Add Karims feedback

Dockerfile

+
 FROM ghcr.io/linuxserver/baseimage-ubuntu:jammy
+ENV NVARCH x86_64
+ENV NVIDIA_REQUIRE_CUDA "cuda>=11.8 brand=tesla,driver>=470,driver<471 brand=unknown,driver>=470,driver<471 brand=nvidia,driver>=470,driver<471 brand=nvidiartx,driver>=470,driver<471 brand=geforce,driver>=470,driver<471 brand=geforcertx,driver>=470,driver<471 brand=quadro,driver>=470,driver<471 brand=quadrortx,driver>=470,driver<471 brand=titan,driver>=470,driver<471 brand=titanrtx,driver>=470,driver<471"
+ENV NV_CUDA_CUDART_VERSION 11.8.89-1
+ENV NV_CUDA_COMPAT_PACKAGE cuda-compat-11-8
+ENV NVIDIA_REQUIRE_CUDA "cuda>=11.8"
+ENV NV_CUDA_CUDART_VERSION 11.8.89-1
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    gnupg2 curl ca-certificates && \
+    curl -fsSLO https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/${NVARCH}/cuda-keyring_1.0-1_all.deb && \
+    dpkg -i cuda-keyring_1.0-1_all.deb && \
+    apt-get purge --autoremove -y curl \
+    && rm -rf /var/lib/apt/lists/*
+
+ENV CUDA_VERSION 11.8.0
+
+# For libraries in the cuda-compat-* package: https://docs.nvidia.com/cuda/eula/index.html#attachment-a
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    cuda-cudart-11-8=${NV_CUDA_CUDART_VERSION} \
+    ${NV_CUDA_COMPAT_PACKAGE} \
+    && rm -rf /var/lib/apt/lists/*
+
+# Required for nvidia-docker v1
+RUN echo "/usr/local/nvidia/lib" >> /etc/ld.so.conf.d/nvidia.conf \
+    && echo "/usr/local/nvidia/lib64" >> /etc/ld.so.conf.d/nvidia.conf
+
+ENV PATH /usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH}
+ENV LD_LIBRARY_PATH /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+
+# nvidia-container-runtime
+ENV NVIDIA_VISIBLE_DEVICES all
+ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
+
 
 # set version label
-ARG BUILD_DATE
-ARG VERSION
-ARG CODE_RELEASE
-ARG SQLITE_VERSION
-ARG DUCKDB_VERSION
+ARG BUILD_DATE=
+ARG VERSION=
+ARG CODE_RELEASE=
+ARG SQLITE_VERSION=
+ARG DUCKDB_VERSION=
 LABEL build_version="TWM vscode server:- ${VERSION} Build-date:- ${BUILD_DATE}"
 LABEL maintainer="sebastian.schuch@h-da.de"
 
 # environment settings
 ARG DEBIAN_FRONTEND="noninteractive"
 ENV HOME="/config"
+RUN apt-get update -yq
+RUN apt-get install curl -yq
 
 RUN \
   echo "**** install runtime dependencies ****" && \
@@ -89,3 +125,14 @@ COPY /root /
 
 # ports and volumes
 EXPOSE 8443
+
+
+RUN apt-get update && apt-get install -yq xfce4 xfce4-terminal fonts-firacode fonts-noto-color-emoji autocutsel 
+RUN apt-get update && apt-get install -yq dialog apt-utils tigervnc-standalone-server tigervnc-common tigervnc-tools
+
+RUN apt-get install -yq r-base
+RUN apt-get install -yq gdebi-core 
+RUN cd /opt/ && wget https://download2.rstudio.org/server/jammy/amd64/rstudio-server-2024.09.0-375-amd64.deb
+RUN cd /opt/ && gdebi -n rstudio-server-2024.09.0-375-amd64.deb
+
+RUN pip3 install jupyterlab && pip3 install notebook