ROCM support in Docker

.github/workflows/docker.yml

@@ -14,6 +14,7 @@ jobs:
       matrix:
         profile:
           - auto
+          - invoke
           - comfy
           - download
     runs-on: ubuntu-latest

README.md

@@ -18,6 +18,14 @@ This repository provides multiple UIs for you to play around with stable diffusi
 | ---------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- |
 | ![](https://user-images.githubusercontent.com/24505302/189541954-46afd772-d0c8-4005-874c-e2eca40c02f2.jpg) | ![](https://user-images.githubusercontent.com/24505302/189541956-5b528de7-1b5d-479f-a1db-d3f5a53afc59.jpg) | ![](https://user-images.githubusercontent.com/24505302/189541957-cf78b352-a071-486d-8889-f26952779a61.jpg) |
 
+### [InvokeAI](https://github.com/invoke-ai/InvokeAI)
+
+[Full feature list here](https://github.com/invoke-ai/InvokeAI#features), Screenshots:
+
+| Text to image                                                                                              | Image to image                                                                                             | Extras                                                                                                     |
+| ---------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------- |
+| ![](https://user-images.githubusercontent.com/24505302/195158552-39f58cb6-cfcc-4141-9995-a626e3760752.jpg) | ![](https://user-images.githubusercontent.com/24505302/195158553-152a0ab8-c0fd-4087-b121-4823bcd8d6b5.jpg) | ![](https://user-images.githubusercontent.com/24505302/195158548-e118206e-c519-4915-85d6-4c248eb10fc0.jpg) |
+
 ### [ComfyUI](https://github.com/comfyanonymous/ComfyUI)
 
 [Full feature list here](https://github.com/comfyanonymous/ComfyUI#features), Screenshot:

docker-compose.yml

@@ -1,3 +1,5 @@
+version: '3.9'
+
 x-base_service: &base_service
     ports:
       - "${WEBUI_PORT:-7860}:7860"
@@ -27,10 +29,23 @@ services:
     <<: *base_service
     profiles: ["auto"]
     build: ./services/AUTOMATIC1111
-    image: sd-auto:78
+    image: sd-auto:72
     environment:
       - CLI_ARGS=--allow-code --medvram --xformers --enable-insecure-extension-access --api
 
+  auto-rocm:
+    <<: *base_service
+    profiles: ["auto-rocm"]
+    build: 
+      context: ./services/AUTOMATIC1111
+      dockerfile: Dockerfile.rocm
+    devices:
+      - "/dev/kfd"
+      - "/dev/dri"
+    deploy: {}
+    environment:
+      - CLI_ARGS=--allow-code --medvram --enable-insecure-extension-access --api
+
   auto-cpu:
     <<: *automatic
     profiles: ["auto-cpu"]
@@ -38,11 +53,27 @@ services:
     environment:
       - CLI_ARGS=--no-half --precision full --allow-code --enable-insecure-extension-access --api
 
+  invoke: &invoke
+    <<: *base_service
+    profiles: ["invoke"]
+    build: ./services/invoke/
+    image: sd-invoke:30
+    environment:
+      - PRELOAD=true
+      - CLI_ARGS=--xformers
+
+  # invoke-cpu:
+  #   <<: *invoke
+  #   profiles: ["invoke-cpu"]
+  #   environment:
+  #     - PRELOAD=true
+  #     - CLI_ARGS=--always_use_cpu
+
   comfy: &comfy
     <<: *base_service
     profiles: ["comfy"]
     build: ./services/comfy/
-    image: sd-comfy:7
+    image: sd-comfy:6
     environment:
       - CLI_ARGS=
 

services/AUTOMATIC1111/Dockerfile

@@ -2,19 +2,20 @@ FROM alpine/git:2.36.2 as download
 
 COPY clone.sh /clone.sh
 
-RUN . /clone.sh stable-diffusion-webui-assets https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets.git 6f7db241d2f8ba7457bac5ca9753331f0c266917
 
 RUN . /clone.sh stable-diffusion-stability-ai https://github.com/Stability-AI/stablediffusion.git cf1d67a6fd5ea1aa600c4df58e5b47da45f6bdbf \
   && rm -rf assets data/**/*.png data/**/*.jpg data/**/*.gif
 
