# Stage 1: Base
FROM nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04 as base

ARG WEBUI_VERSION=v1.7.0
ARG DREAMBOOTH_COMMIT=cf086c536b141fc522ff11f6cffc8b7b12da04b9
ARG KOHYA_VERSION=v22.3.1

SHELL ["/bin/bash", "-o", "pipefail", "-c"]
ENV DEBIAN_FRONTEND=noninteractive \
    TZ=Europe/London \
    PYTHONUNBUFFERED=1 \
    SHELL=/bin/bash

# Create workspace working directory
WORKDIR /

# Install Ubuntu packages
RUN apt update && \
    apt -y upgrade && \
    apt install -y --no-install-recommends \
        build-essential \
        software-properties-common \
        python3.10-venv \
        python3-pip \
        python3-tk \
        python3-dev \
        nodejs \
        npm \
        bash \
        dos2unix \
        git \
        git-lfs \
        ncdu \
        nginx \
        net-tools \
        inetutils-ping \
        openssh-server \
        libglib2.0-0 \
        libsm6 \
        libgl1 \
        libxrender1 \
        libxext6 \
        ffmpeg \
        wget \
        curl \
        psmisc \
        rsync \
        vim \
        zip \
        unzip \
        p7zip-full \
        htop \
        pkg-config \
        plocate \
        libcairo2-dev \
        libgoogle-perftools4 \
        libtcmalloc-minimal4 \
        apt-transport-https \
        ca-certificates && \
    update-ca-certificates && \
    apt clean && \
    rm -rf /var/lib/apt/lists/* && \
    echo "en_US.UTF-8 UTF-8" > /etc/locale.gen

# Set Python
RUN ln -s /usr/bin/python3.10 /usr/bin/python

# Install Torch, xformers and tensorrt
RUN pip3 install --no-cache-dir torch==2.0.1 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 && \
    pip3 install --no-cache-dir xformers==0.0.22 tensorrt


# Stage 2: Install applications
FROM base as setup

RUN mkdir -p /sd-models

# Add SDXL models and VAE
# These need to already have been downloaded:
#   wget https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors
#   wget https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/resolve/main/sd_xl_refiner_1.0.safetensors
#   wget https://huggingface.co/madebyollin/sdxl-vae-fp16-fix/resolve/main/sdxl_vae.safetensors
COPY famousai-v2.safetensors /sd-models/sd_xl_base_1.0.safetensors
COPY sd_xl_refiner_1.0.safetensors /sd-models/sd_xl_refiner_1.0.safetensors
COPY sdxl_vae.safetensors /sd-models/sdxl_vae.safetensors
COPY woman_5200_imgs_1024x1024.zip /sd-models/woman_5200_imgs_1024x1024.zip
COPY man_5200_imgs_1024x1024.zip /sd-models/man_5200_imgs_1024x1024.zip
COPY 24GB_TextEncoder.json /sd-models/24GB_TextEncoder.json
COPY 48GB_TextEncoder.json /sd-models/48GB_TextEncoder.json

RUN unzip /sd-models/man_5200_imgs_1024x1024.zip -d /sd-models/man && \
    unzip /sd-models/woman_5200_imgs_1024x1024.zip -d /sd-models/woman && \
    rm /sd-models/man_5200_imgs_1024x1024.zip && \
    rm /sd-models/woman_5200_imgs_1024x1024.zip

# Clone the git repo of the Stable Diffusion Web UI by Automatic1111
# and set version
WORKDIR /
RUN git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git && \
    cd /stable-diffusion-webui && \
    git checkout tags/${WEBUI_VERSION}

WORKDIR /stable-diffusion-webui
RUN python3 -m venv --system-site-packages /venv && \
    source /venv/bin/activate && \
    pip3 install --no-cache-dir torch==2.0.1 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 && \
    pip3 install --no-cache-dir xformers && \
    deactivate

# Install the dependencies for the Automatic1111 Stable Diffusion Web UI
COPY a1111/requirements.txt a1111/requirements_versions.txt ./
COPY a1111/cache-sd-model.py a1111/install-automatic.py ./
RUN source /venv/bin/activate && \
    python3 -m install-automatic --skip-torch-cuda-test && \
    deactivate

