VoltaTrees
A LLVM-based compiler for XGBoost and LightGBM decision trees.
voltatrees converts trained XGBoost and LightGBM models to optimized machine code, speeding-up prediction by ≥10x.
Example
import voltatrees.volta_XGBM as vxgb
model = vxgb.Model(model_file="NYC_taxi/xgb_model.txt")
model.compile()
model.predict(df)import voltatrees.volta_LGBM as vlgb
model = vlgb.Model(model_file="NYC_taxi/lgb_model.txt")
model.compile()
model.predict(df)Installation
git clone https://github.com/VoltaML/volta-trees.git
cd volta-trees/
pip install -e .Benchmarks
(TBD on bare-metal machine)
Development
git clone git clone https://github.com/VoltaML/volta-trees.git
cd volta-trees/
pip install -e .
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent