diff --git a/docker/cuda-10-1.dockerfile b/docker/cuda-10-1.dockerfile
new file mode 100644
index 0000000..19909fa
--- /dev/null
+++ b/docker/cuda-10-1.dockerfile
@@ -0,0 +1,45 @@
+ARG BASE=python:3.8
+FROM ${BASE}
+
+ENV CUDA_VERSION 10.1.243
+ENV CUDA_PKG_VERSION 10-1=$CUDA_VERSION-1
+ENV PATH /usr/local/nvidia/bin:/usr/local/cuda/bin:${PATH}
+ENV LD_LIBRARY_PATH /usr/local/nvidia/lib:/usr/local/nvidia/lib64
+
+ENV NVIDIA_VISIBLE_DEVICES all
+ENV NVIDIA_DRIVER_CAPABILITIES compute,utility
+ENV NVIDIA_REQUIRE_CUDA "cuda>=10.1 brand=tesla,driver>=396,driver<397 brand=tesla,driver>=410,driver<411 brand=tesla,driver>=418,driver<419"
+ENV CUDNN_VERSION 7.6.5.32
+ENV NCCL_VERSION 2.7.8
+
+LABEL com.nvidia.cuda.version="${CUDA_VERSION}"
+LABEL com.nvidia.cudnn.version="${CUDNN_VERSION}"
+LABEL com.nvidia.volumes.needed="nvidia_driver"
+
+RUN apt-get update \
+    && apt-get install -y --no-install-recommends \
+        gnupg2 \
+        curl \
+        ca-certificates \
+    && curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/7fa2af80.pub | apt-key add - \
+    && echo "deb https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 /" > /etc/apt/sources.list.d/cuda.list \
+    && echo "deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 /" > /etc/apt/sources.list.d/nvidia-ml.list \
+    && apt-get purge --autoremove -y curl \
+    && apt-get update \
+    && apt-get install -y --no-install-recommends \
+        cuda-cudart-$CUDA_PKG_VERSION \
+        cuda-compat-10-1 \
+    && ln -s cuda-10.1 /usr/local/cuda \
+    && echo "/usr/local/nvidia/lib" >> /etc/ld.so.conf.d/nvidia.conf \
+    && echo "/usr/local/nvidia/lib64" >> /etc/ld.so.conf.d/nvidia.conf \
+    && apt-get install -y --no-install-recommends \
+        cuda-libraries-$CUDA_PKG_VERSION \
+        cuda-npp-$CUDA_PKG_VERSION \
+        cuda-nvtx-$CUDA_PKG_VERSION \
+        libcublas10=10.2.1.243-1 \
+        libcudnn7=$CUDNN_VERSION-1+cuda10.1 \
+        libnccl2=$NCCL_VERSION-1+cuda10.1 \
+    && apt-mark hold libnccl2 \
+    && apt-mark hold libcudnn7 \
+    && apt-mark hold libcublas10 \
+    && rm -rf /var/lib/apt/lists/*