scikit-learn<1.10,>=1.8.0
scipy<2,>=1.13.0
joblib<2,>=1.3.0
numpy<3,>=2.2.0

[full]
xgboost<4,>=3.1.3
lightgbm<5,>=4.6.0
catboost<2,>=1.2
hdbscan<0.9,>=0.8.31
pynndescent<0.7,>=0.5.13
umap-learn<0.6,>=0.5.8
kmodes<0.13,>=0.5
mlchemad<2,>=1.5.2
hnswlib<0.9,>=0.5.1
opentsne<2,>=1.0.0
imbalanced-learn<0.15,>=0.14.2
scikit-learn-extra<0.4,>=0.2.0
prince<0.21,>=0.17.0

[testing]
ml2json[full]
pytest
