diff --git a/Dockerfile b/Dockerfile
index 7ed7e47..85ad654 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -51,30 +51,41 @@
 # Same command as nvidia/driver, except --x-{prefix,module-path,library-path,sysconfig-path} are omitted in order to make use default path and enable X drivers.
 # Driver version must be equal to host's driver
 # Install the userspace components and copy the kernel module sources.
-ENV DRIVER_VERSION=410.129-diagnostic
-ENV DRIVER_VERSION_PATH=410.129
-RUN cd /tmp && \
-    curl -fSsl -O https://us.download.nvidia.com/tesla/$DRIVER_VERSION_PATH/NVIDIA-Linux-x86_64-$DRIVER_VERSION.run && \
-    sh NVIDIA-Linux-x86_64-$DRIVER_VERSION.run -x && \
-    cd NVIDIA-Linux-x86_64-$DRIVER_VERSION && \
-    ./nvidia-installer --silent \
-                       --no-kernel-module \
-                       --install-compat32-libs \
-                       --no-nouveau-check \
-                       --no-nvidia-modprobe \
-                       --no-rpms \
-                       --no-backup \
-                       --no-check-for-alternate-installs \
-                       --no-libglx-indirect \
-                       --no-glvnd-egl-client \
-                       --no-glvnd-glx-client \
-                       --no-install-libglvnd && \
-    mkdir -p /usr/src/nvidia-$DRIVER_VERSION && \
-    mv LICENSE mkprecompiled kernel /usr/src/nvidia-$DRIVER_VERSION && \
-    sed '9,${/^\(kernel\|LICENSE\)/!d}' .manifest > /usr/src/nvidia-$DRIVER_VERSION/.manifest
+#ENV DRIVER_VERSION=410.129-diagnostic
+#ENV DRIVER_VERSION_PATH=410.129
+#RUN cd /tmp && \
+#    curl -fSsl -O https://us.download.nvidia.com/tesla/$DRIVER_VERSION_PATH/NVIDIA-Linux-x86_64-$DRIVER_VERSION.run && \
+#    sh NVIDIA-Linux-x86_64-$DRIVER_VERSION.run -x && \
+#    cd NVIDIA-Linux-x86_64-$DRIVER_VERSION && \
+#    ./nvidia-installer --silent \
+#                       --no-kernel-module \
+#                       --install-compat32-libs \
+#                       --no-nouveau-check \
+#                       --no-nvidia-modprobe \
+#                       --no-rpms \
+#                       --no-backup \
+#                       --no-check-for-alternate-installs \
+#                       --no-libglx-indirect \
+#                       --no-glvnd-egl-client \
+#                      --no-glvnd-glx-client \
+#                       --no-install-libglvnd && \
+#    mkdir -p /usr/src/nvidia-$DRIVER_VERSION && \
+#    mv LICENSE mkprecompiled kernel /usr/src/nvidia-$DRIVER_VERSION && \
+#    sed '9,${/^\(kernel\|LICENSE\)/!d}' .manifest > /usr/src/nvidia-$DRIVER_VERSION/.manifest
                        # this option cannot be used on newer driver
                        # --no-glvnd-egl-client \
                        # --no-glvnd-glx-client \
+RUN cd /tmp && \
+    wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/cuda-ubuntu1804.pin && \
+    mv cuda-ubuntu1804.pin /etc/apt/preferences.d/cuda-repository-pin-600 && \
+    wget https://developer.download.nvidia.com/compute/cuda/11.2.2/local_installers/cuda-repo-ubuntu1804-11-2-local_11.2.2-460.32.03-1_amd64.deb && \
+    dpkg -i cuda-repo-ubuntu1804-11-2-local_11.2.2-460.32.03-1_amd64.deb && \
+    apt-key add /var/cuda-repo-ubuntu1804-11-2-local/7fa2af80.pub && \
+    apt-get update && apt-get install -y --no-install-recommends \
+    cuda-drivers && \
+    rm -rf cuda-repo-ubuntu1804-11-2-local_11.2.2-460.32.03-1_amd64.deb && \
+    rm -rf /var/lib/apt/lists/*
+
 
 # (2) Configurate Xorg
 # (2-1) Install some necessary softwares
@@ -109,7 +120,7 @@
 
 # for test
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        firefox openbox && \
+        firefox openbox menu && \
     rm -rf /var/lib/apt/lists/*
 
 # sound driver and GTK library