diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..17f2111
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,146 @@
+# Disco-specfic ignores
+init_images/*
+images_out/*
+MiDaS/
+models/
+pretrained/*
+settings.json
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
diff --git a/docker/README.md b/docker/README.md
new file mode 100644
index 0000000..3e3e90f
--- /dev/null
+++ b/docker/README.md
@@ -0,0 +1,47 @@
+# Docker
+
+## Introduction
+
+This is a Docker build file that will preinstall dependencies, packages, Git repos, and pre-cache the large model files needed by Disco Diffusion.
+
+## TO-DO:
+
+- Make container actually accept parameters on run.  Right now you'll just be seeing lighthouses.
+
+## Change Log
+
+- `1.0`
+
+  Initial build file created based on the DD 5.1 Git repo.  This initial build is deliberately meant to work touch-free of any of the existing Python code written.  It does handle some of the pre-setup tasks already done in the Python code such as pip packages, Git clones, and even pre-caching the model files for faster launch speed.
+
+## Build the Prep Image
+The prep image is broken out from the `main` folder's `Dockerfile` to help with long build context times (or wget download times after intitial build.)  This prep image build contains all the large model files required by Disco Diffusion.
+
+From a terminal in the `docker/prep` directory, run:
+```sh
+docker build -t disco-diffusion-prep:5.1 .
+```
+From a terminal in the `docker/main` directory, run:
+## Build the Image
+From a terminal, run:
+
+```sh
+docker build -t disco-diffusion:5.1 .
+```
+
+## Run as a Container
+
+This example runs Disco Diffusion in a Docker container.  It maps `images_out` and `init_images` to the container's working directory to access by the host OS.
+```sh
+docker run --rm -it \
+    -v $(echo ~)/disco-diffusion/images_out:/workspace/code/images_out \
+    -v $(echo ~)/disco-diffusion/init_images:/workspace/code/init_images \
+    --gpus=all \
+    --name="disco-diffusion" --ipc=host \
+    --user $(id -u):$(id -g) \
+disco-diffusion:5.1 python disco-diffusion/disco.py
+```
+
+## Passing Parameters
+
+This will be added after conferring with repo authors.
\ No newline at end of file
diff --git a/docker/main/Dockerfile b/docker/main/Dockerfile
new file mode 100644
index 0000000..63b9d65
--- /dev/null
+++ b/docker/main/Dockerfile
@@ -0,0 +1,40 @@
+# Model prep phase, also cuts down on build context wait time since these models files
+# are large and prone to take long to copy...
+FROM disco-diffusion-prep:5.1 AS modelprep
+
+FROM nvcr.io/nvidia/pytorch:21.08-py3
+
+ENV PYTHONDONTWRITEBYTECODE 1
+ENV PYTHONUNBUFFERED 1
+
+# Install a few dependencies
+RUN apt update
+RUN DEBIAN_FRONTEND=noninteractive TZ=Etc/UTC apt-get -y install -y tzdata imagemagick
+
+# Create a disco user
+RUN useradd -ms /bin/bash disco
+USER disco
+
+# Set up code directory
+RUN mkdir code
+WORKDIR /workspace/code
+
+# Copy over models used
+COPY --from=modelprep /scratch/models /workspace/code/models
+COPY --from=modelprep /scratch/pretrained /workspace/code/pretrained
+
+# Clone Git repositories
+RUN git clone https://github.com/alembics/disco-diffusion.git && \
+    git clone https://github.com/openai/CLIP && \
+    git clone https://github.com/assafshocher/ResizeRight.git && \
+    git clone https://github.com/MSFTserver/pytorch3d-lite.git && \
+    git clone https://github.com/isl-org/MiDaS.git && \
+    git clone https://github.com/crowsonkb/guided-diffusion.git && \
+    git clone https://github.com/shariqfarooq123/AdaBins.git
+
+# Install Python packages
+RUN pip install imageio imageio-ffmpeg==0.4.4 pyspng==0.1.0 lpips datetime timm ipywidgets omegaconf>=2.0.0 pytorch-lightning>=1.0.8 torch-fidelity einops wandb pandas ftfy
+
+# Precache other big files
+COPY --chown=disco --from=modelprep /scratch/clip /home/disco/.cache/clip
+COPY --chown=disco --from=modelprep /scratch/model-lpips/vgg16-397923af.pth /home/disco/.cache/torch/hub/checkpoints/vgg16-397923af.pth
\ No newline at end of file
diff --git a/docker/prep/Dockerfile b/docker/prep/Dockerfile
new file mode 100644
index 0000000..414a8d2
--- /dev/null
+++ b/docker/prep/Dockerfile
@@ -0,0 +1,25 @@
+FROM nvcr.io/nvidia/pytorch:21.08-py3 AS prep
+    RUN mkdir -p /scratch/models && \
+        mkdir -p /scratch/models/superres && \
+        mkdir -p /scratch/models/slip && \
+        mkdir -p /scratch/model-lpips && \
+        mkdir -p /scratch/clip && \
+        mkdir -p /scratch/pretrained
+
+    RUN wget --progress=bar:force:noscroll -P /scratch/model-lpips https://download.pytorch.org/models/vgg16-397923af.pth 
+
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/models https://github.com/intel-isl/DPT/releases/download/1_0/dpt_large-midas-2f21e586.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/models https://v-diffusion.s3.us-west-2.amazonaws.com/512x512_diffusion_uncond_finetune_008100.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/models https://openaipublic.blob.core.windows.net/diffusion/jul-2021/256x256_diffusion_uncond.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/models https://v-diffusion.s3.us-west-2.amazonaws.com/secondary_model_imagenet_2.pth
+
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/pretrained https://cloudflare-ipfs.com/ipfs/Qmd2mMnDLWePKmgfS8m6ntAg4nhV5VkUyAydYBp8cWWeB7/AdaBins_nyu.pt
+
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip/ https://openaipublic.azureedge.net/clip/models/afeb0e10f9e5a86da6080e35cf09123aca3b358a0c3e3b6c78a7b63bc04b6762/RN50.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/8fa8567bab74a42d41c5915025a8e4538c3bdbe8804a470a72f30b0d94fab599/RN101.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/7e526bd135e493cef0776de27d5f42653e6b4c8bf9e0f653bb11773263205fdd/RN50x4.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/52378b407f34354e150460fe41077663dd5b39c54cd0bfd2b27167a4a06ec9aa/RN50x16.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/be1cfb55d75a9666199fb2206c106743da0f6468c9d327f3e0d0a543a9919d9c/RN50x64.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/40d365715913c9da98579312b702a82c18be219cc2a73407c4526f58eba950af/ViT-B-32.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/5806e77cd80f8b59890b7e101eabd078d9fb84e6937f9e85e4ecb61988df416f/ViT-B-16.pt
+    RUN wget --no-directories --progress=bar:force:noscroll -P /scratch/clip https://openaipublic.azureedge.net/clip/models/b8cca3fd41ae0c99ba7e8951adf17d267cdb84cd88be6f7c2e0eca1737a03836/ViT-L-14.pt