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| ## Installation | |
| ### Requirements | |
| - Linux or macOS with Python ≥ 3.6 | |
| - PyTorch ≥ 1.9 and [torchvision](https://github.com/pytorch/vision/) that matches the PyTorch installation. | |
| Install them together at [pytorch.org](https://pytorch.org) to make sure of this. Note, please check | |
| PyTorch version matches that is required by Detectron2. | |
| - Detectron2: follow [Detectron2 installation instructions](https://detectron2.readthedocs.io/tutorials/install.html). | |
| - OpenCV is optional but needed by demo and visualization | |
| - `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. | |
| ```bash | |
| cd mask2former/modeling/pixel_decoder/ops | |
| sh make.sh | |
| ``` | |
| #### Building on another system | |
| To build on a system that does not have a GPU device but provide the drivers: | |
| ```bash | |
| TORCH_CUDA_ARCH_LIST='8.0' FORCE_CUDA=1 python setup.py build install | |
| ``` | |
| ### Example conda environment setup | |
| ```bash | |
| conda create --name mask2former python=3.8 -y | |
| conda activate mask2former | |
| conda install pytorch==1.9.0 torchvision==0.10.0 cudatoolkit=11.1 -c pytorch -c nvidia | |
| pip install -U opencv-python | |
| # under your working directory | |
| git clone [email protected]: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 | |
| cd .. | |
| git clone [email protected]:facebookresearch/Mask2Former.git | |
| cd Mask2Former | |
| pip install -r requirements.txt | |
| cd mask2former/modeling/pixel_decoder/ops | |
| sh make.sh | |
| ``` | |