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GitHub / VectorInstitute / FL4Health
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/VectorInstitute%2FFL4Health
Stars: 18
Forks: 2
Open Issues: 4
License: apache-2.0
Language: Python
Repo Size: 45.7 MB
Dependencies:
392
Created: over 1 year ago
Updated: 6 days ago
Last pushed: 5 days ago
Last synced: 5 days ago
Topics: deep-learning, distributed-learning, federated-learning, federated-learning-framework, healthcare, machine-learning
Files
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Readme
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Dependencies
- actions/checkout v3 composite
- actions/setup-python v3 composite
- actions/checkout v3 composite
- actions/setup-python v3 composite
.github/workflows/tests.yaml
actions
- actions/checkout v3 composite
- actions/setup-python v3 composite
- python ${PYTHON_VERSION}-slim build
- python ${PYTHON_VERSION}-slim build
- flwr *
- mypy *
- numpy *
- pandas *
- pyyaml *
- torch *
- torchvision *
- types-requests *
- types-setuptools *
- flwr *
- mypy *
- numpy *
- pandas *
- pyyaml *
- torch *
- torchvision *
- types-requests *
- types-setuptools *
.github/workflows/publish.yml
actions
- actions/checkout v3 composite
- actions/setup-python v4.3.0 composite
- pypa/gh-action-pypi-publish 27b31702a0e7fc50959f5ad993c78deac1bdfc29 composite
pyproject.toml
pypi
- flwr 1.4.0
- opacus ^1.3.0
- python >=3.9.0,<3.11
- tensorflow-privacy ^0.8.7
- torch ^1.12.1
requirements.txt
pypi
- black *
- flake8 *
- flwr ==1.4.0
- isort *
- mypy *
- nltk *
- numpy *
- opacus *
- pandas *
- pre-commit *
- pyproject-flake8 ==5.0.4
- pytest *
- pytest-cov *
- scikit-learn *
- tensorflow-privacy *
- toml *
- torch *
- torchdata *
- torcheval *
- torchinfo *
- torchtext *
- torchvision *
- types-requests *
- types-setuptools *
- wandb *
- Babel ==2.12.1
- GitPython ==3.1.31
- Jinja2 ==3.1.2
- Markdown ==3.4.3
- MarkupSafe ==2.1.2
- MedPy ==0.4.0
- Pillow ==9.5.0
- PyWavelets ==1.4.1
- PyYAML ==6.0
- Pygments ==2.15.1
- SimpleITK ==2.2.1
- Sphinx ==4.5.0
- Werkzeug ==2.3.4
- absl-py ==1.0.0
- alabaster ==0.7.13
- albumentations ==1.3.0
- appdirs ==1.4.4
- array-record ==0.2.0
- astor ==0.8.1
- astunparse ==1.6.3
- attrs ==21.4.0
- autograd ==1.5
- autograd-gamma ==0.5.0
- batchgenerators ==0.25
- black ==23.3.0
- cachetools ==5.3.0
- certifi ==2023.5.7
- cfgv ==3.3.1
- charset-normalizer ==3.1.0
- click ==8.1.3
- cloudpickle ==2.2.1
- contourpy ==1.0.7
- coverage ==7.2.5
- cycler ==0.11.0
- dask ==2023.5.0
- decorator ==5.1.1
- dicom-numpy ==0.6.5
- dicom2nifti ==2.4.8
- distlib ==0.3.6
- dm-tree ==0.1.8
- docker-pycreds ==0.4.0
- docutils ==0.17.1
- dp-accounting ==0.4.1
- efficientnet-pytorch ==0.7.1
- etils ==1.3.0
- exceptiongroup ==1.1.1
- filelock ==3.12.0
- flake8 ==5.0.4
- flatbuffers ==23.5.9
- flwr ==1.4.0
- fonttools ==4.39.4
- formulaic ==0.6.1
- fsspec ==2023.5.0
- future ==0.18.3
- gast ==0.4.0
- gitdb ==4.0.10
- google-api-core ==2.11.0
- google-api-python-client ==2.87.0
- google-auth ==2.18.1
- google-auth-httplib2 ==0.1.0
