FROM nvidia/cuda:11.8.0-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 && \ pip3 install torch torchvision torchaudio && \ 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="${TORCH_CUDA_ARCH_LIST:-3.5;5.0;6.0;6.1;7.0;7.5;8.0;8.6+PTX}" RUN . /build/venv/bin/activate && \ python3 setup_cuda.py bdist_wheel -d . FROM nvidia/cuda:11.8.0-runtime-ubuntu22.04 LABEL maintainer="Your Name " LABEL description="Docker image for GPTQ-for-LLaMa and Text Generation WebUI" RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,rw apt-get update && \ apt-get install --no-install-recommends -y python3-dev libportaudio2 libasound-dev git python3 python3-pip make g++ ffmpeg && \ rm -rf /var/lib/apt/lists/* RUN --mount=type=cache,target=/root/.cache/pip,rw pip3 install virtualenv RUN mkdir /app WORKDIR /app ARG WEBUI_VERSION RUN test -n "${WEBUI_VERSION}" && git reset --hard ${WEBUI_VERSION} || echo "Using provided webui source" # Create virtualenv RUN virtualenv /app/venv RUN --mount=type=cache,target=/root/.cache/pip,rw \ . /app/venv/bin/activate && \ pip3 install --upgrade pip setuptools wheel && \ pip3 install torch torchvision torchaudio sentence_transformers xformers # Copy and install GPTQ-for-LLaMa COPY --from=builder /build /app/repositories/GPTQ-for-LLaMa RUN --mount=type=cache,target=/root/.cache/pip,rw \ . /app/venv/bin/activate && \ pip3 install /app/repositories/GPTQ-for-LLaMa/*.whl # Install main requirements COPY requirements.txt /app/requirements.txt RUN --mount=type=cache,target=/root/.cache/pip,rw \ . /app/venv/bin/activate && \ pip3 install -r requirements.txt COPY . /app/ RUN cp /app/venv/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cuda118.so /app/venv/lib/python3.10/site-packages/bitsandbytes/libbitsandbytes_cpu.so # Install extension requirements RUN --mount=type=cache,target=/root/.cache/pip,rw \ . /app/venv/bin/activate && \ for ext in /app/extensions/*/requirements.txt; do \ cd "$(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}