lobster-ai~=1.1.0
anndata>=0.9.0
h5py>=3.9.0
numpy>=1.23.0
pandas>=1.5.0
scipy>=1.10.0
scikit-learn>=1.3.0

[full]
lobster-ml[imbalanced,interpretability,ml,multiomics,survival,tuning,xgboost]

[imbalanced]
imbalanced-learn>=0.11.0

[interpretability]
shap>=0.44.0
interpret>=0.4.0

[ml]
torch>=2.0.0
scvi-tools>=1.0.0

[multiomics]
mofapy2>=0.7.0

[survival]
scikit-survival>=0.22.0

[tuning]
hyperopt>=0.2.7

[xgboost]
xgboost>=1.7.0
