diff --git a/paddle/scripts/paddle_build.sh b/paddle/scripts/paddle_build.sh
index d1220e453758258b65fe2cc5e5ea0ff54318db08..8c3e7667236cc7a5c8b50a499063264bac66547d 100755
--- a/paddle/scripts/paddle_build.sh
+++ b/paddle/scripts/paddle_build.sh
@@ -134,6 +134,18 @@ function cmake_base() {
             else
                 exit 1
             fi
+        elif [ "$1" == "cp310-cp310" ]; then
+            if [ -d "/Library/Frameworks/Python.framework/Versions/3.10" ]; then
+                export LD_LIBRARY_PATH=/Library/Frameworks/Python.framework/Versions/3.10/lib/
+                export DYLD_LIBRARY_PATH=/Library/Frameworks/Python.framework/Versions/3.10/lib/
+                export PATH=/Library/Frameworks/Python.framework/Versions/3.10/bin/:${PATH}
+                PYTHON_FLAGS="-DPYTHON_EXECUTABLE:FILEPATH=/Library/Frameworks/Python.framework/Versions/3.10/bin/python3
+            -DPYTHON_INCLUDE_DIR:PATH=/Library/Frameworks/Python.framework/Versions/3.10/include/python3.10/
+            -DPYTHON_LIBRARY:FILEPATH=/Library/Frameworks/Python.framework/Versions/3.10/lib/libpython3.10.dylib"
+                pip3.10 install --user -r ${PADDLE_ROOT}/python/requirements.txt
+            else
+                exit 1
+            fi
         fi
     else
         if [ "$1" != "" ]; then
@@ -166,6 +178,13 @@ function cmake_base() {
             -DPYTHON_INCLUDE_DIR:PATH=/opt/_internal/cpython-3.9.0/include/python3.9
             -DPYTHON_LIBRARIES:FILEPATH=/opt/_internal/cpython-3.9.0/lib/libpython3.so"
                 pip3.9 install -r ${PADDLE_ROOT}/python/requirements.txt
+            elif [ "$1" == "cp310-cp310" ]; then
+                export LD_LIBRARY_PATH=/opt/_internal/cpython-3.10.0/lib/:${LD_LIBRARY_PATH}
+                export PATH=/opt/_internal/cpython-3.10.0/bin/:${PATH}
+                export PYTHON_FLAGS="-DPYTHON_EXECUTABLE:FILEPATH=/opt/_internal/cpython-3.10.0/bin/python3.10
+            -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 [ "$1" == "conda-python3.7" ]; then
                 export LD_LIBRARY_PATH=/opt/conda/lib/:${LD_LIBRARY_PATH}
                 export PATH=/opt/conda/bin/:${PATH}
@@ -614,6 +633,8 @@ EOF
             pip3.8 uninstall -y paddlepaddle
         elif [ "$1" == "cp39-cp39" ]; then
             pip3.9 uninstall -y paddlepaddle
+        elif [ "$1" == "cp310-cp310" ]; then
+            pip3.10 uninstall -y paddlepaddle
         fi
         set -ex
 
@@ -629,6 +650,9 @@ EOF
         elif [ "$1" == "cp39-cp39" ]; then
             pip3.9 install --user ${INSTALL_PREFIX:-/paddle/build}/opt/paddle/share/wheels/*.whl
             pip3.9 install --user hypothesis
+        elif [ "$1" == "cp310-cp310" ]; then
+            pip3.10 install --user ${INSTALL_PREFIX:-/paddle/build}/opt/paddle/share/wheels/*.whl
+            pip3.10 install --user hypothesis
         fi
         tmpfile_rand=`date +%s%N`
         tmpfile=$tmp_dir/$tmpfile_rand
@@ -2497,21 +2521,25 @@ EOF
     ref_paddle37=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp37-cp37m-linux_x86_64.whl
     ref_paddle38=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp38-cp38-linux_x86_64.whl
     ref_paddle39=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp39-cp39-linux_x86_64.whl
+    ref_paddle310=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp310-cp310-linux_x86_64.whl
 
     ref_paddle36_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp36-cp36m-linux_x86_64.whl
     ref_paddle37_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp37-cp37m-linux_x86_64.whl
     ref_paddle38_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp38-cp38-linux_x86_64.whl
     ref_paddle39_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp39-cp39-linux_x86_64.whl
+    ref_paddle310_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}-cp310-cp310-linux_x86_64.whl
 
     if [[ ${PADDLE_BRANCH} != "0.0.0" && ${WITH_MKL} == "ON" && ${WITH_GPU} == "ON" ]]; then
         ref_paddle36=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp36-cp36m-linux_x86_64.whl
         ref_paddle37=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp37-cp37m-linux_x86_64.whl
         ref_paddle38=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp38-cp38-linux_x86_64.whl
         ref_paddle39=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp39-cp39-linux_x86_64.whl
+        ref_paddle310=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp310-cp310-linux_x86_64.whl
         ref_paddle36_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp36-cp36m-linux_x86_64.whl
         ref_paddle37_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp37-cp37m-linux_x86_64.whl
         ref_paddle38_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp38-cp38-linux_x86_64.whl
         ref_paddle39_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp39-cp39-linux_x86_64.whl
+        ref_paddle310_whl=paddlepaddle${install_gpu}-${PADDLE_BRANCH}.post${ref_CUDA_MAJOR}${CUDNN_MAJOR}-cp310-cp310-linux_x86_64.whl
     fi
 
     ref_paddle36_mv1=""
@@ -2624,6 +2652,22 @@ EOF
         apt-get clean -y && \
         rm -f ${ref_paddle39} && \
         ldconfig
+EOF
+    cat >> ${PADDLE_ROOT}/build/Dockerfile <<EOF
+    # run paddle version to install python packages first
+    RUN apt-get update && ${NCCL_DEPS}
+    RUN apt-get install -y make build-essential libssl-dev zlib1g-dev libbz2-dev \
+        libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev \
+        xz-utils tk-dev libffi-dev liblzma-dev
+    RUN wget -q https://www.python.org/ftp/python/3.10.0/Python-3.10.0.tgz && \
+        tar -xzf Python-3.10.0.tgz && cd Python-3.10.0 && \
+        CFLAGS="-Wformat" ./configure --prefix=/usr/local/ --enable-shared > /dev/null && \
+        make -j8 > /dev/null && make altinstall > /dev/null && cd ../ && rm Python-3.10.0.tgz
+    RUN apt-get install -y libgtk2.0-dev dmidecode python3-tk && ldconfig && \
+        wget ${ref_web}/${ref_paddle310} && pip3.10 install ${ref_paddle310_whl}; apt-get install -f -y && \
+        apt-get clean -y && \
+        rm -f ${ref_paddle310} && \
+        ldconfig
 EOF
     cat >> ${PADDLE_ROOT}/build/Dockerfile <<EOF
     # run paddle version to install python packages first