- google-auth-oauthlib ==1.0.0
- google-pasta ==0.2.0
- googleapis-common-protos ==1.59.0
- grpcio ==1.54.2
- h5py ==3.8.0
- histolab ==0.6.0
- httplib2 ==0.22.0
- identify ==2.5.24
- idna ==3.4
- imageio ==2.29.0
- imagesize ==1.4.1
- immutabledict ==2.2.4
- importlib-metadata ==6.6.0
- importlib-resources ==5.12.0
- iniconfig ==2.0.0
- interface-meta ==1.3.0
- isort ==5.12.0
- iterators ==0.0.2
- jax ==0.4.10
- joblib ==1.2.0
- keras ==2.12.0
- kiwisolver ==1.4.4
- large-image ==1.20.6
- large-image-source-openslide ==1.20.6
- libclang ==16.0.0
- lifelines ==0.27.7
- linecache2 ==1.0.0
- llvmlite ==0.40.0
- locket ==1.0.0
- matplotlib ==3.7.1
- mccabe ==0.7.0
- ml-dtypes ==0.1.0
- monai ==1.1.0
- mpmath ==1.2.1
- mypy ==1.3.0
- mypy-extensions ==1.0.0
- networkx ==3.1
- nibabel ==3.2.2
- nltk ==3.8.1
- nnunet ==1.7.0
- nodeenv ==1.8.0
- numba ==0.57.0
- numpy ==1.22.4
- oauthlib ==3.2.2
- opacus ==1.4.0
- opencv-python-headless ==4.7.0.72
- openslide-python ==1.2.0
- opt-einsum ==3.3.0
- packaging ==22.0
- palettable ==3.3.3
- pandas ==1.5.3
- parameterized ==0.9.0
- partd ==1.4.0
- pathspec ==0.11.1
- pathtools ==0.1.2
- patsy ==0.5.3
- platformdirs ==3.5.1
- pluggy ==1.0.0
- portalocker ==2.8.2
- pre-commit ==3.3.2
- promise ==2.3
- protobuf ==3.20.3
- psutil ==5.9.5
- pyasn1 ==0.5.0
- pyasn1-modules ==0.3.0
- pycodestyle ==2.9.1
- pydicom ==2.3.1
- pyflakes ==2.5.0
- pynndescent ==0.5.10
- pyparsing ==3.0.9
- pyproject-flake8 ==5.0.4
- pytest ==7.3.1
- pytest-cov ==4.0.0
- python-dateutil ==2.8.2
- python-gdcm ==3.0.22
- pytz ==2023.3
- qudida ==0.0.4
- regex ==2023.5.5
- requests ==2.30.0
- requests-oauthlib ==1.3.1
- rsa ==4.9
- scikit-image ==0.19.3
- scikit-learn ==1.2.2
- scipy ==1.7.3
- seaborn ==0.12.2
- sentry-sdk ==1.23.1
- setproctitle ==1.3.2
- six ==1.16.0
- sklearn ==0.0.post5
- smmap ==5.0.0
- snowballstemmer ==2.2.0
- sphinx-rtd-theme ==1.0.0
- sphinxcontrib-applehelp ==1.0.4
- sphinxcontrib-devhelp ==1.0.2
- sphinxcontrib-htmlhelp ==2.0.1
- sphinxcontrib-jsmath ==1.0.1
- sphinxcontrib-qthelp ==1.0.3
- sphinxcontrib-serializinghtml ==1.1.5
- statsmodels ==0.14.0
- sympy ==1.12
- tensorboard ==2.12.3
- tensorboard-data-server ==0.7.0
- tensorflow ==2.12.0
- tensorflow-datasets ==4.9.2
- tensorflow-estimator ==2.12.0
- tensorflow-io-gcs-filesystem ==0.32.0
- tensorflow-metadata ==1.13.1
- tensorflow-privacy ==0.8.9
- tensorflow-probability ==0.15.0
- termcolor ==2.3.0
- threadpoolctl ==3.1.0
- tifffile ==2023.4.12
- tifftools ==1.3.9
- toml ==0.10.2
- tomli ==2.0.1
- toolz ==0.12.0
- torch ==2.0.1
- torchdata ==0.6.1
- torcheval ==0.0.7
- torchinfo ==1.8.0
- torchtext ==0.15.2
- torchvision ==0.15.2
- tqdm ==4.65.0
- traceback2 ==1.4.0
- types-PyYAML ==6.0.12.10
- types-protobuf ==4.23.0.1
- types-requests ==2.30.0.0
- types-setuptools ==67.7.0.3
- types-six ==1.16.21.8
- types-tabulate ==0.9.0.2
- types-urllib3 ==1.26.25.13
- typing_extensions ==4.5.0
- umap-learn ==0.5.3
- unittest2 ==1.1.0
- uritemplate ==4.1.1
- urllib3 ==1.26.15
- virtualenv ==20.23.0
- wandb ==0.15.3
- wget ==3.2
- wrapt ==1.14.1
- zipp ==3.15.0