diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..af558c2ef0b42b68e47fe98ebd626c9b9034bef9
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,577 @@
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
+#
+# 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 subprocess
+import os
+import os.path
+import errno
+import re
+import shutil
+import sys
+import fnmatch
+import errno
+import platform
+
+from contextlib import contextmanager
+from setuptools import Command
+from setuptools import setup, Distribution, Extension
+from setuptools.command.install import install as InstallCommandBase
+
+
+class BinaryDistribution(Distribution):
+    def has_ext_modules(foo):
+        return True
+
+
+RC = 0
+
+ext_name = '.dll' if os.name == 'nt' else ('.dylib' if sys.platform == 'darwin'
+                                           else '.so')
+
+
+def git_commit():
+    try:
+        cmd = ['git', 'rev-parse', 'HEAD']
+        git_commit = subprocess.Popen(
+            cmd, stdout=subprocess.PIPE,
+            cwd="@PADDLE_SOURCE_DIR@").communicate()[0].strip()
+    except:
+        git_commit = 'Unknown'
+    git_commit = git_commit.decode()
+    return str(git_commit)
+
+
+def _get_version_detail(idx):
+    assert idx < 3, "vesion info consists of %(major)d.%(minor)d.%(patch)d, \
+        so detail index must less than 3"
+
+    if re.match('@TAG_VERSION_REGEX@', '@PADDLE_VERSION@'):
+        version_details = '@PADDLE_VERSION@'.split('.')
+
+        if len(version_details) >= 3:
+            return version_details[idx]
+
+    return 0
+
+
+def get_major():
+    return int(_get_version_detail(0))
+
+
+def get_minor():
+    return int(_get_version_detail(1))
+
+
+def get_patch():
+    return str(_get_version_detail(2))
+
+
+def is_taged():
+    try:
+        cmd = [
+            'git', 'describe', '--exact-match', '--tags', 'HEAD', '2>/dev/null'
+        ]
+        git_tag = subprocess.Popen(
+            cmd, stdout=subprocess.PIPE,
+            cwd="@PADDLE_SOURCE_DIR@").communicate()[0].strip()
+        git_tag = git_tag.decode()
+    except:
+        return False
+
+    if str(git_tag).replace('v', '') == '@PADDLE_VERSION@':
+        return True
+    else:
+        return False
+
+
+def write_version_py(filename='paddle/version.py'):
+    cnt = '''# THIS FILE IS GENERATED FROM PADDLEPADDLE SETUP.PY
+#
+full_version    = '%(major)d.%(minor)d.%(patch)s'
+major           = '%(major)d'
+minor           = '%(minor)d'
+patch           = '%(patch)s'
+rc              = '%(rc)d'
+istaged         = %(istaged)s
+commit          = '%(commit)s'
+with_mkl        = '%(with_mkl)s'
+
+def show():
+    if istaged:
+        print('full_version:', full_version)
+        print('major:', major)
+        print('minor:', minor)
+        print('patch:', patch)
+        print('rc:', rc)
+    else:
+        print('commit:', commit)
+
+def mkl():
+    return with_mkl
+'''
+    commit = git_commit()
+    with open(filename, 'w') as f:
+        f.write(cnt % {
+            'major': get_major(),
+            'minor': get_minor(),
+            'patch': get_patch(),
+            'rc': RC,
+            'version': '${PADDLE_VERSION}',
+            'commit': commit,
+            'istaged': is_taged(),
+            'with_mkl': '@WITH_MKL@'
+        })
+
+
+write_version_py(filename='@PADDLE_BINARY_DIR@/python/paddle/version.py')
+
+
+def write_distributed_training_mode_py(
+        filename='paddle/fluid/incubate/fleet/parameter_server/version.py'):
