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130 lines
5.1 KiB
Docker
130 lines
5.1 KiB
Docker
FROM nvidia/cuda:11.8.0-devel-ubuntu22.04 AS env_base
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# Pre-reqs
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RUN apt-get update && apt-get install --no-install-recommends -y \
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git vim build-essential python3-dev python3-venv python3-pip
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# Instantiate venv and pre-activate
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RUN pip3 install virtualenv
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RUN virtualenv /venv
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# Credit, Itamar Turner-Trauring: https://pythonspeed.com/articles/activate-virtualenv-dockerfile/
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ENV VIRTUAL_ENV=/venv
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RUN python3 -m venv $VIRTUAL_ENV
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ENV PATH="$VIRTUAL_ENV/bin:$PATH"
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RUN pip3 install --upgrade pip setuptools && \
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pip3 install torch torchvision torchaudio
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FROM env_base AS app_base
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# Copy and enable all scripts
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COPY ./scripts /scripts
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RUN chmod +x /scripts/*
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### DEVELOPERS/ADVANCED USERS ###
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# Clone oobabooga/text-generation-webui
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RUN git clone https://github.com/oobabooga/text-generation-webui /src
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# Use script to check out specific version
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ARG VERSION_TAG
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ENV VERSION_TAG=${VERSION_TAG}
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RUN . /scripts/checkout_src_version.sh
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# To use local source: comment out the git clone command then set the build arg `LCL_SRC_DIR`
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#ARG LCL_SRC_DIR="text-generation-webui"
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#COPY ${LCL_SRC_DIR} /src
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#################################
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ENV LLAMA_CUBLAS=1
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# Copy source to app
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RUN cp -ar /src /app
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# Install oobabooga/text-generation-webui
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RUN --mount=type=cache,target=/root/.cache/pip pip3 install -r /app/requirements.txt
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# Install extensions
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RUN --mount=type=cache,target=/root/.cache/pip \
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chmod +x /scripts/build_extensions.sh && . /scripts/build_extensions.sh
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# Clone default GPTQ
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RUN git clone https://github.com/oobabooga/GPTQ-for-LLaMa.git -b cuda /app/repositories/GPTQ-for-LLaMa
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# Build and install default GPTQ ('quant_cuda')
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ARG TORCH_CUDA_ARCH_LIST="6.1;7.0;7.5;8.0;8.6+PTX"
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RUN cd /app/repositories/GPTQ-for-LLaMa/ && python3 setup_cuda.py install
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FROM nvidia/cuda:11.8.0-devel-ubuntu22.04 AS base
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# Runtime pre-reqs
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RUN apt-get update && apt-get install --no-install-recommends -y \
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python3-venv python3-dev git
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# Copy app and src
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COPY --from=app_base /app /app
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COPY --from=app_base /src /src
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# Copy and activate venv
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COPY --from=app_base /venv /venv
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ENV VIRTUAL_ENV=/venv
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RUN python3 -m venv $VIRTUAL_ENV
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ENV PATH="$VIRTUAL_ENV/bin:$PATH"
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# Finalise app setup
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WORKDIR /app
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EXPOSE 7860
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EXPOSE 5000
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EXPOSE 5005
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# Required for Python print statements to appear in logs
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ENV PYTHONUNBUFFERED=1
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# Force variant layers to sync cache by setting --build-arg BUILD_DATE
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ARG BUILD_DATE
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ENV BUILD_DATE=$BUILD_DATE
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RUN echo "$BUILD_DATE" > /build_date.txt
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ARG VERSION_TAG
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ENV VERSION_TAG=$VERSION_TAG
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RUN echo "$VERSION_TAG" > /version_tag.txt
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# Copy and enable all scripts
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COPY ./scripts /scripts
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RUN chmod +x /scripts/*
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# Run
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ENTRYPOINT ["/scripts/docker-entrypoint.sh"]
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# VARIANT BUILDS
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FROM base AS cuda
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RUN echo "CUDA" >> /variant.txt
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RUN apt-get install --no-install-recommends -y git python3-dev python3-pip
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RUN rm -rf /app/repositories/GPTQ-for-LLaMa && \
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git clone https://github.com/qwopqwop200/GPTQ-for-LLaMa -b cuda /app/repositories/GPTQ-for-LLaMa
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RUN pip3 uninstall -y quant-cuda && \
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sed -i 's/^safetensors==0\.3\.0$/safetensors/g' /app/repositories/GPTQ-for-LLaMa/requirements.txt && \
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pip3 install -r /app/repositories/GPTQ-for-LLaMa/requirements.txt
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ENV EXTRA_LAUNCH_ARGS=""
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CMD ["python3", "/app/server.py"]
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FROM base AS triton
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RUN echo "TRITON" >> /variant.txt
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RUN apt-get install --no-install-recommends -y git python3-dev build-essential python3-pip
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RUN rm -rf /app/repositories/GPTQ-for-LLaMa && \
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git clone https://github.com/qwopqwop200/GPTQ-for-LLaMa -b triton /app/repositories/GPTQ-for-LLaMa
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RUN pip3 uninstall -y quant-cuda && \
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sed -i 's/^safetensors==0\.3\.0$/safetensors/g' /app/repositories/GPTQ-for-LLaMa/requirements.txt && \
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pip3 install -r /app/repositories/GPTQ-for-LLaMa/requirements.txt
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ENV EXTRA_LAUNCH_ARGS=""
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CMD ["python3", "/app/server.py"]
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FROM base AS llama-cublas
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RUN echo "LLAMA-CUBLAS" >> /variant.txt
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RUN apt-get install --no-install-recommends -y git python3-dev build-essential python3-pip
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ENV LLAMA_CUBLAS=1
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RUN pip uninstall -y llama-cpp-python && pip install llama-cpp-python
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ENV EXTRA_LAUNCH_ARGS=""
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CMD ["python3", "/app/server.py"]
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FROM base AS monkey-patch
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RUN echo "4-BIT MONKEY-PATCH" >> /variant.txt
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RUN apt-get install --no-install-recommends -y git python3-dev build-essential python3-pip
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RUN git clone https://github.com/johnsmith0031/alpaca_lora_4bit /app/repositories/alpaca_lora_4bit && \
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cd /app/repositories/alpaca_lora_4bit && git checkout 2f704b93c961bf202937b10aac9322b092afdce0
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ARG TORCH_CUDA_ARCH_LIST="8.6"
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RUN pip install git+https://github.com/sterlind/GPTQ-for-LLaMa.git@lora_4bit
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ENV EXTRA_LAUNCH_ARGS=""
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CMD ["python3", "/app/server.py", "--monkey-patch"]
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FROM base AS llama-cpu
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RUN echo "LLAMA-CPU" >> /variant.txt
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RUN apt-get install --no-install-recommends -y git python3-dev build-essential python3-pip
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RUN unset TORCH_CUDA_ARCH_LIST LLAMA_CUBLAS
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RUN pip uninstall -y llama_cpp_python_cuda llama-cpp-python && pip install llama-cpp-python --force-reinstall --upgrade
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ENV EXTRA_LAUNCH_ARGS=""
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CMD ["python3", "/app/server.py", "--cpu"]
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FROM base AS default
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RUN echo "DEFAULT" >> /variant.txt
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ENV EXTRA_LAUNCH_ARGS=""
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CMD ["python3", "/app/server.py"]
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