diff --git a/Dockerfile b/Dockerfile
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+++ b/Dockerfile
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+FROM nvidia/cuda:11.8.0-base-ubuntu22.04 as base 
+ENV DEBIAN_FRONTEND=noninteractive
+ENV LANG C.UTF-8
+
+
+RUN export DEBIAN_FRONTEND=noninteractive \
+    && apt-get -qq update \
+    && apt-get -qq install -y gnupg ca-certificates wget git \
+    && apt-get -qq clean \
+    && rm -rf /var/lib/apt/lists/*
+
+
+RUN  export DEBIAN_FRONTEND=noninteractive \
+    && wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb \
+    && dpkg -i cuda-keyring_1.1-1_all.deb \
+    && apt-get -qq update \ 
+    && apt-get install -y --no-install-recommends \
+        cuda-command-line-tools-11-8 \
+        cuda-cudart-dev-11-8 \ 
+        cuda-nvcc-11-8 \
+        cuda-cupti-11-8 \
+        cuda-nvprune-11-8 \
+        cuda-libraries-11-8 \
+        cuda-nvrtc-11-8 \ 
+        libcufft-11-8 \
+        libcurand-11-8 \
+        libcusolver-dev-11-8 \ 
+        libcusparse-dev-11-8 \
+        libcublas-dev-11-8 \
+        libcudnn8=8.6.0.163-1+cuda11.8 \
+        libnvinfer-plugin8=8.6.1.6-1+cuda11.8 \
+        libnvinfer8=8.6.1.6-1+cuda11.8 \
+        build-essential \
+        pkg-config \
+        curl \
+        software-properties-common \
+        unzip \
+    && apt-get -qq clean \
+    && rm -rf /var/lib/apt/lists/* 
+
+RUN find /usr/local/cuda-*/lib*/ -type f -name 'lib*_static.a' -not -name 'libcudart_static.a' -delete \
+    && rm -f /usr/lib/x86_64-linux-gnu/libcudnn_static_v*.a \ 
+    && ln -s /usr/local/cuda/lib64/stubs/libcuda.so /usr/local/cuda/lib64/stubs/libcuda.so.1 \
+    && echo "/usr/local/cuda/lib64/stubs" > /etc/ld.so.conf.d/z-cuda-stubs.conf \
+    && ldconfig
+
+# Install miniconda
+RUN MINICONDA="Miniconda3-latest-Linux-x86_64.sh" \
+    && wget --quiet https://repo.continuum.io/miniconda/$MINICONDA \
+    && bash $MINICONDA -b -p /miniconda \
+    && rm -f $MINICONDA
+
+ENV PATH /miniconda/bin:$PATH
+
+COPY environment.yml .
+RUN conda env create -f environment.yml