diff --git a/Dockerfile b/Dockerfile
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+# Copyright 2022 MosaicML Diffusion authors
+# SPDX-License-Identifier: Apache-2.0
+
+ARG BASE_IMAGE
+FROM $BASE_IMAGE
+
+ARG BRANCH_NAME
+ARG DEP_GROUPS
+
+ENV TORCH_CUDA_ARCH_LIST="8.0 8.6 8.7 8.9 9.0"
+
+# Check for changes in setup.py.
+# If there are changes, the docker cache is invalidated and a fresh pip installation is triggered.
+ADD https://raw.githubusercontent.com/mosaicml/diffusion/$BRANCH_NAME/setup.py setup.py
+RUN rm setup.py
+
+# Install and uninstall diffusion to cache diffusion requirements
+RUN git clone -b $BRANCH_NAME https://github.com/mosaicml/diffusion.git
+RUN pip install --no-cache-dir "./diffusion${DEP_GROUPS}"
+RUN pip uninstall -y diffusion
+RUN rm -rf diffusion
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