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+# build frontend with node
+FROM node:20-alpine AS frontend
+RUN apk add --no-cache libc6-compat
+WORKDIR /app
+
+COPY frontend .
+RUN npm i -g pnpm
+RUN pnpm i
+RUN pnpm run build
+
+# build backend on CUDA
+FROM nvidia/cuda:12.2.2-cudnn8-devel-ubuntu22.04 AS backend
+WORKDIR /app
+
+ENV DEBIAN_FRONTEND=noninteractive
+ENV NODE_MAJOR=20
+
+RUN apt-get update && \
+    apt-get upgrade -y && \
+    apt-get install -y --no-install-recommends \
+    git \
+    git-lfs \
+    wget \
+    curl \
+    # python build dependencies \
+    build-essential \
+    libssl-dev \
+    zlib1g-dev \
+    libbz2-dev \
+    libreadline-dev \
+    libsqlite3-dev \
+    libncursesw5-dev \
+    xz-utils \
+    tk-dev \
+    libxml2-dev \
+    libxmlsec1-dev \
+    libffi-dev \
+    liblzma-dev && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+USER root
+
+RUN useradd -m -u 1000 user
+USER user
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH
+WORKDIR $HOME/app
+
+RUN curl https://pyenv.run | bash
+ENV PATH=$HOME/.pyenv/shims:$HOME/.pyenv/bin:$PATH
+ARG PYTHON_VERSION=3.10.12
+RUN pyenv install $PYTHON_VERSION && \
+    pyenv global $PYTHON_VERSION && \
+    pyenv rehash && \
+    pip install --no-cache-dir -U pip setuptools wheel
+
+COPY --chown=user:user . .
+# change dir since pip needs to seed whl folder
+RUN pip install --no-cache-dir --upgrade -r requirements.txt
+RUN pip install git+https://github.com/cumulo-autumn/StreamDiffusion.git@main#egg=streamdiffusion[tensorrt]
+RUN python -m streamdiffusion.tools.install-tensorrt
+
+COPY --from=frontend /app/dist ./frontend/dist
+
+WORKDIR $HOME/app
+
+USER user
+CMD ["python", "main.py"]