+    cnt = '''from __future__ import print_function
+
+# THIS FILE IS GENERATED FROM PADDLEPADDLE SETUP.PY
+
+from paddle.fluid.incubate.fleet.base.mode import Mode
+
+BUILD_MODE=Mode.%(mode)s
+
+def is_transpiler():
+    return Mode.TRANSPILER == BUILD_MODE
+
+'''
+
+    dirname = os.path.dirname(filename)
+
+    try:
+        os.makedirs(dirname)
+    except OSError as e:
+        if e.errno != errno.EEXIST:
+            raise
+
+    with open(filename, 'w') as f:
+        f.write(cnt %
+                {'mode': 'PSLIB' if '${WITH_PSLIB}' == 'ON' else 'TRANSPILER'})
+
+
+write_distributed_training_mode_py(
+    filename='@PADDLE_BINARY_DIR@/python/paddle/fluid/incubate/fleet/parameter_server/version.py'
+)
+
+packages = [
+    'paddle',
+    'paddle.libs',
+    'paddle.utils',
+    'paddle.dataset',
+    'paddle.reader',
+    'paddle.distributed',
+    'paddle.incubate',
+    'paddle.incubate.complex',
+    'paddle.incubate.complex.tensor',
+    'paddle.distributed.fleet',
+    'paddle.distributed.fleet.base',
+    'paddle.distributed.fleet.meta_optimizers',
+    'paddle.distributed.fleet.runtime',
+    'paddle.distributed.fleet.dataset',
+    'paddle.distributed.fleet.metrics',
+    'paddle.distributed.fleet.proto',
+    'paddle.distributed.fleet.utils',
+    'paddle.framework',
+    'paddle.jit',
+    'paddle.fluid',
+    'paddle.fluid.inference',
+    'paddle.fluid.dygraph',
+    'paddle.fluid.dygraph.dygraph_to_static',
+    'paddle.fluid.dygraph.amp',
+    'paddle.fluid.proto',
+    'paddle.fluid.proto.profiler',
+    'paddle.fluid.distributed',
+    'paddle.fluid.layers',
+    'paddle.fluid.dataloader',
+    'paddle.fluid.contrib',
+    'paddle.fluid.contrib.decoder',
+    'paddle.fluid.contrib.quantize',
+    'paddle.fluid.contrib.reader',
+    'paddle.fluid.contrib.slim',
+    'paddle.fluid.contrib.slim.quantization',
+    'paddle.fluid.contrib.slim.quantization.imperative',
+    'paddle.fluid.contrib.utils',
+    'paddle.fluid.contrib.extend_optimizer',
+    'paddle.fluid.contrib.mixed_precision',
+    'paddle.fluid.contrib.layers',
+    'paddle.fluid.transpiler',
+    'paddle.fluid.transpiler.details',
+    'paddle.fluid.incubate',
+    'paddle.fluid.incubate.data_generator',
+    'paddle.fluid.incubate.fleet',
+    'paddle.fluid.incubate.checkpoint',
+    'paddle.fluid.incubate.fleet.base',
+    'paddle.fluid.incubate.fleet.parameter_server',
+    'paddle.fluid.incubate.fleet.parameter_server.distribute_transpiler',
+    'paddle.fluid.incubate.fleet.parameter_server.pslib',
+    'paddle.fluid.incubate.fleet.parameter_server.ir',
+    'paddle.fluid.incubate.fleet.collective',
+    'paddle.fluid.incubate.fleet.utils',
+    'paddle.hapi',
+    'paddle.vision',
+    'paddle.vision.models',
+    'paddle.vision.transforms',
+    'paddle.vision.datasets',
+    'paddle.text',
+    'paddle.text.datasets',
+    'paddle.incubate',
+    'paddle.io',
+    'paddle.optimizer',
+    'paddle.nn',
+    'paddle.nn.functional',
+    'paddle.nn.layer',
+    'paddle.nn.initializer',
+    'paddle.nn.utils',
+    'paddle.metric',
+    'paddle.static',
+    'paddle.static.nn',
+    'paddle.tensor',
+]
+
+with open('@PADDLE_SOURCE_DIR@/python/requirements.txt') as f:
+    setup_requires = f.read().splitlines()
+
+# Note(wangzhongpu):
+# When compiling paddle under python36, the dependencies belonging to python2.7 will be imported, resulting in errors when installing paddle