+RUN . /clone.sh CodeFormer https://github.com/sczhou/CodeFormer.git c5b4593074ba6214284d6acd5f1719b6c5d739af \
+  && rm -rf assets inputs
+
 RUN . /clone.sh BLIP https://github.com/salesforce/BLIP.git 48211a1594f1321b00f14c9f7a5b4813144b2fb9
 RUN . /clone.sh k-diffusion https://github.com/crowsonkb/k-diffusion.git ab527a9a6d347f364e3d185ba6d714e22d80cb3c
 RUN . /clone.sh clip-interrogator https://github.com/pharmapsychotic/clip-interrogator 2cf03aaf6e704197fd0dae7c7f96aa59cf1b11c9
 RUN . /clone.sh generative-models https://github.com/Stability-AI/generative-models 45c443b316737a4ab6e40413d7794a7f5657c19f
-RUN . /clone.sh stable-diffusion-webui-assets https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets 6f7db241d2f8ba7457bac5ca9753331f0c266917
 
 
-FROM pytorch/pytorch:2.3.0-cuda12.1-cudnn8-runtime
+FROM pytorch/pytorch:2.1.2-cuda12.1-cudnn8-runtime
 
 ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
 
@@ -30,7 +31,7 @@ WORKDIR /
 RUN --mount=type=cache,target=/root/.cache/pip \
   git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git && \
   cd stable-diffusion-webui && \
-  git reset --hard v1.9.4 && \
+  git reset --hard cf2772fab0af5573da775e7437e6acdca424f26e && \
   pip install -r requirements_versions.txt
 
 
@@ -38,9 +39,11 @@ ENV ROOT=/stable-diffusion-webui
 
 COPY --from=download /repositories/ ${ROOT}/repositories/
 RUN mkdir ${ROOT}/interrogate && cp ${ROOT}/repositories/clip-interrogator/clip_interrogator/data/* ${ROOT}/interrogate
+RUN --mount=type=cache,target=/root/.cache/pip \
+  pip install -r ${ROOT}/repositories/CodeFormer/requirements.txt
 
 RUN --mount=type=cache,target=/root/.cache/pip \
-  pip install pyngrok xformers==0.0.26.post1 \
+  pip install pyngrok xformers==0.0.23.post1 \
   git+https://github.com/TencentARC/GFPGAN.git@8d2447a2d918f8eba5a4a01463fd48e45126a379 \
   git+https://github.com/openai/CLIP.git@d50d76daa670286dd6cacf3bcd80b5e4823fc8e1 \
   git+https://github.com/mlfoundations/open_clip.git@v2.20.0

