diff --git a/mindspore/python/mindspore/run_check/_check_version.py b/mindspore/python/mindspore/run_check/_check_version.py
index 97483d1d078..3d2376db950 100644
--- a/mindspore/python/mindspore/run_check/_check_version.py
+++ b/mindspore/python/mindspore/run_check/_check_version.py
@@ -89,12 +89,12 @@ class GPUEnvChecker(EnvChecker):
             logger.warning(f"MindSpore version {__version__} and cudDNN version {cudnn_version} "
                            "does not match, please refer to the installation guide for version matching "
                            "information: https://www.mindspore.cn/install. The recommended version is "
-                           "CUDA10.1 with cuDNN7.6.x and CUDA11.1 with cuDNN8.0.x")
+                           "CUDA10.1 with cuDNN7.6.x, CUDA11.1 with cuDNN8.0.x and CUDA11.6 with cuDNN8.5.x.")
         if cudnn_version and int(cudnn_version) < 800 and int(str(self.v).split('.')[0]) > 10:
             logger.warning(f"CUDA version {self.v} and cuDNN version {cudnn_version} "
                            "does not match, please refer to the installation guide for version matching "
                            "information: https://www.mindspore.cn/install. The recommended version is "
-                           "CUDA11.1 with cuDNN8.0.x")
+                           "CUDA11.1 with cuDNN8.0.x or CUDA11.6 with cuDNN8.5.x.")
 
     def set_env(self):
         return
diff --git a/scripts/install/ubuntu-gpu-conda.sh b/scripts/install/ubuntu-gpu-conda.sh
index 3614c3a6baf..9af82c6e4a1 100644
--- a/scripts/install/ubuntu-gpu-conda.sh
+++ b/scripts/install/ubuntu-gpu-conda.sh
@@ -26,7 +26,7 @@
 # Augments:
 #   - PYTHON_VERSION: python version to install. [3.7(default), 3.8, 3.9]
 #   - MINDSPORE_VERSION: mindspore version to install, >=1.6.0
-#   - CUDA_VERSION: CUDA version to install. [10.1, 11.1(default)]
+#   - CUDA_VERSION: CUDA version to install. [10.1, 11.1 11.6(default)]
 #   - OPENMPI: whether to install optional package Open MPI for distributed training. [on, off(default)]
 #
 # Usage:
@@ -64,7 +64,7 @@ if [[ "$PYTHON_VERSION" == "3.8" && ${MINDSPORE_VERSION:0:3} == "1.6" ]]; then
     exit 1
 fi
 
-available_cuda_version=(10.1 11.1)
+available_cuda_version=(10.1 11.1 11.6)
 if [[ " ${available_cuda_version[*]} " != *" $CUDA_VERSION "* ]]; then
     echo "CUDA_VERSION is '$CUDA_VERSION', but available versions are [${available_cuda_version[*]}]."
     exit 1
@@ -144,6 +144,7 @@ cd /tmp
 declare -A cuda_url_map=()
 cuda_url_map["10.1"]=https://developer.download.nvidia.cn/compute/cuda/10.1/Prod/local_installers/cuda_10.1.243_418.87.00_linux.run
 cuda_url_map["11.1"]=https://developer.download.nvidia.cn/compute/cuda/11.1.1/local_installers/cuda_11.1.1_455.32.00_linux.run
+cuda_url_map["11.6"]=https://developer.download.nvidia.cn/compute/cuda/11.6.0/local_installers/cuda_11.6.0_510.39.01_linux.run
 cuda_url=${cuda_url_map[$CUDA_VERSION]}
 wget $cuda_url
 sudo sh ${cuda_url##*/} --silent --toolkit
@@ -155,6 +156,7 @@ sudo apt-get update
 declare -A cudnn_name_map=()
 cudnn_name_map["10.1"]="libcudnn7=7.6.5.32-1+cuda10.1 libcudnn7-dev=7.6.5.32-1+cuda10.1"
 cudnn_name_map["11.1"]="libcudnn8=8.0.5.39-1+cuda11.1 libcudnn8-dev=8.0.5.39-1+cuda11.1"
+cudnn_name_map["11.6"]="libcudnn8=8.5.0.96-1+cuda11.6 libcudnn8-dev=8.5.0.96-1+cuda11.6"
 sudo apt-get install --no-install-recommends ${cudnn_name_map[$CUDA_VERSION]} -y
 
