diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..7e5491f
--- /dev/null
+++ b/Dockerfile
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+FROM nvidia/cuda:10.2-cudnn8-devel
+
+ENV APP_HOME /
+WORKDIR $APP_HOME
+
+RUN apt-get update
+RUN apt-get install --yes git curl build-essential wget
+
+RUN wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh \
+    && mkdir /root/.conda \
+    && bash Miniconda3-latest-Linux-x86_64.sh -b
+
+ENV PATH=$PATH:/root/miniconda3/bin
+
+RUN conda install -y cudatoolkit=10.2 -c nvidia
+RUN conda install -y pytorch torchvision torchaudio -c pytorch -c nvidia
+RUN conda install -y pytorch-lightning -c conda-forge
+
+COPY requirements.txt ./
+RUN pip install --no-cache-dir -r ./requirements.txt
+
+RUN git clone https://github.com/openai/CLIP
+RUN git clone https://github.com/CompVis/taming-transformers.git
+RUN git clone https://github.com/BachiLi/diffvg
+
+# Compile diffvg
+WORKDIR diffvg
+RUN git submodule update --init --recursive
+RUN conda install -y numpy
+RUN conda install -y scikit-image
+RUN conda install -y -c anaconda cmake
+RUN conda install -y -c conda-forge ffmpeg
+RUN export DIFFVG_CUDA=1; python setup.py install
+WORKDIR ..
+
+
+# Clone clipit last, since it's the second most-likely to change
+RUN git clone https://github.com/dribnet/clipit
+
+RUN conda install -y -c conda-forge jupyterlab
+
+# Copy local code to container image
+# COPY *.py ./
+# CMD ["python3", "pixeldraw.py"]
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..92da6a0
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,17 @@
+ftfy
+regex
+tqdm
+omegaconf
+kornia
+imageio-ffmpeg
+einops
+torch-optimizer
+easydict
+braceexpand
+git+https://github.com/pvigier/perlin-numpy
+svgwrite
+svgpathtools
+cssutils
+numba
+torch-tools
+visdom