updating Dockerfile
Browse files- Dockerfile +49 -40
- requirements.txt +22 -17
Dockerfile
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# Install system dependencies
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RUN apt-get update && apt-get install -y \
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git \
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build-essential \
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cmake \
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python3-dev \
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libglib2.0-0 \
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libsm6 \
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libxext6 \
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libxrender-dev \
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libgomp1 \
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libgl1-mesa-glx \
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curl \
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ninja-build \
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gcc-8 \
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g++-8 \
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&& rm -rf /var/lib/apt/lists/*
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# Set gcc-8 as default (better compatibility with detectron2)
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RUN update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-8 800 --slave /usr/bin/g++ g++ /usr/bin/g++-8
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-
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# Create user
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RUN useradd -m -u 1000 user
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WORKDIR /app
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#
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RUN pip install --upgrade "pip<24.1" setuptools wheel
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# Install PyTorch
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RUN pip install torch==1.13.1+cpu torchvision==0.14.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
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# Install
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RUN pip install numpy==1.21.6 pillow==9.5.0
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# Install detectron2 dependencies
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RUN pip install \
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pycocotools \
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opencv-python==4.5.5.64 \
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scipy==1.7.3 \
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matplotlib==3.5.3
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cloudpickle \
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tabulate \
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tensorboard \
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yacs \
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termcolor \
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future \
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fvcore \
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iopath==0.1.9 \
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omegaconf==2.1.2 \
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hydra-core==1.1.2
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#
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git checkout v0.6 && \
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python -m pip install -e . && \
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cd ..
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# Install
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RUN pip install \
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scikit-learn==1.0.2 \
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scikit-image==0.19.3 \
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gradio==3.35.2 \
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huggingface_hub==0.15.1 \
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tqdm
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# Switch to user
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USER user
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@@ -76,7 +88,7 @@ ENV HOME=/home/user PATH=/home/user/.local/bin:$PATH
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# Copy application
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COPY --chown=user:user . /app
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# Install
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COPY --chown=user:user requirements.txt /app/requirements.txt
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RUN pip install --user --no-deps -r /app/requirements.txt || true
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ENV TORCH_CUDA_ARCH_LIST=""
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ENV PYTHONUNBUFFERED=1
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# Create necessary directories
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RUN mkdir -p /home/user/.cache
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EXPOSE 7860
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CMD ["python", "app.py"]
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# Stage 1: Build detectron2
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FROM python:3.8-slim as builder
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RUN apt-get update && apt-get install -y \
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git \
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build-essential \
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cmake \
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ninja-build \
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python3-dev \
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gcc-8 \
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g++-8 \
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&& rm -rf /var/lib/apt/lists/*
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# Set gcc-8 as default
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RUN update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-8 800 --slave /usr/bin/g++ g++ /usr/bin/g++-8
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# Install build dependencies
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RUN pip install --upgrade "pip<24.1" setuptools wheel
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RUN pip install torch==1.13.1+cpu torchvision==0.14.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
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RUN pip install numpy==1.21.6 cython pycocotools
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# Build detectron2 wheel
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WORKDIR /tmp
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RUN git clone https://github.com/facebookresearch/detectron2.git && \
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cd detectron2 && \
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git checkout v0.6 && \
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python setup.py bdist_wheel && \
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cp dist/*.whl /wheels/ || mkdir -p /wheels && \
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pip wheel . --wheel-dir=/wheels
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# Stage 2: Runtime image
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FROM python:3.8-slim
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# Install runtime dependencies only
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RUN apt-get update && apt-get install -y \
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libglib2.0-0 \
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libsm6 \
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libxext6 \
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libxrender-dev \
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libgomp1 \
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libgl1-mesa-glx \
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libgcc-s1 \
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&& rm -rf /var/lib/apt/lists/*
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# Create user
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RUN useradd -m -u 1000 user
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WORKDIR /app
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# Install Python packages
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RUN pip install --upgrade "pip<24.1" setuptools wheel
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# Install PyTorch
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RUN pip install torch==1.13.1+cpu torchvision==0.14.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
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# Install core dependencies
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RUN pip install \
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numpy==1.21.6 \
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pillow==9.5.0 \
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pycocotools \
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opencv-python==4.5.5.64 \
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scipy==1.7.3 \
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matplotlib==3.5.3
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# Copy and install detectron2 wheel from builder
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COPY --from=builder /wheels/detectron2*.whl /tmp/
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RUN pip install /tmp/detectron2*.whl && rm -f /tmp/detectron2*.whl
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# Install remaining dependencies
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RUN pip install \
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scikit-learn==1.0.2 \
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scikit-image==0.19.3 \
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gradio==3.35.2 \
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huggingface_hub==0.15.1 \
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tqdm \
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iopath==0.1.9 \
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omegaconf==2.1.2 \
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hydra-core==1.1.2 \
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tabulate \
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tensorboard \
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yacs \
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termcolor
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# Switch to user
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USER user
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# Copy application
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COPY --chown=user:user . /app
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# Install user requirements
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COPY --chown=user:user requirements.txt /app/requirements.txt
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RUN pip install --user --no-deps -r /app/requirements.txt || true
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ENV TORCH_CUDA_ARCH_LIST=""
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ENV PYTHONUNBUFFERED=1
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EXPOSE 7860
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CMD ["python", "app.py"]
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requirements.txt
CHANGED
@@ -1,19 +1,24 @@
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#
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git+https://github.com/
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git+https://github.com/mcordts/cityscapesScripts.git
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#
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imutils
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cython
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h5py
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timm==0.4.12
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einops
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gdown
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wget
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submitit
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shapely
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regex
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ftfy
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inflect
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# Git dependencies compatible with Python 3.8
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git+https://github.com/cocodataset/panopticapi.git@7bb4655
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git+https://github.com/mcordts/cityscapesScripts.git@4f57ab6
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# Core dependencies with Python 3.8 compatible versions
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imutils==0.5.4
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cython==0.29.35
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h5py==3.7.0
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timm==0.4.12
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einops==0.6.1
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gdown==4.5.4
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wget==3.2
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submitit==1.4.5
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shapely==1.8.5
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regex==2022.10.31
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ftfy==6.1.1
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inflect==6.0.4
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# Don't install these - handled in Dockerfile
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# torch
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# torchvision
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# detectron2
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# numpy
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# pillow
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