diff --git a/tools/dockerfile/Dockerfile.centos b/tools/dockerfile/Dockerfile.centos
index 1bc7727f304af5df814e784a7f2f883d49ae93dd..3452db468b3116e49c9a0c772eb5130f8d283611 100644
--- a/tools/dockerfile/Dockerfile.centos
+++ b/tools/dockerfile/Dockerfile.centos
@@ -50,17 +50,20 @@ RUN wget https://raw.githubusercontent.com/PaddlePaddle/Paddle/develop/python/re
 
 RUN LD_LIBRARY_PATH=/opt/_internal/cpython-3.7.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.7.0/bin/pip3 install setuptools -U && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.8.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.8.0/bin/pip3 install setuptools -U && \
-    LD_LIBRARY_PATH=/opt/_internal/cpython-3.9.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.9.0/bin/pip3 install setuptools -U
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.9.0/lib/:${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
 
 RUN LD_LIBRARY_PATH=/opt/_internal/cpython-3.7.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.7.0/bin/pip3 install -r /root/requirements.txt && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.8.0/lib/:${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 && \
     go get github.com/Masterminds/glide && \
     rm -rf /root/requirements.txt
 
 RUN LD_LIBRARY_PATH=/opt/_internal/cpython-3.7.0/lib/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.7.0/bin/pip3 install pre-commit 'ipython==5.3.0' && \
     LD_LIBRARY_PATH=/opt/_internal/cpython-3.8.0/lib/:${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/:${LD_LIBRARY_PATH} /opt/_internal/cpython-3.9.0/bin/pip3 install pre-commit 'ipython==5.3.0' 
+    LD_LIBRARY_PATH=/opt/_internal/cpython-3.9.0/lib/:${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' 
 
 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 4bbe8198556e3d4a5ea06af01fefeea137605c80..5822fa10160b71c3b55a3cb273fbcea1772db788 100644
--- a/tools/dockerfile/build_scripts/build.sh
+++ b/tools/dockerfile/build_scripts/build.sh
@@ -24,7 +24,7 @@ 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="3.9.0 3.8.0 3.7.0"
+CPYTHON_VERSIONS="3.10.0 3.9.0 3.8.0 3.7.0"
 
 # openssl version to build, with expected sha256 hash of .tar.gz
 # archive
@@ -80,11 +80,12 @@ build_cpythons $CPYTHON_VERSIONS
 PY37_BIN=/opt/python/cp37-cp37m/bin
 PY38_BIN=/opt/python/cp38-cp38m/bin
 PY39_BIN=/opt/python/cp39-cp39m/bin
+PY310_BIN=/opt/python/cp310-cp310m/bin
 # NOTE Since our custom manylinux image builds pythons with shared
 # libpython, we need to add libpython's dir to LD_LIBRARY_PATH before running
 # python.
 ORIGINAL_LD_LIBRARY_PATH="${LD_LIBRARY_PATH}"
-LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname ${PY37_BIN})/lib:$(dirname ${PY38_BIN})/lib:$(dirname ${PY39_BIN})/lib"
+LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname ${PY37_BIN})/lib:$(dirname ${PY38_BIN})/lib:$(dirname ${PY39_BIN})/lib:$(dirname ${PY310_BIN})/lib"
 
 # Our openssl doesn't know how to find the system CA trust store
 #   (https://github.com/pypa/manylinux/issues/53)
@@ -136,11 +137,13 @@ 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"
 
-    # 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 $MY_DIR/manylinux1-check.py
-    # Make sure that SSL cert checking works
-    LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname $(dirname ${PYTHON}))/lib" $PYTHON $MY_DIR/ssl-check.py
+    if [ "$(dirname $(dirname ${PYTHON}))" != "/opt/python/cp310-cp310" ]; then
+        # Smoke test to make sure that our Pythons work, and do indeed detect as
+        # being manylinux compatible:
+        LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname $(dirname ${PYTHON}))/lib" $PYTHON $MY_DIR/manylinux1-check.py
+        # Make sure that SSL cert checking works
+        LD_LIBRARY_PATH="${ORIGINAL_LD_LIBRARY_PATH}:$(dirname $(dirname ${PYTHON}))/lib" $PYTHON $MY_DIR/ssl-check.py
+    fi
 done
 
 # Restore LD_LIBRARY_PATH
diff --git a/tools/dockerfile/build_scripts/build_utils.sh b/tools/dockerfile/build_scripts/build_utils.sh
index 70071a9ccb07b8500043789e456c2c736d237bd0..76ad518ae24cce59ae7ccf39a0f2cbe261f21b90 100755
--- a/tools/dockerfile/build_scripts/build_utils.sh
+++ b/tools/dockerfile/build_scripts/build_utils.sh
@@ -92,7 +92,14 @@ function do_cpython_build {
     if [ -e ${prefix}/bin/python3.9 ]; then
         ln -s python3.9 ${prefix}/bin/python
     fi
+    if [ -e ${prefix}/bin/python3.10 ]; then
+        ln -s python3.10 ${prefix}/bin/python
+    fi
     # NOTE Make libpython shared library visible to python calls below
+    if [ -e ${prefix}/bin/python3.10 ]; then
+        LD_LIBRARY_PATH="/usr/local/ssl/lib:${prefix}/lib" ${prefix}/bin/python -m pip config set global.trusted-host mirrors.aliyun.com
+        LD_LIBRARY_PATH="/usr/local/ssl/lib:${prefix}/lib" ${prefix}/bin/python -m pip config set global.index-url http://mirrors.aliyun.com/pypi/simple/
+    fi
     LD_LIBRARY_PATH="/usr/local/ssl/lib:${prefix}/lib" ${prefix}/bin/python get-pip.py
     LD_LIBRARY_PATH="/usr/local/ssl/lib:${prefix}/lib" ${prefix}/bin/pip install wheel==0.32.2
     cd /