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# Use an official Python runtime as a parent image | |
FROM python:3.8-slim-buster | |
# Set the working directory in the container | |
WORKDIR /app | |
# Install system dependencies | |
RUN apt-get update && apt-get install -y \ | |
git \ | |
build-essential \ | |
libglib2.0-0 \ | |
libsm6 \ | |
libxext6 \ | |
libxrender-dev \ | |
libgl1-mesa-glx \ | |
&& rm -rf /var/lib/apt/lists/* | |
# Install PyTorch, torchvision, and cudatoolkit | |
RUN pip install torch==1.9.0 torchvision==0.10.0 | |
# Install OpenCV | |
RUN pip install opencv-python | |
# Clone and install Detectron2 | |
RUN git clone https://github.com/facebookresearch/detectron2.git \ | |
&& cd detectron2 \ | |
&& pip install -e . \ | |
&& pip install git+https://github.com/cocodataset/panopticapi.git \ | |
&& pip install git+https://github.com/mcordts/cityscapesScripts.git | |
# Clone and setup MaskDINO | |
RUN git clone https://github.com/facebookresearch/MaskDINO.git \ | |
&& cd MaskDINO \ | |
&& pip install -r requirements.txt | |
# Set CUDA_HOME environment variable | |
ENV CUDA_HOME /usr/local/cuda | |
# Compile CUDA kernel for MSDeformAttn | |
RUN cd /app/MaskDINO/maskdino/modeling/pixel_decoder/ops \ | |
&& sh make.sh | |
# Set the default command to execute | |
# when creating a new container | |
CMD ["bash"] | |