 # add cuda to path
@@ -171,6 +173,7 @@ env_name=mindspore_py3${PYTHON_VERSION##*.}
 declare -A cudnn_version_map=()
 cudnn_version_map["10.1"]="7.6.5"
 cudnn_version_map["11.1"]="8.1.0"
+cudnn_version_map["11.6"]="8.5.0"
 conda create -n $env_name python=${PYTHON_VERSION} -c conda-forge -y
 conda activate $env_name
 install_name="mindspore-gpu"
diff --git a/scripts/install/ubuntu-gpu-pip.sh b/scripts/install/ubuntu-gpu-pip.sh
index 7cccb74cb8e..94362d843fd 100644
--- a/scripts/install/ubuntu-gpu-pip.sh
+++ b/scripts/install/ubuntu-gpu-pip.sh
@@ -27,7 +27,7 @@
 # Augments:
 #   - PYTHON_VERSION: python version to install. [3.7(default), 3.8, 3.9]
 #   - MINDSPORE_VERSION: mindspore version to install, >=1.6.0, required
-#   - CUDA_VERSION: CUDA version to install. [10.1, 11.1(default)]
+#   - CUDA_VERSION: CUDA version to install. [10.1, 11.1 11.6(default)]
 #   - OPENMPI: whether to install optional package Open MPI for distributed training. [on, off(default)]
 #
 # Usage:
@@ -38,7 +38,7 @@ set -e
 
 PYTHON_VERSION=${PYTHON_VERSION:-3.7}
 MINDSPORE_VERSION=${MINDSPORE_VERSION:EMPTY}
-CUDA_VERSION=${CUDA_VERSION:-11.1}
+CUDA_VERSION=${CUDA_VERSION:-11.6}
 OPENMPI=${OPENMPI:-off}
 release_info=$(lsb_release -a | grep Release)
 UBUNTU_VERSION=${release_info//[!0-9]/}
@@ -65,7 +65,7 @@ if [[ "$PYTHON_VERSION" == "3.8" && ${MINDSPORE_VERSION:0:3} == "1.6" ]]; then
     exit 1
 fi
 
-available_cuda_version=(10.1 11.1)
+available_cuda_version=(10.1 11.1 11.6)
 if [[ " ${available_cuda_version[*]} " != *" $CUDA_VERSION "* ]]; then
     echo "CUDA_VERSION is '$CUDA_VERSION', but available versions are [${available_cuda_version[*]}]."
     exit 1
@@ -73,6 +73,7 @@ fi
 declare -A minimum_driver_version_map=()
 minimum_driver_version_map["10.1"]="418.39"
 minimum_driver_version_map["11.1"]="450.80.02"
+minimum_driver_version_map["11.6"]="510.39.01"
 driver_version=$(nvidia-smi --query-gpu=driver_version --format=csv,noheader --id=0)
 if [[ $driver_version < ${minimum_driver_version_map[$CUDA_VERSION]} ]]; then
     echo "CUDA $CUDA_VERSION minimum required driver version is ${minimum_driver_version_map[$CUDA_VERSION]}, \
@@ -116,6 +117,7 @@ cd /tmp
 declare -A cuda_url_map=()
 cuda_url_map["10.1"]=https://developer.download.nvidia.cn/compute/cuda/10.1/Prod/local_installers/cuda_10.1.243_418.87.00_linux.run
 cuda_url_map["11.1"]=https://developer.download.nvidia.cn/compute/cuda/11.1.1/local_installers/cuda_11.1.1_455.32.00_linux.run
+cuda_url_map["11.6"]=https://developer.download.nvidia.cn/compute/cuda/11.6.0/local_installers/cuda_11.6.0_510.39.01_linux.run
 cuda_url=${cuda_url_map[$CUDA_VERSION]}
 wget $cuda_url
 sudo sh ${cuda_url##*/} --silent --toolkit
@@ -127,6 +129,7 @@ sudo apt-get update
 declare -A cudnn_name_map=()
 cudnn_name_map["10.1"]="libcudnn7=7.6.5.32-1+cuda10.1 libcudnn7-dev=7.6.5.32-1+cuda10.1"
 cudnn_name_map["11.1"]="libcudnn8=8.0.5.39-1+cuda11.1 libcudnn8-dev=8.0.5.39-1+cuda11.1"
+cudnn_name_map["11.6"]="libcudnn8=8.5.0.96-1+cuda11.6 libcudnn8-dev=8.5.0.96-1+cuda11.6"
 sudo apt-get install --no-install-recommends ${cudnn_name_map[$CUDA_VERSION]} -y
 
