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Jun 5, 2024 · Artificial Intelligence

How Treelite Supercharges Tree Model Inference by Up to 6×

This article introduces Treelite, an open‑source library that compiles XGBoost, LightGBM, and scikit‑learn tree models into optimized shared libraries, explains its branch‑prediction and comparison‑simplification techniques, and provides step‑by‑step Python examples showing significant inference speed gains across different batch sizes.