+if sys.version_info >= (3, 6) and sys.version_info < (3, 7):
+    setup_requires_tmp = []
+    for setup_requires_i in setup_requires:
+        if "<\"3.6\"" in setup_requires_i or "<\"3.5\"" in setup_requires_i or "<=\"3.5\"" in setup_requires_i:
+            continue
+        setup_requires_tmp += [setup_requires_i]
+    setup_requires = setup_requires_tmp
+if sys.version_info >= (3, 5) and sys.version_info < (3, 6):
+    setup_requires_tmp = []
+    for setup_requires_i in setup_requires:
+        if "<\"3.5\"" in setup_requires_i:
+            continue
+        setup_requires_tmp += [setup_requires_i]
+    setup_requires = setup_requires_tmp
+if sys.version_info >= (3, 7):
+    setup_requires_tmp = []
+    for setup_requires_i in setup_requires:
+        if "<\"3.6\"" in setup_requires_i or "<=\"3.6\"" in setup_requires_i or "<\"3.5\"" in setup_requires_i or "<=\"3.5\"" in setup_requires_i or "<\"3.7\"" in setup_requires_i:
+            continue
+        setup_requires_tmp += [setup_requires_i]
+    setup_requires = setup_requires_tmp
+
+if '${CMAKE_SYSTEM_PROCESSOR}' not in ['arm', 'armv7-a', 'aarch64']:
+    setup_requires += ['opencv-python']
+
+# the prefix is sys.prefix which should always be usr
+paddle_bins = ''
+
+if not '${WIN32}':
+    paddle_bins = ['${PADDLE_BINARY_DIR}/paddle/scripts/paddle']
+package_data = {
+    'paddle.fluid':
+    ['${FLUID_CORE_NAME}' + ('.so' if os.name != 'nt' else '.pyd')]
+}
+if '${HAS_NOAVX_CORE}' == 'ON':
+    package_data['paddle.fluid'] += [
+        'core_noavx' + ('.so' if os.name != 'nt' else '.pyd')
+    ]
+
+package_dir = {
+    '': '${PADDLE_BINARY_DIR}/python',
+    # The paddle.fluid.proto will be generated while compiling.
+    # So that package points to other directory.
+    'paddle.fluid.proto.profiler': '${PADDLE_BINARY_DIR}/paddle/fluid/platform',
+    'paddle.fluid.proto': '${PADDLE_BINARY_DIR}/paddle/fluid/framework',
+    'paddle.fluid': '${PADDLE_BINARY_DIR}/python/paddle/fluid',
+}
+
+# put all thirdparty libraries in paddle.libs
+libs_path = '${PADDLE_BINARY_DIR}/python/paddle/libs'
+
+package_data['paddle.libs'] = []
+package_data['paddle.libs'] = [('libwarpctc'
+                                if os.name != 'nt' else 'warpctc') + ext_name]
+shutil.copy('${WARPCTC_LIBRARIES}', libs_path)
+
+if '${WITH_MKL}' == 'ON':
+    shutil.copy('${MKLML_SHARED_LIB}', libs_path)
+    shutil.copy('${MKLML_SHARED_IOMP_LIB}', libs_path)
+    package_data['paddle.libs'] += [
+        ('libmklml_intel' if os.name != 'nt' else 'mklml') + ext_name,
+        ('libiomp5' if os.name != 'nt' else 'libiomp5md') + ext_name
+    ]
+else:
+    if os.name == 'nt':
+        # copy the openblas.dll
+        shutil.copy('${OPENBLAS_SHARED_LIB}', libs_path)
+        package_data['paddle.libs'] += ['openblas' + ext_name]
+
+if '${WITH_LITE}' == 'ON':
+    shutil.copy('${LITE_SHARED_LIB}', libs_path)
+    package_data['paddle.libs'] += ['libpaddle_full_api_shared' + ext_name]
+
+if '${WITH_PSLIB}' == 'ON':
+    shutil.copy('${PSLIB_LIB}', libs_path)
+    if os.path.exists('${PSLIB_VERSION_PY}'):
+        shutil.copy(
+            '${PSLIB_VERSION_PY}',
+            '${PADDLE_BINARY_DIR}/python/paddle/fluid/incubate/fleet/parameter_server/pslib/'
+        )
+    package_data['paddle.libs'] += ['libps' + ext_name]
+
+if '${WITH_MKLDNN}' == 'ON':
+    if '${CMAKE_BUILD_TYPE}' == 'Release' and os.name != 'nt':
+        # only change rpath in Release mode.