services/AUTOMATIC1111/Dockerfile.rocm

@@ -0,0 +1,70 @@
+FROM alpine/git:2.36.2 as download
+
+COPY clone.sh /clone.sh
+
+
+RUN . /clone.sh stable-diffusion-stability-ai https://github.com/Stability-AI/stablediffusion.git cf1d67a6fd5ea1aa600c4df58e5b47da45f6bdbf \
+  && rm -rf assets data/**/*.png data/**/*.jpg data/**/*.gif
+
+RUN . /clone.sh CodeFormer https://github.com/sczhou/CodeFormer.git c5b4593074ba6214284d6acd5f1719b6c5d739af \
+  && rm -rf assets inputs
+
+RUN . /clone.sh BLIP https://github.com/salesforce/BLIP.git 48211a1594f1321b00f14c9f7a5b4813144b2fb9
+RUN . /clone.sh k-diffusion https://github.com/crowsonkb/k-diffusion.git ab527a9a6d347f364e3d185ba6d714e22d80cb3c
+RUN . /clone.sh clip-interrogator https://github.com/pharmapsychotic/clip-interrogator 2cf03aaf6e704197fd0dae7c7f96aa59cf1b11c9
+RUN . /clone.sh generative-models https://github.com/Stability-AI/generative-models 45c443b316737a4ab6e40413d7794a7f5657c19f
+
+
+FROM rocm/pytorch:rocm6.0.2_ubuntu22.04_py3.10_pytorch_2.1.2
+
+ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
+
+RUN --mount=type=cache,target=/var/cache/apt \
+  apt-get update && \
+  # we need those
+  apt-get install -y fonts-dejavu-core rsync git jq moreutils aria2 \
+  # extensions needs those
+  ffmpeg libglfw3-dev libgles2-mesa-dev pkg-config libcairo2 libcairo2-dev build-essential
+
+
+RUN python -m pip install --upgrade pip wheel
+
+WORKDIR /
+RUN --mount=type=cache,target=/root/.cache/pip \
+  git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git && \
+  cd stable-diffusion-webui && \
+  git reset --hard cf2772fab0af5573da775e7437e6acdca424f26e && \
+  pip install -r requirements_versions.txt
+
+
+ENV ROOT=/stable-diffusion-webui
+
+COPY --from=download /repositories/ ${ROOT}/repositories/
+RUN mkdir ${ROOT}/interrogate && cp ${ROOT}/repositories/clip-interrogator/clip_interrogator/data/* ${ROOT}/interrogate
+RUN --mount=type=cache,target=/root/.cache/pip \
+  pip install -r ${ROOT}/repositories/CodeFormer/requirements.txt
+
+RUN --mount=type=cache,target=/root/.cache/pip \
+  pip install pyngrok xformers==0.0.23.post1 \
+  git+https://github.com/TencentARC/GFPGAN.git@8d2447a2d918f8eba5a4a01463fd48e45126a379 \
+  git+https://github.com/openai/CLIP.git@d50d76daa670286dd6cacf3bcd80b5e4823fc8e1 \
+  git+https://github.com/mlfoundations/open_clip.git@v2.20.0
+
+# there seems to be a memory leak (or maybe just memory not being freed fast enough) that is fixed by this version of malloc
+# maybe move this up to the dependencies list.
+RUN apt-get -y install libgoogle-perftools-dev && apt-get clean
+ENV LD_PRELOAD=libtcmalloc.so
+
+COPY . /docker
+
+RUN \
+  # mv ${ROOT}/style.css ${ROOT}/user.css && \
+  # one of the ugliest hacks I ever wrote \
+  sed -i 's/in_app_dir = .*/in_app_dir = True/g' /opt/conda/envs/py_3.10/lib/python3.10/site-packages/gradio/routes.py && \
+  git config --global --add safe.directory '*'
+
+WORKDIR ${ROOT}
+ENV CLI_ARGS=""
+EXPOSE 7860
+ENTRYPOINT ["/docker/entrypoint.sh"]
+CMD python -u webui.py --listen --port 7860 ${CLI_ARGS}

services/comfy/Dockerfile

@@ -1,4 +1,4 @@
-FROM pytorch/pytorch:2.3.0-cuda12.1-cudnn8-runtime
+FROM pytorch/pytorch:2.1.2-cuda12.1-cudnn8-runtime
 
 ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
 
@@ -9,7 +9,7 @@ RUN --mount=type=cache,target=/root/.cache/pip \
   git clone https://github.com/comfyanonymous/ComfyUI.git ${ROOT} && \
   cd ${ROOT} && \
   git checkout master && \
-  git reset --hard 276f8fce9f5a80b500947fb5745a4dde9e84622d && \
+  git reset --hard d1f3637a5a944d0607b899babd8ff11d87100503 && \
   pip install -r requirements.txt
 
