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ARG DEV_IMAGE=nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04 |
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ARG BASE_IMAGE=nvidia/cuda:11.8.0-cudnn8-runtime-ubuntu22.04 |
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#ARG BASE_IMAGE=nvidia/cuda:11.6.2-cudnn8-devel-ubuntu20.04 |
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#ARG BASE_IMAGE=runpod/pytorch:3.10-2.0.0-117 |
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#ARG BASE_IMAGE=nvcr.io/nvidia/pytorch:23.03-py3 |
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FROM ${DEV_IMAGE} as builder |
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# https://github.com/runpod/containers/blob/main/oobabooga/Dockerfile |
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# run; DOCKER_BUILDKIT=1 docker build --build-arg MODEL_NAME="PygmalionAI/pygmalion-350m" -t magn418/runpod-oobabooga-pygmalion:test . |
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ARG MODEL_NAME="PygmalionAI/pygmalion-350m" |
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ENV MODEL_NAME=${MODEL_NAME} |
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WORKDIR / |
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SHELL ["/bin/bash", "-o", "pipefail", "-c"] |
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ENV DEBIAN_FRONTEND noninteractive\ |
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SHELL=/bin/bash |
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked apt-get update --yes && \ |
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# - apt-get upgrade is run to patch known vulnerabilities in apt-get packages as |
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# the ubuntu base image is rebuilt too seldom sometimes (less than once a month) |
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apt-get upgrade --yes && \ |
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apt install --yes --no-install-recommends \ |
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build-essential \ |
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cmake \ |
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ca-certificates \ |
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git \ |
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git-lfs \ |
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wget \ |
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curl \ |
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bash \ |
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# libgl1 \ |
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software-properties-common \ |
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openssh-server |
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# apt-get clean && rm -rf /var/lib/apt/lists/* && \ |
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# echo "en_US.UTF-8 UTF-8" > /etc/locale.gen |
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#RUN apt-key del 7fa2af80 && \ |
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# apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/3bf863cc.pub |
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# |
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#RUN add-apt-repository ppa:deadsnakes/ppa && \ |
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# apt-get install python3.10 python3.10-dev python3.10-venv python3-pip -y --no-install-recommends && \ |
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# update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.10 1 && \ |
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# update-alternatives --install /usr/bin/python python /usr/bin/python3 1 && \ |
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## update-alternatives --install /usr/bin/pip pip /usr/bin/pip3 1 && \ |
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# update-alternatives --set python3 /usr/bin/python3.10 && \ |
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# update-alternatives --set python /usr/bin/python3 && \ |
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# apt-get clean && rm -rf /var/lib/apt/lists/* |
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked apt-get update --yes && \ |
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apt install --yes --no-install-recommends \ |
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python3 python3-dev python3-venv python3-pip |
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# apt-get clean && rm -rf /var/lib/apt/lists/* |
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ARG TORCH_CUDA_ARCH_LIST="3.5;5.0;6.0;6.1;7.0;7.5;8.0;8.6+PTX" |
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ENV TORCH_CUDA_ARCH_LIST=${TORCH_CUDA_ARCH_LIST} |
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RUN --mount=type=cache,target=/root/.cache,sharing=locked pip3 install --upgrade pip setuptools && \ |
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pip3 install cuda-python==11.8.0 && \ |
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pip3 install torch torchvision torchaudio --extra-index-url=https://download.pytorch.org/whl/cu118 && \ |
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pip3 install bitsandbytes && \ |
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pip3 install safetensors && \ |
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pip3 install sentencepiece && \ |
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pip3 install diffusers && \ |
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pip3 install accelerate xformers triton && \ |
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pip3 install git+https://github.com/huggingface/transformers.git && \ |
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pip3 install huggingface-hub && \ |
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pip3 install runpod |
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# pip3 cache purge |
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RUN mkdir -p /workspace |
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WORKDIR /workspace |
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#RUN mkdir /workspace && |
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RUN cd /workspace && git clone https://github.com/oobabooga/text-generation-webui.git && \ |
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cd /workspace/text-generation-webui && pip3 install -r requirements.txt && \ |
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cd extensions/api && pip3 install -r requirements.txt |
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# pip3 cache purge |
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RUN cd /workspace/text-generation-webui/ && mkdir repositories && cd repositories && \ |
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# https://github.com/oobabooga/GPTQ-for-LLaMa |
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git clone --branch cuda --single-branch https://github.com/qwopqwop200/GPTQ-for-LLaMa.git && \ |
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(cd GPTQ-for-LLaMa && python3 setup_cuda.py bdist_wheel -d .) |
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# && python3 setup_cuda.py install |
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RUN cd /workspace/text-generation-webui && python3 download-model.py ${MODEL_NAME} |
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#RUN git lfs install && \ |
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# git clone --depth 1 https://huggingface.co/${MODEL_NAME} |
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FROM ${BASE_IMAGE} |
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#ENV TORCH_CUDA_ARCH_LIST="3.5;5.0;6.0;6.1;7.0;7.5;8.0;8.6+PTX" |
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RUN mkdir -p /workspace |
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WORKDIR /workspace |
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked apt-get update --yes && \ |
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apt install --yes --no-install-recommends \ |
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python3 python3-dev python3-venv python3-pip \ |
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make g++ \ |
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git |
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# apt-get clean && rm -rf /var/lib/apt/lists/* |
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RUN --mount=type=cache,target=/root/.cache,sharing=locked pip3 install --upgrade pip setuptools && \ |
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pip3 install cuda-python==11.8.0 && \ |
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pip3 install torch torchvision torchaudio --extra-index-url=https://download.pytorch.org/whl/cu118 && \ |
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pip3 install bitsandbytes && \ |
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cp /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cuda118.so /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so && \ |
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pip3 install safetensors && \ |
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pip3 install sentencepiece && \ |
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pip3 install diffusers && \ |
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pip3 install accelerate xformers triton && \ |
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pip3 install git+https://github.com/huggingface/transformers.git && \ |
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pip3 install rwkv && \ |
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pip3 install huggingface-hub && \ |
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pip3 install runpod |
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# pip3 cache purge |
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#RUN mkdir -p /workspace/text-generation-webui/repositories |
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COPY --from=builder /workspace/text-generation-webui /workspace/text-generation-webui |
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RUN --mount=type=cache,target=/root/.cache,sharing=locked \ |
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cd /workspace/text-generation-webui && pip3 install -r requirements.txt && \ |
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(cd extensions/api && pip3 install -r requirements.txt) && \ |
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(cd repositories/GPTQ-for-LLaMa && pip3 install -r requirements.txt) && \ |
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pip3 install /workspace/text-generation-webui/repositories/GPTQ-for-LLaMa/*.whl |
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# pip3 cache purge |
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COPY runpod_infer.py /workspace/ |
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COPY start.sh / |
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RUN chmod +x /start.sh |
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CMD [ "/start.sh" ] |