR_PATH, JARS_TARGET)
+    copytree(EXAMPLES_PATH, EXAMPLES_TARGET)
+
+    with open('../README.md') as f:
+        long_description = f.read()
+
+    VERSION = "1.6.0"
+
+    setup(
+        name='oap_mllib',
+        version=VERSION,
+        description='OAP MLlib',
+        long_description=long_description,
+        long_description_content_type="text/markdown",
+        packages=['oap_mllib',
+            'oap_mllib.jars',
+            'oap_mllib.examples'],
+        install_requires=[],
+        package_dir={
+            'oap_mllib': 'oap_mllib',
+            'oap_mllib.jars': 'deps/jars',
+            'oap_mllib.examples': 'deps/examples'
+        },
+        package_data={
+            'oap_mllib': ['*'],
+            'oap_mllib.jars': ['*.jar'],
+            'oap_mllib.examples': ['*'],
+        },
+        python_requires='>=3.6',
+    )
+finally:
+    rmtree(os.path.join(TEMP_PATH, "jars"))
+    rmtree(os.path.join(TEMP_PATH, "examples"))
+    os.rmdir(TEMP_PATH)