95 lines
3.7 KiB
Docker
95 lines
3.7 KiB
Docker
FROM rocm/dev-ubuntu-22.04:5.7-complete
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ENV DEBIAN_FRONTEND=noninteractive \
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PYTHONUNBUFFERED=1 \
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PYTHONIOENCODING=UTF-8
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WORKDIR /tmp
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# Install python 3.10 and requirements
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RUN apt-get update -y && apt-get install -y software-properties-common && \
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add-apt-repository ppa:deadsnakes/ppa
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RUN apt-get update &&\
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apt-get install -y \
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wget \
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git \
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python3.10 \
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python3-dev \
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python3.10-tk \
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python-is-python3 \
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python3.10-venv \
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rsync
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RUN curl -sS https://bootstrap.pypa.io/get-pip.py | python3.10
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RUN python3.10 -m pip install --upgrade pip wheel setuptools
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# Install requirements for ROCM build-stuff
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RUN apt-get install -y hipblas hipblaslt hipsparse hipcub hip-runtime-amd rocthrust rocthrust-dev rocrand
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# Install PyTorch
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RUN python3.10 -m pip install torch torchvision --index-url https://download.pytorch.org/whl/nightly/rocm5.7
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# Create ai folder for saving projects
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RUN mkdir /ai/
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# Install bitsandbytes, required for many AI tools, with ROCM fork/PR
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WORKDIR /ai/git/bitsandbytes
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RUN git clone https://github.com/TimDettmers/bitsandbytes.git /ai/git/bitsandbytes
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# Clone the ROCM PR branch cause it isn't merged yet
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RUN git fetch origin refs/pull/756/head:rocmport && git checkout rocmport
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# Set the env variables to the container ROCM setup
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ENV ROCM_HOME=/opt/rocm-5.7.0
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ENV ROCM_TARGET=gfx1030
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# Build and install globally
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RUN make hip && pip install .
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# Install StableDiffusion in /ai/
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WORKDIR /ai/stablediffusion-webui
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RUN git clone -b dev https://github.com/AUTOMATIC1111/stable-diffusion-webui /ai/git/stablediffusion-webui
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RUN cp -R /ai/git/stablediffusion-webui/* /ai/stablediffusion-webui/
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# Create VENV for StableDiffusion with inherit pytorch
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RUN python3.10 -m venv /ai/venv/stablediffusion/ --system-site-packages
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RUN /ai/venv/stablediffusion/bin/python launch.py --skip-torch-cuda-test --exit
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RUN /ai/venv/stablediffusion/bin/python -m pip install opencv-python-headless tomesd protobuf --upgrade
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# Install Kobold AI in /ai/
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WORKDIR /ai/koboldai
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RUN git clone https://github.com/YellowRoseCx/koboldcpp-rocm.git -b main --depth 1 /ai/git/koboldai
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RUN cp -R /ai/git/koboldai/* /ai/koboldai/
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# Build KoboldAI for ROCM
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RUN make LLAMA_HIPBLAS=1 -j4
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# Install LlamaCPP in /ai/
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WORKDIR /ai/llamacpp
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RUN git clone https://github.com/ggerganov/llama.cpp.git -b master /ai/git/llamacpp
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RUN cp -R /ai/git/llamacpp/* /ai/llamacpp/
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# Build LlamaCPP for ROCM
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RUN make LLAMA_HIPBLAS=1 -j4
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RUN pip install --ignore-installed flask requests
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# Install KoyhaSS in /ai/
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WORKDIR /ai/kohya_ss
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# RUN apt-get install -y libgl1 libglib2.0-0 libgoogle-perftools-dev python3-html5lib python3-apt python3.10-distutils
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RUN git clone https://github.com/bmaltais/kohya_ss.git -b master /ai/git/kohya_ss
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# For some reason, the .release file is required and isn't copied automatically
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RUN cp -R /ai/git/kohya_ss/* /ai/kohya_ss/ && cp /ai/git/kohya_ss/.release /ai/kohya_ss/
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# Create VENV for KoyhaSS with inherit pytorch
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RUN python3.10 -m venv /ai/venv/kohya_ss/ --system-site-packages
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# Install python requirements
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RUN /ai/venv/kohya_ss/bin/python -m pip install --upgrade pip wheel
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RUN /ai/venv/kohya_ss/bin/python -m pip install -r requirements.txt && /ai/venv/kohya_ss/bin/python -m pip uninstall tensorflow
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RUN /ai/venv/kohya_ss/bin/python -m pip install accelerate tensorboard tensorflow-rocm lion_pytorch
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RUN /ai/venv/kohya_ss/bin/python -m pip install typing_extensions --upgrade
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# Set safe directory for extensions and stuff
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RUN git config --global --add safe.directory "*"
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# Go back to ai folder when done
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WORKDIR /ai
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# Setup PyTorch ENVs for AMD GPUs
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ENV PYTORCH_HIP_ALLOC_CONF=garbage_collection_threshold:0.8,max_split_size_mb:128
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# ENV HIP_VISIBLE_DEVICES="0"
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# ENV AMDGPU_TARGETS="gfx1030"
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# ENV HSA_OVERRIDE_GFX_VERSION='10.3.0'
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