# Cache the Stable Diffusion Models
# SDXL models result in OOM kills with 8GB system memory, probably need 12GB+ to cache these
RUN source /venv/bin/activate && \
    python3 cache-sd-model.py --no-half-vae --use-cpu=all --ckpt /sd-models/sd_xl_base_1.0.safetensors && \
    python3 cache-sd-model.py --no-half-vae --use-cpu=all --ckpt /sd-models/sd_xl_refiner_1.0.safetensors && \
    deactivate

# Clone the Automatic1111 Extensions
RUN git clone https://github.com/d8ahazard/sd_dreambooth_extension.git extensions/sd_dreambooth_extension && \
    git clone --depth=1 https://github.com/deforum-art/sd-webui-deforum.git extensions/deforum && \
    git clone --depth=1 https://github.com/Mikubill/sd-webui-controlnet.git extensions/sd-webui-controlnet && \
    git clone --depth=1 https://github.com/ashleykleynhans/a1111-sd-webui-locon.git extensions/a1111-sd-webui-locon && \
    git clone --depth=1 https://github.com/Gourieff/sd-webui-reactor.git extensions/sd-webui-reactor && \
    git clone --depth=1 https://github.com/zanllp/sd-webui-infinite-image-browsing.git extensions/infinite-image-browsing && \
    git clone --depth=1 https://github.com/Uminosachi/sd-webui-inpaint-anything.git extensions/inpaint-anything && \
    git clone --depth=1 https://github.com/Bing-su/adetailer.git extensions/adetailer && \
    git clone --depth=1 https://github.com/civitai/sd_civitai_extension.git extensions/sd_civitai_extension && \
    git clone --depth=1 https://github.com/BlafKing/sd-civitai-browser-plus.git extensions/sd-civitai-browser-plus

# Install dependencies for Deforum, ControlNet, ReActor, Infinite Image Browsing,
# After Detailer, and CivitAI Browser+ extensions
RUN source /venv/bin/activate && \
    cd /stable-diffusion-webui/extensions/deforum && \
    pip3 install -r requirements.txt && \
    cd /stable-diffusion-webui/extensions/sd-webui-controlnet && \
    pip3 install -r requirements.txt && \
    cd /stable-diffusion-webui/extensions/sd-webui-reactor && \
    pip3 install -r requirements.txt && \
    pip3 install onnxruntime-gpu && \
    cd /stable-diffusion-webui/extensions/infinite-image-browsing && \
    pip3 install -r requirements.txt && \
    cd /stable-diffusion-webui/extensions/adetailer && \
    python3 -m install && \
    cd /stable-diffusion-webui/extensions/sd_civitai_extension && \
    pip3 install -r requirements.txt && \
    deactivate

# Install dependencies for inpaint anything extension
RUN source /venv/bin/activate && \
    pip3 install segment_anything lama_cleaner && \
    deactivate

# Install dependencies for Civitai Browser+ extension
RUN source /venv/bin/activate && \
    cd /stable-diffusion-webui/extensions/sd-civitai-browser-plus && \
    pip3 install send2trash ZipUnicode fake-useragent && \
    deactivate

# Set Dreambooth extension version
WORKDIR /stable-diffusion-webui/extensions/sd_dreambooth_extension
RUN git checkout main && \
    git reset ${DREAMBOOTH_COMMIT} --hard

# Install the dependencies for the Dreambooth extension
WORKDIR /stable-diffusion-webui
COPY a1111/requirements_dreambooth.txt ./requirements.txt
RUN source /venv/bin/activate && \
    cd /stable-diffusion-webui/extensions/sd_dreambooth_extension && \
    pip3 install -r requirements.txt && \
    deactivate

# Add inswapper model for the ReActor extension
RUN mkdir -p /stable-diffusion-webui/models/insightface && \
    cd /stable-diffusion-webui/models/insightface && \
    wget https://github.com/facefusion/facefusion-assets/releases/download/models/inswapper_128.onnx

# Configure ReActor to use the GPU instead of the CPU
RUN echo "CUDA" > /stable-diffusion-webui/extensions/sd-webui-reactor/last_device.txt

