requests>=2.25.0
cffi<3.0.0,>=1.15.0

[all]
khy-quant[full]

[backend]
khy-quant-backend>=1.6.0

[data]
akshare>=1.12.0
pandas<3.0.0,>=2.0.0
numpy<3.0.0,>=1.24.0

[dev]
build
twine
pytest

[frontend]
khy-quant-frontend>=1.6.0

[full]
khy-quant[data]
khy-quant[ml]

[ml]
khy-quant[data]
scikit-learn==1.8.0
xgboost==3.2.0
lightgbm==4.6.0
joblib==1.5.3
scipy>=1.10.0
ta>=0.11.0
tqdm>=4.65.0
pyyaml>=6.0
loguru>=0.7.0