+        # TODO(typhoonzero): use install_name_tool to patch mkl libs once
+        # we can support mkl on mac.
+        #
+        # change rpath of libdnnl.so.1, add $ORIGIN/ to it.
+        # The reason is that all thirdparty libraries in the same directory,
+        # thus, libdnnl.so.1 will find libmklml_intel.so and libiomp5.so.
+        command = "patchelf --set-rpath '$ORIGIN/' ${MKLDNN_SHARED_LIB}"
+        if os.system(command) != 0:
+            raise Exception("patch libdnnl.so failed, command: %s" % command)
+    shutil.copy('${MKLDNN_SHARED_LIB}', libs_path)
+    if os.name != 'nt':
+        shutil.copy('${MKLDNN_SHARED_LIB_1}', libs_path)
+        package_data['paddle.libs'] += ['libmkldnn.so.0', 'libdnnl.so.1']
+    else:
+        package_data['paddle.libs'] += ['mkldnn.dll']
+
+if '${WITH_XPU}' == 'ON':
+    # only change rpath in Release mode,
+    if '${CMAKE_BUILD_TYPE}' == 'Release':
+        if os.name != 'nt':
+            if "@APPLE@" == "1":
+                command = "install_name_tool -id \"@loader_path/\" ${XPU_API_LIB}"
+            else:
+                command = "patchelf --set-rpath '$ORIGIN/' ${XPU_API_LIB}"
+            if os.system(command) != 0:
+                raise Exception("patch ${XPU_API_LIB} failed, command: %s" %
+                                command)
+    shutil.copy('${XPU_API_LIB}', libs_path)
+    shutil.copy('${XPU_RT_LIB}', libs_path)
+    shutil.copy('${XPU_SIM_LIB}', libs_path)
+    package_data['paddle.libs'] += [
+        '${XPU_API_LIB_NAME}', '${XPU_RT_LIB_NAME}', '${XPU_SIM_LIB_NAME}'
+    ]
+
+# copy libfuild_framework.so to libs
+if os.name != 'nt' and sys.platform != 'darwin':
+    paddle_framework_lib = '${FLUID_FRAMEWORK_SHARED_LIB}'
+    shutil.copy(paddle_framework_lib, libs_path)
+    package_data['paddle.libs'] += [
+        ('libpaddle_framework'
+         if os.name != 'nt' else 'paddle_framework') + ext_name
+    ]
+
+# remove unused paddle/libs/__init__.py
+if os.path.isfile(libs_path + '/__init__.py'):
+    os.remove(libs_path + '/__init__.py')
+package_dir['paddle.libs'] = libs_path
+
+# change rpath of ${FLUID_CORE_NAME}.ext, add $ORIGIN/../libs/ to it.
+# The reason is that libwarpctc.ext, libiomp5.ext etc are in paddle.libs, and
+# ${FLUID_CORE_NAME}.ext is in paddle.fluid, thus paddle/fluid/../libs will pointer to above libraries.
+# This operation will fix https://github.com/PaddlePaddle/Paddle/issues/3213
+if '${CMAKE_BUILD_TYPE}' == 'Release':
+    if os.name != 'nt':
+        # only change rpath in Release mode, since in Debug mode, ${FLUID_CORE_NAME}.xx is too large to be changed.
