Add Latent Diffusion & Image Lab (#17)

* Add Latent Diffusion & Image Lab

* Update versions
This commit is contained in:
AbdBarho
2022-09-02 09:55:36 +02:00
committed by GitHub
parent 0d8b7d4ac8
commit 089fc524d8
5 changed files with 77 additions and 32 deletions

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@@ -2,18 +2,23 @@
FROM continuumio/miniconda3:4.12.0
RUN conda install python=3.8.5 && conda clean -a -y
RUN conda install pytorch==1.11.0 torchvision==0.12.0 cudatoolkit=11.3 -c pytorch && conda clean -a -y
RUN git clone https://github.com/hlky/stable-diffusion.git && cd stable-diffusion && git reset --hard ff8c2d0b709f1e4180fb19fa5c27ec28c414cedd
RUN conda env update --file stable-diffusion/environment.yaml --name base && conda clean -a -y
# Fix: Module PIL has not attribute "Resampling"
RUN conda install -c anaconda pillow==9.2.0 && conda clean -a -y
SHELL ["/bin/bash", "-ceuxo", "pipefail"]
# fonts for generating the grid
RUN apt-get update && apt install fonts-dejavu-core rsync -y && apt-get clean
# Note: don't update the sha of previous versions because the install will take forever
# instead, update the repo state in a later step
RUN cd stable-diffusion && git pull && git reset --hard c5b2c86f1479dec75b0e92dd37f9357a68594bda && \
RUN cd stable-diffusion && git pull && git reset --hard d667ff52a36b4e79526f01555bfbf85428f334ce && \
conda env update --file environment.yaml --name base && conda clean -a -y
# download dev UI version, update the sha below in case you want some other version
@@ -28,31 +33,32 @@ RUN cd stable-diffusion && git pull && git reset --hard c5b2c86f1479dec75b0e92dd
# cd / && rm -rf stable-diffusion-webui
# EOF
# Textual-inversion:
# Textual inversion
RUN <<EOF
git clone https://github.com/hlky/sd-enable-textual-inversion.git &&
cd /sd-enable-textual-inversion && git reset --hard 08f9b5046552d17cf7327b30a98410222741b070 &&
rsync -a /sd-enable-textual-inversion/ /stable-diffusion/
rsync -a /sd-enable-textual-inversion/ /stable-diffusion/ &&
rm -rf /sd-enable-textual-inversion
EOF
# Latent diffusion
RUN <<EOF
git clone https://github.com/devilismyfriend/latent-diffusion &&
cd /latent-diffusion &&
git reset --hard 4119cf038fb953360fb004e48adb9913eed3594a &&
# hacks all the way down
mv ldm ldm_latent &&
sed -i -- 's/from ldm/from ldm_latent/g' *.py
# dont forget to update the yaml!!
EOF
# add info
COPY info.py /info.py
RUN python /info.py /stable-diffusion/frontend/frontend.py
COPY . /docker/
RUN python /docker/info.py /stable-diffusion/frontend/frontend.py
WORKDIR /stable-diffusion
ENV TRANSFORMERS_CACHE=/cache/transformers TORCH_HOME=/cache/torch CLI_ARGS="" \
GFPGAN_PATH=/stable-diffusion/src/gfpgan/experiments/pretrained_models/GFPGANv1.3.pth \
RealESRGAN_PATH=/stable-diffusion/src/realesrgan/experiments/pretrained_models/RealESRGAN_x4plus.pth \
RealESRGAN_ANIME_PATH=/stable-diffusion/src/realesrgan/experiments/pretrained_models/RealESRGAN_x4plus_anime_6B.pth
ENV TRANSFORMERS_CACHE=/cache/transformers TORCH_HOME=/cache/torch CLI_ARGS=""
EXPOSE 7860
CMD \
for path in "${GFPGAN_PATH}" "${RealESRGAN_PATH}" "${RealESRGAN_ANIME_PATH}"; do \
name=$(basename "${path}"); \
base=$(dirname "${path}"); \
test -f "/models/${name}" && mkdir -p "${base}" && ln -sf "/models/${name}" "${path}" && echo "Mounted ${name}";\
done;\
# force facexlib cache
mkdir -p /cache/weights/ && rm -rf /stable-diffusion/src/facexlib/facexlib/weights && \
ln -sf /cache/weights/ /stable-diffusion/src/facexlib/facexlib/ && \
# run, -u to not buffer stdout / stderr
python3 -u scripts/webui.py --outdir /output --ckpt /models/model.ckpt --save-metadata ${CLI_ARGS}
# run, -u to not buffer stdout / stderr
CMD /docker/mount.sh && python3 -u scripts/webui.py --outdir /output --ckpt /models/model.ckpt --ldsr-dir /latent-diffusion --save-metadata ${CLI_ARGS}

31
build/mount.sh Normal file
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@@ -0,0 +1,31 @@
#!/bin/bash
set -e
declare -A MODELS
MODELS["/stable-diffusion/src/gfpgan/experiments/pretrained_models/GFPGANv1.3.pth"]=GFPGANv1.3.pth
MODELS["/stable-diffusion/src/realesrgan/experiments/pretrained_models/RealESRGAN_x4plus.pth"]=RealESRGAN_x4plus.pth
MODELS["/stable-diffusion/src/realesrgan/experiments/pretrained_models/RealESRGAN_x4plus_anime_6B.pth"]=RealESRGAN_x4plus_anime_6B.pth
MODELS["/latent-diffusion/experiments/pretrained_models/model.ckpt"]=LDSR.ckpt
# MODELS["/latent-diffusion/experiments/pretrained_models/project.yaml"]=LDSR.yaml
for path in "${!MODELS[@]}"; do
name=${MODELS[$path]}
base=$(dirname "${path}")
from_path="/models/${name}"
if test -f "${from_path}"; then
mkdir -p "${base}" && ln -sf "${from_path}" "${path}" && echo "Mounted ${name}"
else
echo "Skipping ${name}"
fi
done
# hack for latent-diffusion
if test -f /models/LDSR.yaml; then
sed 's/ldm\./ldm_latent\./g' /models/LDSR.yaml >/latent-diffusion/experiments/pretrained_models/project.yaml
fi
# force facexlib cache
mkdir -p /cache/weights/
rm -rf /stable-diffusion/src/facexlib/facexlib/weights
ln -sf /cache/weights/ /stable-diffusion/src/facexlib/facexlib/