diff --git a/Dockerfile b/Dockerfile
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+FROM python:3.8 AS builder
+
+ARG DEBIAN_FRONTEND="noninteractive"
+
+# Install rust.
+ENV CARGO_HOME="/opt/cargo" \
+    RUSTUP_HOME="/opt/rustup"
+ENV PATH="$CARGO_HOME/bin:$PATH"
+RUN curl -fsSL --proto '=https' --tlsv1.2 https://sh.rustup.rs \
+    | sh -s -- -y --quiet --no-modify-path \
+    && rustup update \
+    && cargo install ripgrep
+
+# Install system dependencies.
+RUN apt-get update \
+    && apt-get install --yes --no-install-recommends \
+        gettext \
+        lame \
+        mpv \
+        portaudio19-dev \
+        rsync \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install node and npm.
+WORKDIR /opt/node
+RUN curl -fsSL --proto '=https' https://nodejs.org/dist/v12.18.3/node-v12.18.3-linux-x64.tar.xz \
+    | tar xJ --strip-components 1
+ENV PATH="/opt/node/bin:$PATH"
+
+# Install protoc.
+WORKDIR /opt/protoc
+RUN curl -fsSL --proto '=https' -O https://github.com/protocolbuffers/protobuf/releases/download/v3.11.4/protoc-3.11.4-linux-x86_64.zip \
+    && unzip protoc-3.11.4-linux-x86_64.zip -x readme.txt \
+    && rm protoc-3.11.4-linux-x86_64.zip
+ENV PATH="/opt/protoc/bin:$PATH"
+
+# Build anki.
+WORKDIR /opt/anki
+COPY . .
+RUN make develop \
+    && make build
+
+# Build final image.
+FROM python:3.8-slim
+
+# Install system dependencies.
+RUN apt-get update \
+    && apt-get install --yes --no-install-recommends \
+        gettext \
+        lame \
+        libnss3 \
+        libxcb-icccm4 \
+        libxcb-image0 \
+        libxcb-keysyms1 \
+        libxcb-randr0 \
+        libxcb-render-util0 \
+        libxcb-xinerama0 \
+        libxcb-xkb1 \
+        libxkbcommon-x11-0 \
+        libxcomposite1 \
+        mpv \
+        portaudio19-dev \
+        rsync \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install pre-compiled Anki.
+COPY --from=builder /opt/anki/dist/ /opt/anki/
+RUN python -m pip install --no-cache-dir \
+        PyQtWebEngine \
+        /opt/anki/*.whl \
+    # Create an anki executable.
+    && printf "#!/usr/bin/env python\nimport aqt\naqt.run()\n" > /usr/local/bin/anki \
+    && chmod +x /usr/local/bin/anki \
+    # Create non-root user.
+    && useradd --create-home anki
+
+USER anki
+
+ENTRYPOINT ["/usr/local/bin/anki"]