+        if "@APPLE@" == "1":
+            command = "install_name_tool -id \"@loader_path/../libs/\" ${PADDLE_BINARY_DIR}/python/paddle/fluid/${FLUID_CORE_NAME}" + '.so'
+        else:
+            command = "patchelf --set-rpath '$ORIGIN/../libs/' ${PADDLE_BINARY_DIR}/python/paddle/fluid/${FLUID_CORE_NAME}" + '.so'
+        # The dynamic library compiled under aarch64 is greater than 64M,
+        # and an oversize error will be reported when using patchelf.
+        if platform.machine() != 'aarch64':
+            if os.system(command) != 0:
+                raise Exception(
+                    "patch ${FLUID_CORE_NAME}.%s failed, command: %s" %
+                    (ext_name, command))
+
+ext_modules = [Extension('_foo', ['stub.cc'])]
+if os.name == 'nt':
+    # fix the path separator under windows
+    fix_package_dir = {}
+    for k, v in package_dir.items():
+        fix_package_dir[k] = v.replace('/', '\\')
+    package_dir = fix_package_dir
+    ext_modules = []
+elif sys.platform == 'darwin':
+    ext_modules = []
+
+
+def find_files(pattern, root):
+    for dirpath, _, files in os.walk(root):
+        for filename in fnmatch.filter(files, pattern):
+            yield os.path.join(dirpath, filename)
+
+
+headers = (
+    list(find_files('*.h', '@PADDLE_SOURCE_DIR@/paddle/fluid/framework')) +
+    list(find_files('*.h', '@PADDLE_SOURCE_DIR@/paddle/fluid/imperative')) +
+    list(find_files('*.h', '@PADDLE_SOURCE_DIR@/paddle/fluid/memory')) +
+    list(find_files('*.h', '@PADDLE_SOURCE_DIR@/paddle/fluid/platform')) +
+    list(find_files('*.h', '@PADDLE_SOURCE_DIR@/paddle/fluid/string')) +
+    list(find_files('*.pb.h', '${PADDLE_BINARY_DIR}/paddle/fluid/platform')) +
+    list(find_files('*.pb.h', '${PADDLE_BINARY_DIR}/paddle/fluid/framework')) +
+    list(find_files('*.pb', '${cudaerror_INCLUDE_DIR}'))
+    +  # errorMessage.pb for errormessage
+    ['${EIGEN_INCLUDE_DIR}/Eigen/Core'] +  # eigen
+    list(find_files('*', '${EIGEN_INCLUDE_DIR}/Eigen/src')) +  # eigen
+    list(find_files('*', '${EIGEN_INCLUDE_DIR}/unsupported/Eigen')) +  # eigen
+    list(find_files('*', '${GFLAGS_INSTALL_DIR}/include')) +  # gflags
+    list(find_files('*', '${GLOG_INSTALL_DIR}/include')) +  # glog
+    list(find_files('*', '${BOOST_INCLUDE_DIR}/boost')) +  # boost
+    list(find_files('*', '${XXHASH_INSTALL_DIR}/include')) +  # xxhash
+    list(find_files('*', '${PROTOBUF_INCLUDE_DIR}')) +  # protobuf
+    list(find_files('*', '${DLPACK_INCLUDE_DIR}')) +  # dlpack
+    list(find_files('*.h', '${THREADPOOL_INCLUDE_DIR}')))  # threadpool
+
+if '${WITH_MKLDNN}' == 'ON':
+    headers += list(find_files('*', '${MKLDNN_INSTALL_DIR}/include'))  # mkldnn
+
+if '${WITH_GPU}' == 'ON':
+    headers += list(find_files(
+        '*.pb', '${cudaerror_INCLUDE_DIR}'))  # errorMessage.pb for errormessage
+
+
+class InstallCommand(InstallCommandBase):
+    def finalize_options(self):
+        ret = InstallCommandBase.finalize_options(self)
+        self.install_headers = os.path.join(self.install_purelib, 'paddle',
+                                            'include')
+        self.install_lib = self.install_platlib
+        return ret
+
+
+class InstallHeaders(Command):
+    """Override how headers are copied.
