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Installation

Requirements

  • Python ≥ 3.6
  • PyTorch ≥ 1.9 and torchvision that matches the PyTorch installation. Install them together at pytorch.org to make sure of this. Note, please check PyTorch version matches that is required by Detectron2.
  • Detectron2: follow Detectron2 installation instructions.
  • OpenCV is optional but needed by demo and visualization
  • Panopticapi: pip install git+https://github.com/cocodataset/panopticapi.git
  • pip install -r requirements.txt

CUDA kernel for MSDeformAttn

After preparing the required environment, run the following command to compile CUDA kernel for MSDeformAttn:

CUDA_HOME must be defined and points to the directory of the installed CUDA toolkit.

cd mask2former/modeling/pixel_decoder/ops
sh make.sh

Example conda environment setup

conda create --name dvis python=3.8 -y
conda activate dvis
pip install torch==1.9.0+cu111 torchvision==0.10.0+cu111 torchaudio==0.9.0 -f https://download.pytorch.org/whl/torch_stable.html
pip install -U opencv-python

# install detectron2
python -m pip install detectron2 -f \
  https://dl.fbaipublicfiles.com/detectron2/wheels/cu111/torch1.9/index.html

# install panoptic api
pip install git+https://github.com/cocodataset/panopticapi.git

git clone https://github.com/zhang-tao-whu/DVIS_Plus.git
cd DVIS_Plus
pip install -r requirements.txt
cd mask2former/modeling/pixel_decoder/ops
sh make.sh