diff --git a/requirements.txt b/requirements.txt
index 3b6834a0..45c4dc03 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,15 +4,15 @@
 
 pbr!=2.1.0,>=2.0.0 # Apache-2.0
 Babel!=2.4.0,>=2.3.4 # BSD
-keystoneauth1>=3.3.0 # Apache-2.0
+keystoneauth1>=3.4.0 # Apache-2.0
 keystonemiddleware>=4.17.0 # Apache-2.0
-oslo.concurrency>=3.20.0 # Apache-2.0
+oslo.concurrency>=3.25.0 # Apache-2.0
 oslo.config>=5.1.0 # Apache-2.0
 oslo.db>=4.27.0 # Apache-2.0
 oslo.messaging>=5.29.0 # Apache-2.0
 oslo.policy>=1.30.0 # Apache-2.0
 oslo.utils>=3.33.0 # Apache-2.0
-oslo.log>=3.30.0 # Apache-2.0
+oslo.log>=3.36.0 # Apache-2.0
 oslo.serialization!=2.19.1,>=2.18.0 # Apache-2.0
 oslo.service!=1.28.1,>=1.24.0 # Apache-2.0
 pecan!=1.0.2,!=1.0.3,!=1.0.4,!=1.2,>=1.0.0 # BSD
@@ -22,7 +22,7 @@ SQLAlchemy!=1.1.5,!=1.1.6,!=1.1.7,!=1.1.8,>=1.0.10 # MIT
 sqlalchemy-migrate>=0.11.0 # Apache-2.0
 stevedore>=1.20.0 # Apache-2.0
 WSME>=0.8.0 # MIT
-kubernetes>=4.0.0  # Apache-2.0
+kubernetes>=4.0.0 # Apache-2.0
 PyYAML>=3.10 # MIT
 python-swiftclient>=3.2.0 # Apache-2.0
 croniter>=0.3.4 # MIT License
@@ -30,4 +30,4 @@ python-dateutil>=2.4.2 # BSD
 tenacity>=3.2.1 # Apache-2.0
 PyMySQL>=0.7.6 # MIT License
 etcd3gw>=0.2.0 # Apache-2.0
-cotyledon>=1.3.0  # Apache-2.0
+cotyledon>=1.3.0 # Apache-2.0
diff --git a/runtimes/python2/Dockerfile b/runtimes/python2/Dockerfile
index 2a4192c7..d9a515d9 100644
--- a/runtimes/python2/Dockerfile
+++ b/runtimes/python2/Dockerfile
@@ -6,12 +6,14 @@ RUN useradd -Ms /bin/bash qinling
 
 RUN apt-get update && \
     apt-get -y install python-dev python-setuptools libffi-dev libxslt1-dev libxml2-dev libyaml-dev libssl-dev python-pip && \
-    pip install -U pip setuptools
+    pip install -U pip setuptools uwsgi
 
 COPY . /app
 WORKDIR /app
 RUN pip install -r requirements.txt && \
     chmod 0750 custom-entrypoint.sh && \
-    chown -R qinling:qinling /app
+    mkdir -p /var/lock/qinling && \
+    chown -R qinling:qinling /app /var/lock/qinling
 
