diff --git a/README.en.md b/README.en.md
index 04089c53267b24323c3045553f14e3df2f0ecb0a..72972a943deb86c8cf2d2ed956c67cb599b2c574 100644
--- a/README.en.md
+++ b/README.en.md
@@ -25,6 +25,8 @@ The generated binary package is stored in the current **dist** directory.
 
 ## Installation
 
+*using docker is recommended：[Link](https://gitee.com/ascend/apex/tree/master/scripts/docker/README.md)
+
 Run the following command:
 ```
 cd apex/dist/
diff --git a/README.zh.md b/README.zh.md
index 274f843e63795cc988495471e468780614c047d0..65033adffb061c218aa427c63c13999a2309ffdf 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -53,6 +53,8 @@ Ascend Apex以patch的形式发布，使能用户在华为昇腾（HUAWEI Ascend
 
 ## 二、生成全量代码及编译、安装
 
+*推荐使用docker，在容器内编译：[参考链接](https://gitee.com/ascend/apex/tree/master/scripts/docker/README.md)
+
 建议用户以非root用户做环境的安装，避免不必要的安全风险
 
 ### 2.1 获取昇腾适配的Ascend apex源码
diff --git a/scripts/docker/ARM/Dockerfile b/scripts/docker/ARM/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..a8511f8271dc1c31c0fcdab7af2f5928adbb8af2
--- /dev/null
+++ b/scripts/docker/ARM/Dockerfile
@@ -0,0 +1,32 @@
+FROM quay.io/pypa/manylinux2014_aarch64:2023-10-07-c1e05d1
+
+# Set pip
+RUN cd /usr/local/bin \
+    && ln -s /opt/_internal/cpython-3.7.17/bin/pip3.7 pip3.7 \
+    && ln -s /opt/_internal/cpython-3.8.18/bin/pip3.8 pip3.8 \
+    && ln -s /opt/_internal/cpython-3.9.18/bin/pip3.9 pip3.9 \
+    && ln -s /opt/_internal/cpython-3.10.13/bin/pip3.10 pip3.10 \
+    && ln -s python3.8 python3
+
+# Set pip source
+RUN mkdir /root/.pip \
+    && echo "[global]" > /root/.pip/pip.conf \
+    && echo "index-url=https://mirrors.aliyun.com/pypi/simple" >> /root/.pip/pip.conf \
+    && echo "trusted-host=mirrors.aliyun.com" >> /root/.pip/pip.conf \
+    && echo "timeout=120" >> /root/.pip/pip.conf
+
+# Install pip package(build)
+RUN pip3.7 install pyyaml  \
+    && pip3.7 install --force-reinstall setuptools==41.2.0
+
+RUN pip3.8 install pyyaml  \
+    && pip3.8 install --force-reinstall setuptools==41.2.0
+
+RUN pip3.9 install pyyaml  \
+    && pip3.9 install --force-reinstall setuptools==41.2.0
+
+RUN pip3.10 install pyyaml  \
+    && pip3.10 install --force-reinstall setuptools==41.2.0
+
+WORKDIR /home
+
diff --git a/scripts/docker/README.md b/scripts/docker/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..6330ae816eed84c6c258eb7ad8ea88830d26d4c0
--- /dev/null
+++ b/scripts/docker/README.md
@@ -0,0 +1,32 @@
+### Build apex from Docker container
+
+**Clone apex**
+
+```Shell
+git clone -b master https://gitee.com/ascend/apex.git
+```
+
+**Build docker image**
+
+```Shell
+cd apex/scripts/docker/{arch} # {arch} for X86 or ARM
+docker build -t manylinux-builder:v1 .
+```
+**Enter docker Container**
+
+```Shell
+docker run -it -v /{code_path}/apex:/home/apex manylinux-builder:v1 bash
+# {code_path} is the apex source code path
+```
+**Install torch**
+
+Take Python 3.8 as an example
+```Shell
+pip3.8 install torch
+# Reference url: https://pytorch.org/get-started/previous-versions/
+```
+**Compile apex**
+```Shell
+cd /home/apex
+bash scripts/build.sh --python=3.8
+```
diff --git a/scripts/docker/X86/Dockerfile b/scripts/docker/X86/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..ea3f97832e424df82176b36da8f544110f8eb0e3
--- /dev/null
+++ b/scripts/docker/X86/Dockerfile
@@ -0,0 +1,36 @@
+FROM pytorch/manylinux-builder:cpu-2.1
+
+# Install python
+RUN cd /usr/local/bin \
+    && ln -s /opt/_internal/cpython-3.7.5/bin/pip3.7 pip3.7 \
+    && ln -s /opt/_internal/cpython-3.8.1/bin/pip3.8 pip3.8 \
+    && ln -s /opt/_internal/cpython-3.9.0/bin/pip3.9 pip3.9 \
+    && ln -s /opt/_internal/cpython-3.10.1/bin/pip3.10 pip3.10 \
+    && ln -s /opt/_internal/cpython-3.7.5/bin/python3.7 python3.7 \
+    && ln -s /opt/_internal/cpython-3.8.1/bin/python3.8 python3.8 \
+    && ln -s /opt/_internal/cpython-3.9.0/bin/python3.9 python3.9 \
+    && ln -s /opt/_internal/cpython-3.10.1/bin/python3.10 python3.10 \
+    && ln -s python3.8 python3
+
+# Set pip source
+RUN mkdir /root/.pip \
+    && echo "[global]" > /root/.pip/pip.conf \
+    && echo "index-url=https://mirrors.huaweicloud.com/repository/pypi/simple" >> /root/.pip/pip.conf \
+    && echo "trusted-host=repo.huaweicloud.com" >> /root/.pip/pip.conf \
+    && echo "timeout=120" >> /root/.pip/pip.conf
+
+# Install pip package(build)
+RUN pip3.7 install pyyaml  \
+    && pip3.7 install --force-reinstall setuptools==41.2.0
+
+RUN pip3.8 install pyyaml  \
+    && pip3.8 install --force-reinstall setuptools==41.2.0
+
+RUN pip3.9 install pyyaml  \
+    && pip3.9 install --force-reinstall setuptools==41.2.0
+
+RUN pip3.10 install pyyaml  \
+    && pip3.10 install --force-reinstall setuptools==41.2.0
+
+WORKDIR /home
+