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FROM nvidia/cuda:12.1.0-devel-ubuntu22.04 as builder | |
RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,rw apt-get update && \ | |
apt-get install --no-install-recommends -y git vim build-essential python3-dev python3-venv && \ | |
rm -rf /var/lib/apt/lists/* | |
RUN git clone --depth=1 https://github.com/oobabooga/GPTQ-for-LLaMa /build | |
WORKDIR /build | |
RUN --mount=type=cache,target=/root/.cache/pip,rw \ | |
python3 -m venv /build/venv && \ | |
. /build/venv/bin/activate && \ | |
pip3 install --upgrade pip setuptools wheel ninja && \ | |
pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121 && \ | |
pip3 install -r requirements.txt | |
# https://developer.nvidia.com/cuda-gpus | |
# for a rtx 2060: ARG TORCH_CUDA_ARCH_LIST="7.5" | |
ARG TORCH_CUDA_ARCH_LIST="${TORCH_CUDA_ARCH_LIST:-3.5;5.0;6.0;6.1;7.0;7.5;8.0;8.6+PTX}" | |
RUN . /build/venv/bin/activate && \ | |
python3 setup_cuda.py bdist_wheel -d . | |
FROM nvidia/cuda:12.1.0-runtime-ubuntu22.04 | |
LABEL maintainer="Your Name <your.email@example.com>" | |
LABEL description="Docker image for GPTQ-for-LLaMa and Text Generation WebUI" | |
RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,rw apt-get update && \ | |
apt-get install --no-install-recommends -y python3-dev libportaudio2 libasound-dev git python3 python3-pip make g++ ffmpeg && \ | |
rm -rf /var/lib/apt/lists/* | |
RUN --mount=type=cache,target=/root/.cache/pip,rw pip3 install virtualenv | |
RUN mkdir /app | |
WORKDIR /app | |
ARG WEBUI_VERSION | |
RUN test -n "${WEBUI_VERSION}" && git reset --hard ${WEBUI_VERSION} || echo "Using provided webui source" | |
# Create virtualenv | |
RUN virtualenv /app/venv | |
RUN --mount=type=cache,target=/root/.cache/pip,rw \ | |
. /app/venv/bin/activate && \ | |
pip3 install --upgrade pip setuptools wheel ninja && \ | |
pip3 install torch --index-url https://download.pytorch.org/whl/cu121 && \ | |
pip3 install torchvision torchaudio sentence_transformers xformers | |
# Copy and install GPTQ-for-LLaMa | |
COPY --from=builder /build /app/repositories/GPTQ-for-LLaMa | |
RUN --mount=type=cache,target=/root/.cache/pip,rw \ | |
. /app/venv/bin/activate && \ | |
pip3 install /app/repositories/GPTQ-for-LLaMa/*.whl | |
# Install main requirements | |
COPY requirements.txt /app/requirements.txt | |
RUN --mount=type=cache,target=/root/.cache/pip,rw \ | |
. /app/venv/bin/activate && \ | |
pip3 install -r requirements.txt | |
COPY . /app/ | |
RUN cp /app/venv/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cuda121.so /app/venv/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cpu.so | |
# Install extension requirements | |
RUN --mount=type=cache,target=/root/.cache/pip,rw \ | |
. /app/venv/bin/activate && \ | |
for ext in /app/extensions/*/requirements.txt; do \ | |
cd "$(dirname "$ext")"; \ | |
pip3 install -r requirements.txt; \ | |
done | |
ENV CLI_ARGS="" | |
EXPOSE ${CONTAINER_PORT:-7860} ${CONTAINER_API_PORT:-5000} ${CONTAINER_API_STREAM_PORT:-5005} | |
CMD . /app/venv/bin/activate && python3 server.py ${CLI_ARGS} | |