-CMD ["/bin/bash", "custom-entrypoint.sh"]
+# uwsgi --http :9090 --uid qinling --wsgi-file server.py --callable app --master --processes 5 --threads 1
+CMD ["/usr/local/bin/uwsgi", "--http", ":9090", "--uid", "qinling", "--wsgi-file", "server.py", "--callable", "app", "--master", "--processes", "5", "--threads", "1"]
diff --git a/runtimes/python2/README.md b/runtimes/python2/README.md
deleted file mode 100644
index 4ebd8c37..00000000
--- a/runtimes/python2/README.md
+++ /dev/null
@@ -1,22 +0,0 @@
-# Qinling: Python Environment
-
-This is the Python environment for Qinling.
-
-It's a Docker image containing a Python 2.7 runtime, along with a
-dynamic loader. A few common dependencies are included in the
-requirements.txt file. End users need to provide their own dependencies
-in their function packages through Qinling API or CLI.
-
-## Rebuilding and pushing the image
-
-You'll need access to a Docker registry to push the image, by default it's
-docker hub. After modification, build a new image and upload to docker hub:
-
-    docker build -t USER/python-runtime . && docker push USER/python-runtime
-
-
-## Using the image in Qinling
-
-After the image is ready in docker hub, create a runtime in Qinling:
-
-    http POST http://127.0.0.1:7070/v1/runtimes name=python2.7 image=USER/python-runtime
diff --git a/runtimes/python2/custom-entrypoint.sh b/runtimes/python2/custom-entrypoint.sh
deleted file mode 100644
index 79345a16..00000000
--- a/runtimes/python2/custom-entrypoint.sh
+++ /dev/null
@@ -1,18 +0,0 @@
-#!/usr/bin/env bash
-# This is expected to run as root for setting the ulimits
-
-set -e
-
-# ensure increased ulimits - for nofile - for the runtime containers
-# the limit on the number of files that a single process can have open at a time
-ulimit -n 1024
-
-# ensure increased ulimits - for nproc - for the runtime containers
-# the limit on the number of processes
-ulimit -u 128
-
-# ensure increased ulimits - for file size - for the runtime containers
-# the limit on the total file size that a single process can create, 30M
-ulimit -f 61440
-
-/sbin/setuser qinling python -u server.py
diff --git a/runtimes/python2/requirements.txt b/runtimes/python2/requirements.txt
index 32dddd28..d571a5b5 100644
--- a/runtimes/python2/requirements.txt
+++ b/runtimes/python2/requirements.txt
@@ -1,4 +1,5 @@
 Flask>=0.10,!=0.11,<1.0  # BSD
+oslo.concurrency>=3.25.0  # Apache-2.0
 python-openstackclient>=3.3.0,!=3.10.0  # Apache-2.0
 python-neutronclient>=6.3.0  # Apache-2.0
 python-swiftclient>=3.2.0  # Apache-2.0
diff --git a/runtimes/python2/server.py b/runtimes/python2/server.py
index f9139077..e911a0ab 100644
--- a/runtimes/python2/server.py
+++ b/runtimes/python2/server.py
@@ -14,10 +14,10 @@
 
 import importlib
 import json
-import logging
 from multiprocessing import Manager
 from multiprocessing import Process
 import os
+import resource
 import sys
 import time
 import traceback
@@ -27,35 +27,37 @@ from flask import request
 from flask import Response
 from keystoneauth1.identity import generic
 from keystoneauth1 import session
+from oslo_concurrency import lockutils
 import requests
 
 app = Flask(__name__)
-downloaded = False
-downloading = False
 
 DOWNLOAD_ERROR = "Failed to download function package from %s, error: %s"
 INVOKE_ERROR = "Function execution failed because of too much resource " \
                "consumption"
 
 
-def setup_logger(loglevel):
-    global app
-    root = logging.getLogger()
-    root.setLevel(loglevel)
-    ch = logging.StreamHandler(sys.stdout)
-    ch.setLevel(loglevel)
-    ch.setFormatter(
-        logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')
-    )
-    app.logger.addHandler(ch)
-
-
 def _print_trace():
     exc_type, exc_value, exc_traceback = sys.exc_info()
     lines = traceback.format_exception(exc_type, exc_value, exc_traceback)
     print(''.join(line for line in lines))
 
 
+def _set_ulimit():
+    """Limit resources usage for the current process and/or its children.
+
+    Refer to https://docs.python.org/2.7/library/resource.html
+    """
+    customized_limits = {
+        resource.RLIMIT_NOFILE: 1024,
+        resource.RLIMIT_NPROC: 128,
+        resource.RLIMIT_FSIZE: 61440
+    }
+    for t, soft in customized_limits.items():
+        _, hard = resource.getrlimit(t)
+        resource.setrlimit(t, (soft, hard))
+
+
 def _get_responce(output, duration, logs, success, code):
     return Response(
         response=json.dumps(
@@ -71,8 +73,13 @@ def _get_responce(output, duration, logs, success, code):
     )
 