 # add cuda to path
diff --git a/scripts/install/ubuntu-gpu-source.sh b/scripts/install/ubuntu-gpu-source.sh
index 0205432bec6..c8f622ebb23 100644
--- a/scripts/install/ubuntu-gpu-source.sh
+++ b/scripts/install/ubuntu-gpu-source.sh
@@ -26,7 +26,7 @@
 #
 # Augments:
 #   - PYTHON_VERSION: python version to install. [3.7(default), 3.8, 3.9]
-#   - CUDA_VERSION: CUDA version to install. [10.1, 11.1(default)]
+#   - CUDA_VERSION: CUDA version to install. [10.1, 11.1 11.6(default)]
 #   - OPENMPI: whether to install optional package Open MPI for distributed training. [on, off(default)]
 #   - LLVM: whether to install optional dependency LLVM for graph kernel fusion. [on, off(default)]
 #
@@ -37,7 +37,7 @@
 set -e
 
 PYTHON_VERSION=${PYTHON_VERSION:-3.7}
-CUDA_VERSION=${CUDA_VERSION:-11.1}
+CUDA_VERSION=${CUDA_VERSION:-11.6}
 OPENMPI=${OPENMPI:-off}
 LLVM=${LLVM:-off}
 release_info=$(lsb_release -a | grep Release)
@@ -58,6 +58,7 @@ fi
 declare -A minimum_driver_version_map=()
 minimum_driver_version_map["10.1"]="418.39"
 minimum_driver_version_map["11.1"]="450.80.02"
+minimum_driver_version_map["11.6"]="510.39.01"
 driver_version=$(nvidia-smi --query-gpu=driver_version --format=csv,noheader --id=0)
 if [[ $driver_version < ${minimum_driver_version_map[$CUDA_VERSION]} ]]; then
     echo "CUDA $CUDA_VERSION minimum required driver version is ${minimum_driver_version_map[$CUDA_VERSION]}, \
@@ -126,6 +127,7 @@ echo "installing CUDA and cuDNN"
 declare -A cuda_url_map=()
 cuda_url_map["10.1"]=https://developer.download.nvidia.cn/compute/cuda/10.1/Prod/local_installers/cuda_10.1.243_418.87.00_linux.run
 cuda_url_map["11.1"]=https://developer.download.nvidia.cn/compute/cuda/11.1.1/local_installers/cuda_11.1.1_455.32.00_linux.run
+cuda_url_map["11.6"]=https://developer.download.nvidia.cn/compute/cuda/11.6.0/local_installers/cuda_11.6.0_510.39.01_linux.run
 cuda_url=${cuda_url_map[$CUDA_VERSION]}
 wget $cuda_url
 sudo sh ${cuda_url##*/} --silent --toolkit
@@ -137,6 +139,7 @@ sudo apt-get update
 declare -A cudnn_name_map=()
 cudnn_name_map["10.1"]="libcudnn7=7.6.5.32-1+cuda10.1 libcudnn7-dev=7.6.5.32-1+cuda10.1"
 cudnn_name_map["11.1"]="libcudnn8=8.0.5.39-1+cuda11.1 libcudnn8-dev=8.0.5.39-1+cuda11.1"
+cudnn_name_map["11.6"]="libcudnn8=8.5.0.96-1+cuda11.6 libcudnn8-dev=8.5.0.96-1+cuda11.6"
 sudo apt-get install --no-install-recommends ${cudnn_name_map[$CUDA_VERSION]} -y
 
 # add cuda to path