diff --git a/paddle/scripts/paddle_build.sh b/paddle/scripts/paddle_build.sh
index 8523072e04a410c39832191e3681f9d2203fce7b..aa90f050825a446d5378927927e066303a67d53c 100644
--- a/paddle/scripts/paddle_build.sh
+++ b/paddle/scripts/paddle_build.sh
@@ -158,6 +158,13 @@ function cmake_base() {
             -DPYTHON_INCLUDE_DIR:PATH=/opt/_internal/cpython-3.10.0/include/python3.10
             -DPYTHON_LIBRARIES:FILEPATH=/opt/_internal/cpython-3.10.0/lib/libpython3.so"
                 pip3.10 install -r ${PADDLE_ROOT}/python/requirements.txt
+            elif [ "$1" == "cp311-cp311" ]; then
+                export LD_LIBRARY_PATH=/opt/_internal/cpython-3.11.0/lib/:${LD_LIBRARY_PATH}
+                export PATH=/opt/_internal/cpython-3.11.0/bin/:${PATH}
+                export PYTHON_FLAGS="-DPYTHON_EXECUTABLE:FILEPATH=/opt/_internal/cpython-3.11.0/bin/python3.11
+            -DPYTHON_INCLUDE_DIR:PATH=/opt/_internal/cpython-3.11.0/include/python3.11
+            -DPYTHON_LIBRARIES:FILEPATH=/opt/_internal/cpython-3.11.0/lib/libpython3.so"
+                pip3.11 install -r ${PADDLE_ROOT}/python/requirements.txt
             elif [ "$1" == "conda-python3.7" ]; then
                 export LD_LIBRARY_PATH=/opt/conda/lib/:${LD_LIBRARY_PATH}
                 export PATH=/opt/conda/bin/:${PATH}
@@ -3404,6 +3411,14 @@ function run_setup(){
                 export PYTHON_INCLUDE_DIR=/opt/_internal/cpython-3.10.0/include/python3.10
                 export PYTHON_LIBRARIES=/opt/_internal/cpython-3.10.0/lib/libpython3.so
                 pip3.10 install -r ${PADDLE_ROOT}/python/requirements.txt
+            elif [ "$1" == "cp311-cp311" ]; then
+                export LD_LIBRARY_PATH=/opt/_internal/cpython-3.11.0/lib/:${LD_LIBRARY_PATH}
+                export PATH=/opt/_internal/cpython-3.11.0/bin/:${PATH}
+                #after changing "PYTHON_LIBRARY:FILEPATH" to "PYTHON_LIBRARY" ,we can use export
+                export PYTHON_EXECUTABLE=/opt/_internal/cpython-3.11.0/bin/python3.11
+                export PYTHON_INCLUDE_DIR=/opt/_internal/cpython-3.11.0/include/python3.11
+                export PYTHON_LIBRARIES=/opt/_internal/cpython-3.11.0/lib/libpython3.so
+                pip3.11 install -r ${PADDLE_ROOT}/python/requirements.txt
            elif [ "$1" == "conda-python3.7" ]; then
                 export LD_LIBRARY_PATH=/opt/conda/lib/:${LD_LIBRARY_PATH}
                 export PATH=/opt/conda/bin/:${PATH}
diff --git a/tools/dockerfile/Dockerfile.centos b/tools/dockerfile/Dockerfile.centos
index 786f3b60bae87378970c91eb501e388b05e00279..63f8128014d35d12120164912f6a30766948cf6a 100644
--- a/tools/dockerfile/Dockerfile.centos
+++ b/tools/dockerfile/Dockerfile.centos
@@ -52,17 +52,20 @@ RUN wget https://raw.githubusercontent.com/PaddlePaddle/Paddle/develop/python/re
 
 RUN LD_LIBRARY_PATH=/opt/_internal/cpython-3.8.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.8.0/bin/pip3 install setuptools -U && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.9.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.9.0/bin/pip3 install setuptools -U && \
-    LD_LIBRARY_PATH=/opt/_internal/cpython-3.10.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.10.0/bin/pip3 install setuptools -U
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.10.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.10.0/bin/pip3 install setuptools -U && \
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.11.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.11.0/bin/pip3 install setuptools -U
 
 RUN LD_LIBRARY_PATH=/opt/_internal/cpython-3.8.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.8.0/bin/pip3 install -r /root/requirements.txt && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.9.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.9.0/bin/pip3 install -r /root/requirements.txt && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.10.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.10.0/bin/pip3 install -r /root/requirements.txt && \
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.11.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.11.0/bin/pip3 install -r /root/requirements.txt && \
     go get github.com/Masterminds/glide && \
     rm -rf /root/requirements.txt
 
 RUN LD_LIBRARY_PATH=/opt/_internal/cpython-3.8.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.8.0/bin/pip3 install pre-commit 'ipython==5.3.0' && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.9.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.9.0/bin/pip3 install pre-commit 'ipython==5.3.0' && \
-    LD_LIBRARY_PATH=/opt/_internal/cpython-3.10.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.10.0/bin/pip3 install pre-commit 'ipython==5.3.0' 
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.10.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.10.0/bin/pip3 install pre-commit 'ipython==5.3.0' && \
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.11.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.11.0/bin/pip3 install pre-commit 'ipython==5.3.0'
 
