Instance_seg_docker / Dockerfile
Ayushnangia's picture
added dockerfile
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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"]