 WORKDIR ${ROOT}

services/invoke/Dockerfile

@@ -0,0 +1,53 @@
+FROM alpine:3.17 as xformers
+RUN apk add --no-cache aria2
+RUN aria2c -x 5 --dir / --out wheel.whl 'https://github.com/AbdBarho/stable-diffusion-webui-docker/releases/download/6.0.0/xformers-0.0.21.dev544-cp310-cp310-manylinux2014_x86_64-pytorch201.whl'
+
+
+FROM pytorch/pytorch:2.0.1-cuda11.7-cudnn8-runtime
+
+ENV DEBIAN_FRONTEND=noninteractive PIP_EXISTS_ACTION=w PIP_PREFER_BINARY=1
+
+# patch match:
+# https://github.com/invoke-ai/InvokeAI/blob/main/docs/installation/INSTALL_PATCHMATCH.md
+RUN --mount=type=cache,target=/var/cache/apt \
+  apt-get update && \
+  apt-get install make g++ git libopencv-dev -y && \
+  apt-get clean && \
+  cd /usr/lib/x86_64-linux-gnu/pkgconfig/ && \
+  ln -sf opencv4.pc opencv.pc
+
+
+ENV ROOT=/InvokeAI
+RUN git clone https://github.com/invoke-ai/InvokeAI.git ${ROOT}
+WORKDIR ${ROOT}
+
+RUN --mount=type=cache,target=/root/.cache/pip \
+  git reset --hard f3b2e02921927d9317255b1c3811f47bd40a2bf9 && \
+  pip install -e .
+
+
+ARG BRANCH=main SHA=f3b2e02921927d9317255b1c3811f47bd40a2bf9
+RUN --mount=type=cache,target=/root/.cache/pip \
+  git fetch && \
+  git reset --hard && \
+  git checkout ${BRANCH} && \
+  git reset --hard ${SHA} && \
+  pip install -U -e .
+
+RUN --mount=type=cache,target=/root/.cache/pip \
+  --mount=type=bind,from=xformers,source=/wheel.whl,target=/xformers-0.0.21-cp310-cp310-linux_x86_64.whl \
+  pip install -U opencv-python-headless triton /xformers-0.0.21-cp310-cp310-linux_x86_64.whl && \
+  python3 -c "from patchmatch import patch_match"
+
+
+COPY . /docker/
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+ENV PYTHONUNBUFFERED=1 PRELOAD=false HF_HOME=/root/.cache/huggingface CONFIG_DIR=/data/config/invoke CLI_ARGS=""
+EXPOSE 7860
+
+ENTRYPOINT ["/docker/entrypoint.sh"]
+CMD invokeai --web --host 0.0.0.0 --port 7860 --root_dir ${ROOT} --config ${CONFIG_DIR}/models.yaml \
+  --outdir /output/invoke --embedding_directory /data/embeddings/ --lora_directory /data/models/Lora \
+  --no-nsfw_checker --no-safety_checker ${CLI_ARGS}
+

services/invoke/entrypoint.sh

@@ -0,0 +1,45 @@
+#!/bin/bash
+
+set -Eeuo pipefail
+
+declare -A MOUNTS
+
+mkdir -p ${CONFIG_DIR} ${ROOT}/configs/stable-diffusion/
+
+# cache
+MOUNTS["/root/.cache"]=/data/.cache/
+
+# this is really just a hack to avoid migrations
+rm -rf ${HF_HOME}/diffusers
+
+# ui specific
+MOUNTS["${ROOT}/models/codeformer"]=/data/models/Codeformer/
+MOUNTS["${ROOT}/models/gfpgan/GFPGANv1.4.pth"]=/data/models/GFPGAN/GFPGANv1.4.pth
+MOUNTS["${ROOT}/models/gfpgan/weights"]=/data/models/GFPGAN/
+MOUNTS["${ROOT}/models/realesrgan"]=/data/models/RealESRGAN/
+
+MOUNTS["${ROOT}/models/ldm"]=/data/.cache/invoke/ldm/
+
+# hacks
+
+for to_path in "${!MOUNTS[@]}"; do
+  set -Eeuo pipefail
+  from_path="${MOUNTS[${to_path}]}"
+  rm -rf "${to_path}"
+  mkdir -p "$(dirname "${to_path}")"
+  # ends with slash, make it!
+  if [[ "$from_path" == */ ]]; then
+    mkdir -vp "$from_path"
+  fi
+
+  ln -sT "${from_path}" "${to_path}"
+  echo Mounted $(basename "${from_path}")
+done
+
+if "${PRELOAD}" == "true"; then
+  set -Eeuo pipefail
+  invokeai-configure --root ${ROOT} --yes
+  cp ${ROOT}/configs/models.yaml ${CONFIG_DIR}/models.yaml
+fi
+
+exec "$@"