diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 000000000..4951cfdd7
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,63 @@
+#
+# Copyright (c) 2023 Advanced Micro Devices, Inc. All rights reserved.
+# 
+# Build instructions: https://confluence.amd.com/display/DCGPUAIST/XGBOOST+ROCm+Build
+#
+# Due to submodules of xgboost is currently in AMD-AI repository that cannot be directly cloned,
+# we need to git clone the xgboost yourself before running docker build.
+# Eventually if xgboost is in a public repository, you would be able to save this step.
+# Please do the following to build this docker
+#
+# git clone --recursive git@github.com:AMD-AI/xgboost.git
+# cd xgboost
+# git checkout amd-condition
+# git submodule update --init --recursive
+# docker build --build-arg GITHUB_TOKEN=${GITHUB_TOKEN} -t mun-node-0.acp.amd.com:8001/xgboost:amd-condition -f Dockerfile .
+
+FROM rocm/dev-ubuntu-20.04:5.4.2
+
+#ENV GITHUB_TOKEN=<PLACEHOLDER_GET_FROM_BUILD_ARG>
+ENV TZ=America/Los_Angeles
+RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
+ENV ROCM_PATH=/opt/rocm
+ENV LD_LIBRARY_PATH=/opt/rocm/rocm/lib:/opt/rocm/rocm/lib64:/opt/rocm/rocm/hip/lib:/opt/rocm/rocm/llvm/lib:/opt/rocm/rocm/opencl/lib:/opt/rocm/rocm/hcc/lib:/opt/rocm/rocm/opencl/lib/x86_64:${LD_LIBRARY_PATH}
+
+RUN apt-get update \
+ && apt-get install -y --no-install-recommends \
+	wget \
+	git \
+	ssh \
+	cmake \
+	vim \
+        rocthrust \
+        rocprim \
+        hipcub \
+	libgtest-dev \
+	googletest \
+ && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /opt
+ENV VER1=3.26
+ENV VER2=3.26.2
+RUN wget -nv https://cmake.org/files/v${VER1}/cmake-${VER2}-linux-x86_64.tar.gz \
+  && tar xf cmake-${VER2}-linux-x86_64.tar.gz \
+  && ln -s cmake-${VER2}-linux-x86_64 cmake
+ENV PATH="/opt/cmake/bin:${PATH}"
+
+WORKDIR /opt/xgboost
+COPY . .
+ENV CMAKE_PREFIX_PATH=/opt/rocm/lib/cmake:/opt/rocm/lib/cmake/AMDDeviceLibs:${CMAKE_PREFIX_PATH}
+#RUN git config --global user.name $USER
+RUN git config --global url."https://${GITHUB_TOKEN}@github.com/".insteadOf "https://github.com/"
+RUN git config --global --unset url."https://${GITHUB_TOKEN}@github.com/".insteadOf
+#RUN git clone https://${GITHUB_TOKEN}@github.com/AMD-AI/xgboost.git -b amd-condition --recurse-submodules \
+# && cd xgboost \
+RUN rm -fr build \
+ && mkdir build \
+ && cd build \
+ && cmake .. -DUSE_HIP=ON -DGOOGLE_TEST=ON -DCMAKE_PREFIX_PATH=${CMAKE_PREFIX_PATH}:/opt/rocm \
+ && make -j
+#ENV OMP_NUM_THREADS=8
+#RUN build/testxgboost
+WORKDIR /opt/xgboost/python-package/
+RUN pip install -e .