 
+@lockutils.synchronized('download_function', external=True,
+                        lock_path='/var/lock/qinling')
 def _download_package(url, zip_file, token=None):
-    app.logger.info('Downloading function, download_url:%s' % url)
+    if os.path.isfile(zip_file):
+        return True, None
+
+    print('Downloading function, download_url:%s' % url)
 
     headers = {}
     if token:
@@ -94,8 +101,7 @@ def _download_package(url, zip_file, token=None):
             DOWNLOAD_ERROR % (url, str(e)), 0, '', False, 500
         )
 
-    app.logger.info('Downloaded function package to %s' % zip_file)
-
+    print('Downloaded function package to %s' % zip_file)
     return True, None
 
 
@@ -135,9 +141,6 @@ def execute():
       reason, e.g. unlimited memory allocation)
     - Deal with os error for process (e.g. Resource temporarily unavailable)
     """
-    global downloading
-    global downloaded
-
     params = request.get_json() or {}
     input = params.get('input') or {}
     execution_id = params['execution_id']
@@ -155,25 +158,20 @@ def execute():
     if entry:
         function_module, function_method = tuple(entry.rsplit('.', 1))
 
-    app.logger.info(
+    print(
         'Request received, request_id: %s, execution_id: %s, input: %s, '
         'auth_url: %s' %
         (request_id, execution_id, input, auth_url)
     )
 
-    while downloading:
-        time.sleep(3)
-
-    if not downloading and not downloaded:
-        downloading = True
-
-        ret, resp = _download_package(download_url, zip_file,
-                                      params.get('token'))
-        if not ret:
-            return resp
-
-        downloading = False
-        downloaded = True
+    # Download function package if needed.
+    ret, resp = _download_package(
+        download_url,
+        zip_file,
+        params.get('token')
+    )
+    if not ret:
+        return resp
 
     # Provide an openstack session to user's function
     os_session = None
@@ -188,6 +186,9 @@ def execute():
         os_session = session.Session(auth=auth, verify=False)
     input.update({'context': {'os_session': os_session}})
 
+    # Set resource limit
+    _set_ulimit()
+
     manager = Manager()
     return_dict = manager.dict()
     return_dict['success'] = False
@@ -223,10 +224,3 @@ def execute():
 @app.route('/ping')
 def ping():
     return 'pong'
-
-
-setup_logger(logging.DEBUG)
-app.logger.info("Starting server")
-
-# Just for testing purpose
-app.run(host='0.0.0.0', port=9090, threaded=True)
diff --git a/setup.py b/setup.py
index 056c16c2..566d8443 100644
--- a/setup.py
+++ b/setup.py
@@ -25,5 +25,5 @@ except ImportError:
     pass
 
 setuptools.setup(
-    setup_requires=['pbr'],
+    setup_requires=['pbr>=2.0.0'],
     pbr=True)
diff --git a/test-requirements.txt b/test-requirements.txt
index b8f95300..d94a1eb4 100644
--- a/test-requirements.txt
+++ b/test-requirements.txt
@@ -4,14 +4,14 @@
 
 hacking<0.13,>=0.12.0 # Apache-2.0
 coverage!=4.4,>=4.0 # Apache-2.0
-sphinx>=1.6.2 # BSD
-oslotest>=1.10.0 # Apache-2.0
+sphinx!=1.6.6,>=1.6.2 # BSD
+oslotest>=3.2.0 # Apache-2.0
 testrepository>=0.0.18 # Apache-2.0/BSD
 testscenarios>=0.4 # Apache-2.0/BSD
 testtools>=2.2.0 # MIT
 tempest>=17.1.0 # Apache-2.0
 futurist>=1.2.0 # Apache-2.0
-openstackdocstheme>=1.17.0 # Apache-2.0
+openstackdocstheme>=1.18.1 # Apache-2.0
 reno>=2.5.0 # Apache-2.0
 
-kubernetes>=4.0.0  # Apache-2.0
+kubernetes>=4.0.0 # Apache-2.0