+    """
+    description = 'install C/C++ header files'
+
+    user_options = [
+        ('install-dir=', 'd', 'directory to install header files to'),
+        ('force', 'f', 'force installation (overwrite existing files)'),
+    ]
+
+    boolean_options = ['force']
+
+    def initialize_options(self):
+        self.install_dir = None
+        self.force = 0
+        self.outfiles = []
+
+    def finalize_options(self):
+        self.set_undefined_options(
+            'install', ('install_headers', 'install_dir'), ('force', 'force'))
+
+    def mkdir_and_copy_file(self, header):
+        if 'pb.h' in header:
+            install_dir = re.sub('${PADDLE_BINARY_DIR}/', '', header)
+        elif 'third_party' not in header:
+            # framework
+            install_dir = re.sub('@PADDLE_SOURCE_DIR@/', '', header)
+        else:
+            # third_party
+            install_dir = re.sub('${THIRD_PARTY_PATH}', 'third_party', header)
+            patterns = [
+                'eigen3/src/extern_eigen3', 'boost/src/extern_boost',
+                'dlpack/src/extern_dlpack/include', 'install/protobuf/include',
+                'install/gflags/include', 'install/glog/include',
+                'install/xxhash/include', 'install/mkldnn/include',
+                'threadpool/src/extern_threadpool'
+            ]
+            for pattern in patterns:
+                install_dir = re.sub(pattern, '', install_dir)
+        install_dir = os.path.join(self.install_dir,
+                                   os.path.dirname(install_dir))
+        if not os.path.exists(install_dir):
+            self.mkpath(install_dir)
+        return self.copy_file(header, install_dir)
+
+    def run(self):
+        # only copy third_party/cudaErrorMessage.pb for cudaErrorMessage on mac or windows
+        if os.name == 'nt' or sys.platform == 'darwin':
+            if '${WITH_GPU}' == 'ON':
+                self.mkdir_and_copy_file(
+                    '${cudaerror_INCLUDE_DIR}/cudaErrorMessage.pb')
+            return
+        hdrs = self.distribution.headers
+        if not hdrs:
+            return
+        self.mkpath(self.install_dir)
+        for header in hdrs:
+            (out, _) = self.mkdir_and_copy_file(header)
+            self.outfiles.append(out)
+
+    def get_inputs(self):
+        return self.distribution.headers or []
+
+    def get_outputs(self):
+        return self.outfiles
+
+
+# we redirect setuptools log for non-windows
+if sys.platform != 'win32':
+
+    @contextmanager
+    def redirect_stdout():
+        f_log = open('${SETUP_LOG_FILE}', 'w')
+        origin_stdout = sys.stdout
+        sys.stdout = f_log
+        yield
+        f_log = sys.stdout
+        sys.stdout = origin_stdout
+        f_log.close()
+else:
+
+    @contextmanager
+    def redirect_stdout():
+        yield
+
+
+if '${WITH_GPU}' == 'ON':
+    os.environ['PACKAGE_NAME'] = "paddlepaddle-gpu"
+else:
+    os.environ['PACKAGE_NAME'] = "paddlepaddle"
+
+with redirect_stdout():
+    setup(
+        name='${PACKAGE_NAME}',
+        version='${PADDLE_VERSION}',
+        description='Parallel Distributed Deep Learning',
+        install_requires=setup_requires,
+        packages=packages,
+        ext_modules=ext_modules,
+        package_data=package_data,
+        package_dir=package_dir,
+        scripts=paddle_bins,
+        distclass=BinaryDistribution,
+        headers=headers,
+        cmdclass={
+            'install_headers': InstallHeaders,
+            'install': InstallCommand,
+        },
+        entry_points={
+            'console_scripts':
+            ['fleetrun = paddle.distributed.fleet.launch:launch']
+        })
+
+# As there are a lot of files in purelib which causes many logs,
+# we don't print them on the screen, and you can open `setup.py.log`
+# for the full logs.
+if os.path.exists('${SETUP_LOG_FILE}'):
+    os.system('grep -v "purelib" ${SETUP_LOG_FILE}')