# Fix Tensorboard
RUN source /venv/bin/activate && \
    pip3 uninstall -y tensorboard tb-nightly && \
    pip3 install tensorboard tensorflow && \
    pip3 cache purge && \
    deactivate

# Install Kohya_ss
RUN git clone https://github.com/bmaltais/kohya_ss.git /kohya_ss
WORKDIR /kohya_ss
COPY kohya_ss/requirements* ./
RUN git checkout ${KOHYA_VERSION} && \
    python3 -m venv --system-site-packages venv && \
    source venv/bin/activate && \
    pip3 install --no-cache-dir torch==2.0.1 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 && \
    pip3 install --no-cache-dir xformers==0.0.22 \
        bitsandbytes==0.41.1 \
        tensorboard==2.14.1 \
        tensorflow==2.14.0 \
        wheel \
        scipy \
        tensorrt && \
    pip3 install -r requirements.txt && \
    pip3 install . && \
    pip3 cache purge && \
    deactivate

# Install ComfyUI
RUN git clone https://github.com/comfyanonymous/ComfyUI.git /ComfyUI
WORKDIR /ComfyUI
RUN python3 -m venv --system-site-packages venv && \
    source venv/bin/activate && \
    pip3 install --no-cache-dir torch==2.0.1 torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118 && \
    pip3 install --no-cache-dir xformers==0.0.22 && \
    pip3 install -r requirements.txt && \
    deactivate

# Install ComfyUI Custom Nodes
RUN git clone https://github.com/ltdrdata/ComfyUI-Manager.git custom_nodes/ComfyUI-Manager && \
    cd custom_nodes/ComfyUI-Manager && \
    source /ComfyUI/venv/bin/activate && \
    pip3 install -r requirements.txt && \
    pip3 cache purge && \
    deactivate

# Install Application Manager
WORKDIR /
RUN git clone https://github.com/ashleykleynhans/app-manager.git /app-manager && \
    cd /app-manager && \
    npm install

# Install Jupyter
WORKDIR /
RUN pip3 install -U --no-cache-dir jupyterlab \
        jupyterlab_widgets \
        ipykernel \
        ipywidgets \
        gdown

# Install rclone
RUN curl https://rclone.org/install.sh | bash

# Install runpodctl
RUN wget https://github.com/runpod/runpodctl/releases/download/v1.10.0/runpodctl-linux-amd -O runpodctl && \
    chmod a+x runpodctl && \
    mv runpodctl /usr/local/bin

# Install croc
RUN curl https://getcroc.schollz.com | bash

# Install speedtest CLI
RUN curl -s https://packagecloud.io/install/repositories/ookla/speedtest-cli/script.deb.sh | bash && \
    apt install speedtest

# Install CivitAI Model Downloader
RUN git clone --depth=1 https://github.com/ashleykleynhans/civitai-downloader.git && \
    mv civitai-downloader/download.sh /usr/local/bin/download-model && \
    chmod +x /usr/local/bin/download-model

# Copy Stable Diffusion Web UI config files
COPY a1111/relauncher.py a1111/webui-user.sh a1111/config.json a1111/ui-config.json /stable-diffusion-webui/

# ADD SDXL styles.csv
ADD https://raw.githubusercontent.com/Douleb/SDXL-750-Styles-GPT4-/main/styles.csv /stable-diffusion-webui/styles.csv

# Copy ComfyUI Extra Model Paths (to share models with A1111)
COPY comfyui/extra_model_paths.yaml /ComfyUI/

# Remove existing SSH host keys
RUN rm -f /etc/ssh/ssh_host_*

# NGINX Proxy
COPY nginx/nginx.conf /etc/nginx/nginx.conf
COPY nginx/502.html /usr/share/nginx/html/502.html
COPY nginx/README.md /usr/share/nginx/html/README.md

WORKDIR /

# Copy the scripts
COPY --chmod=755 scripts/* ./

# Copy the accelerate configuration
COPY kohya_ss/accelerate.yaml ./

# Start the container
SHELL ["/bin/bash", "--login", "-c"]
ENTRYPOINT [ "/start.sh" ]