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diff --git a/docker/Dockerfile-dhvirtualenv b/docker/Dockerfile-dhvirtualenv
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+# A dockerfile which builds a docker image for building a debian package for
+# synapse. The distro to build for is passed as a docker build var.
+#
+# The default entrypoint expects the synapse source to be mounted as a
+# (read-only) volume at /synapse/source, and an output directory at /debs.
+#
+# A pair of environment variables (TARGET_USERID and TARGET_GROUPID) can be
+# passed to the docker container; if these are set, the build script will chown
+# the build products accordingly, to avoid ending up with things owned by root
+# in the host filesystem.
+
+# Get the distro we want to pull from as a dynamic build variable
+ARG distro=""
+
+###
+### Stage 0: build a dh-virtualenv
+###
+FROM ${distro} as builder
+
+RUN apt-get update -qq -o Acquire::Languages=none
+RUN env DEBIAN_FRONTEND=noninteractive apt-get install \
+        -yqq --no-install-recommends \
+        build-essential \
+        ca-certificates \
+        devscripts \
+        equivs \
+        wget
+
+# fetch and unpack the package
+RUN wget -q -O /dh-virtuenv-1.1.tar.gz https://github.com/spotify/dh-virtualenv/archive/1.1.tar.gz
+RUN tar xvf /dh-virtuenv-1.1.tar.gz
+
+# install its build deps
+RUN cd dh-virtualenv-1.1/ \
+    && env DEBIAN_FRONTEND=noninteractive mk-build-deps -ri -t "apt-get -yqq --no-install-recommends"
+
+# build it
+RUN cd dh-virtualenv-1.1 && dpkg-buildpackage -us -uc -b
+
+###
+### Stage 1
+###
+FROM ${distro}
+
+# Install the build dependencies
+RUN apt-get update -qq -o Acquire::Languages=none \
+    && env DEBIAN_FRONTEND=noninteractive apt-get install \
+        -yqq --no-install-recommends -o Dpkg::Options::=--force-unsafe-io \
+        build-essential \
+        debhelper \
+        devscripts \
+        dh-systemd \
+        lsb-release \
+        python3-dev \
+        python3-pip \
+        python3-setuptools \
+        python3-venv \
+        sqlite3
+
+COPY --from=builder /dh-virtualenv_1.1-1_all.deb /
+
+# install dhvirtualenv. Update the apt cache again first, in case we got a
+# cached cache from docker the first time.
+RUN apt-get update -qq -o Acquire::Languages=none \
+    && apt-get install -yq /dh-virtualenv_1.1-1_all.deb
+
+WORKDIR /synapse/source
+ENTRYPOINT ["bash","/synapse/source/docker/build_debian.sh"]