diff --git a/.docker/Dockerfile b/.docker/Dockerfile
index f17ee13ad..2304329d3 100644
--- a/.docker/Dockerfile
+++ b/.docker/Dockerfile
@@ -1,8 +1,23 @@
 FROM nvidia/cuda:12.2.0-devel-ubuntu20.04
 
+ENV OS=ubuntu2004
+ENV cudnn_version=8.9.4.25
+ENV cuda_version=cuda12.2
+
+RUN wget https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/cuda-${OS}.pin
+
+RUN mv cuda-${OS}.pin /etc/apt/preferences.d/cuda-repository-pin-600
+RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/7fa2af80.pub
+RUN add-apt-repository "deb https://developer.download.nvidia.com/compute/cuda/repos/${OS}/x86_64/ /"
+RUN apt-get update
+
 RUN apt-get update &&  \
     DEBIAN_FRONTEND=noninteractive apt-get install -y openjdk-11-jdk wget build-essential checkinstall zlib1g-dev libssl-dev git
-#Build cmake version from source \
+
+
+RUN apt-get install libcudnn8=${cudnn_version}-1+${cuda_version} libcudnn8-dev=${cudnn_version}-1+${cuda_version}
+#RUN apt-get install libcudnn8-samples=${cudnn_version}-1+${cuda_version}
+    #Build cmake version from source \
 #RUN wget https://github.com/Kitware/CMake/releases/download/v3.24.2/cmake-3.24.2.tar.gz && \
 #    tar -xvf cmake-3.24.2.tar.gz && cd cmake-3.24.2 && \
 #    ./bootstrap && make && make install