 RUN wget -O /opt/swig-2.0.12.tar.gz --no-check-certificate https://sourceforge.net/projects/swig/files/swig/swig-2.0.12/swig-2.0.12.tar.gz/download && \
     cd /opt && tar xzf swig-2.0.12.tar.gz && cd /opt/swig-2.0.12 && ./configure && make && make install && cd /opt && rm swig-2.0.12.tar.gz
diff --git a/tools/dockerfile/build_scripts/build.sh b/tools/dockerfile/build_scripts/build.sh
index 94014a4235713a14de34db12d3b20a2a70cce730..680f9c710cc390b7b459ea584480d3e94bd0451a 100644
--- a/tools/dockerfile/build_scripts/build.sh
+++ b/tools/dockerfile/build_scripts/build.sh
@@ -24,12 +24,12 @@ set -ex
 # remove others to expedite build and reduce docker image size. The original
 # manylinux docker image project builds many python versions.
 # NOTE We added back 3.5.1, since auditwheel requires python 3.3+
-CPYTHON_VERSIONS="3.10.0 3.9.0 3.8.0"
+CPYTHON_VERSIONS="3.11.0 3.10.0 3.9.0 3.8.0"
 
 # openssl version to build, with expected sha256 hash of .tar.gz
 # archive
-OPENSSL_ROOT=openssl-1.0.2g
-OPENSSL_HASH=b784b1b3907ce39abf4098702dade6365522a253ad1552e267a9a0e89594aa33
+OPENSSL_ROOT=openssl-1.1.1
+OPENSSL_HASH=2836875a0f89c03d0fdf483941512613a50cfb421d6fd94b9f41d7279d586a3d
 PATCHELF_HASH=f2aa40a6148cb3b0ca807a1bf836b081793e55ec9e5540a5356d800132be7e0a
 AUTOCONF_ROOT=autoconf-2.69
 AUTOCONF_HASH=954bd69b391edc12d6a4a51a2dd1476543da5c6bbf05a95b59dc0dd6fd4c2969
@@ -81,11 +81,12 @@ build_cpythons $CPYTHON_VERSIONS
 PY38_BIN=/opt/python/cp38-cp38/bin
 PY39_BIN=/opt/python/cp39-cp39/bin
 PY310_BIN=/opt/python/cp310-cp310/bin
+PY311_BIN=/opt/python/cp311-cp311/bin
 # NOTE Since our custom manylinux image builds pythons with shared
 # libpython, we need to add libpython's dir to LD_LIBRARY_PATH before running
 # python.
 ORIGINAL_LD_LIBRARY_PATH="${LD_LIBRARY_PATH}"
-LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname ${PY38_BIN})/lib:$(dirname ${PY39_BIN})/lib:$(dirname ${PY310_BIN})/lib"
+LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname ${PY38_BIN})/lib:$(dirname ${PY39_BIN})/lib:$(dirname ${PY310_BIN})/lib:$(dirname ${PY311_BIN})/lib"
 
 # Our openssl doesn't know how to find the system CA trust store
 #   (https://github.com/pypa/manylinux/issues/53)
@@ -137,7 +138,7 @@ for PYTHON in /opt/python/*/bin/python; do
     # Add matching directory of libpython shared library to library lookup path
     LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname $(dirname ${PYTHON}))/lib"
 
-    if [ "$(dirname $(dirname ${PYTHON}))" != "/opt/python/cp310-cp310" ]; then
+    if [ "$(dirname $(dirname ${PYTHON}))" != "/opt/python/cp310-cp310" -a "$(dirname $(dirname ${PYTHON}))" != "/opt/python/cp311-cp311" ]; then
         # Smoke test to make sure that our Pythons work, and do indeed detect as
         # being manylinux compatible:
         LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname $(dirname ${PYTHON}))/lib" $PYTHON $MY_DIR/manylinux1-check.py
diff --git a/tools/dockerfile/build_scripts/build_utils.sh b/tools/dockerfile/build_scripts/build_utils.sh
index 76ad518ae24cce59ae7ccf39a0f2cbe261f21b90..7f86f2ca863b7da6f910ccaf21ee7780925a50eb 100755
--- a/tools/dockerfile/build_scripts/build_utils.sh
+++ b/tools/dockerfile/build_scripts/build_utils.sh
@@ -95,8 +95,11 @@ function do_cpython_build {
     if [ -e ${prefix}/bin/python3.10 ]; then
         ln -s python3.10 ${prefix}/bin/python
     fi
+    if [ -e ${prefix}/bin/python3.11 ]; then
+        ln -s python3.11 ${prefix}/bin/python
+    fi
     # NOTE Make libpython shared library visible to python calls below
-    if [ -e ${prefix}/bin/python3.10 ]; then
+    if [ -e ${prefix}/bin/python3.10 ] || [ -e ${prefix}/bin/python3.11 ]; then
         LD_LIBRARY_PATH="/usr/local/ssl/lib:${prefix}/lib" ${prefix}/bin/python -m pip config set global.trusted-host mirrors.aliyun.com
         LD_LIBRARY_PATH="/usr/local/ssl/lib:${prefix}/lib" ${prefix}/bin/python -m pip config set global.index-url http://mirrors.aliyun.com/pypi/simple/
     fi