Add Dockerfiles

pull/42/head
Mike Howles 3 years ago
parent b99492d4e7
commit b679a5d6a2
  1. 146
      .gitignore
  2. 47
      docker/README.md
  3. 40
      docker/main/Dockerfile
  4. 25
      docker/prep/Dockerfile

146
.gitignore vendored

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# 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/

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# 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.

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# 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

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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
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