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FROM nvidia/cuda:12.1.0-devel-ubuntu22.04 as builder |
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,rw apt-get update && \ |
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apt-get install --no-install-recommends -y git vim build-essential python3-dev python3-venv && \ |
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rm -rf /var/lib/apt/lists/* |
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RUN git clone --depth=1 https://github.com/oobabooga/GPTQ-for-LLaMa /build |
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WORKDIR /build |
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RUN --mount=type=cache,target=/root/.cache/pip,rw \ |
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python3 -m venv /build/venv && \ |
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. /build/venv/bin/activate && \ |
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pip3 install --upgrade pip setuptools wheel ninja && \ |
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pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121 && \ |
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pip3 install -r requirements.txt |
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ARG TORCH_CUDA_ARCH_LIST="${TORCH_CUDA_ARCH_LIST:-3.5;5.0;6.0;6.1;7.0;7.5;8.0;8.6+PTX}" |
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RUN . /build/venv/bin/activate && \ |
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python3 setup_cuda.py bdist_wheel -d . |
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FROM nvidia/cuda:12.1.0-runtime-ubuntu22.04 |
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LABEL maintainer="Your Name <your.email@example.com>" |
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LABEL description="Docker image for GPTQ-for-LLaMa and Text Generation WebUI" |
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,rw apt-get update && \ |
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apt-get install --no-install-recommends -y python3-dev libportaudio2 libasound-dev git python3 python3-pip make g++ ffmpeg && \ |
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rm -rf /var/lib/apt/lists/* |
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RUN --mount=type=cache,target=/root/.cache/pip,rw pip3 install virtualenv |
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RUN mkdir /app |
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WORKDIR /app |
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ARG WEBUI_VERSION |
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RUN test -n "${WEBUI_VERSION}" && git reset --hard ${WEBUI_VERSION} || echo "Using provided webui source" |
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RUN virtualenv /app/venv |
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RUN --mount=type=cache,target=/root/.cache/pip,rw \ |
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. /app/venv/bin/activate && \ |
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pip3 install --upgrade pip setuptools wheel ninja && \ |
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pip3 install torch --index-url https://download.pytorch.org/whl/cu121 && \ |
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pip3 install torchvision torchaudio sentence_transformers xformers |
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COPY --from=builder /build /app/repositories/GPTQ-for-LLaMa |
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RUN --mount=type=cache,target=/root/.cache/pip,rw \ |
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. /app/venv/bin/activate && \ |
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pip3 install /app/repositories/GPTQ-for-LLaMa/*.whl |
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COPY requirements.txt /app/requirements.txt |
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RUN --mount=type=cache,target=/root/.cache/pip,rw \ |
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. /app/venv/bin/activate && \ |
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pip3 install -r requirements.txt |
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COPY . /app/ |
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RUN cp /app/venv/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cuda121.so /app/venv/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cpu.so |
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RUN --mount=type=cache,target=/root/.cache/pip,rw \ |
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. /app/venv/bin/activate && \ |
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for ext in /app/extensions/*/requirements.txt; do \ |
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cd "$(dirname "$ext")"; \ |
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pip3 install -r requirements.txt; \ |
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done |
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ENV CLI_ARGS="" |
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EXPOSE ${CONTAINER_PORT:-7860} ${CONTAINER_API_PORT:-5000} ${CONTAINER_API_STREAM_PORT:-5005} |
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CMD . /app/venv/bin/activate && python3 server.py ${CLI_ARGS} |
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