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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
pip-wheel-metadata/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
.python-version | ||
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ |
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# Installation instructions | ||
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## Ubuntu 18.04 | ||
* Make sure <a href="https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html">CUDA</a> and <a href="https://docs.nvidia.com/deeplearning/sdk/cudnn-install/index.html">cuDNN</a> are installed. One configuration has been tested: | ||
- PyTorch 1.4.0, CUDA 10.1 and cuDNN 7.6 | ||
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* Ensure all python packages are installed : | ||
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sudo apt update | ||
sudo apt install python3-dev python3-pip python3-tk | ||
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* Follow <a href="https://pytorch.org/get-started/locally/">PyTorch installation procedure</a>. | ||
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* Install the other dependencies with pip: | ||
- numpy | ||
- scikit-learn | ||
- PyYAML | ||
- matplotlib (for visualization) | ||
- mayavi (for visualization) | ||
- PyQt5 (for visualization) | ||
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* Compile the C++ extension modules for python located in `cpp_wrappers`. Open a terminal in this folder, and run: | ||
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sh compile_wrappers.sh | ||
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You should now be able to train Kernel-Point Convolution models | ||
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## Windows 10 | ||
* Make sure <a href="https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html">CUDA</a> and <a href="https://docs.nvidia.com/deeplearning/sdk/cudnn-install/index.html">cuDNN</a> are installed. One configuration has been tested: | ||
- PyTorch 1.4.0, CUDA 10.1 and cuDNN 7.5 | ||
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* Follow <a href="https://pytorch.org/get-started/locally/">PyTorch installation procedure</a>. | ||
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* We used the PyCharm IDE to pip install all python dependencies (including PyTorch) in a venv: | ||
- torch | ||
- torchvision | ||
- numpy | ||
- scikit-learn | ||
- PyYAML | ||
- matplotlib (for visualization) | ||
- mayavi (for visualization) | ||
- PyQt5 (for visualization) | ||
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* Compile the C++ extension modules for python located in `cpp_wrappers`. You just have to execute two .bat files: | ||
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cpp_wrappers/cpp_neighbors/build.bat | ||
and | ||
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cpp_wrappers/cpp_subsampling/build.bat | ||
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You should now be able to train Kernel-Point Convolution models | ||
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