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I've done a quick comparison myself and lightgbm seems to be drastically slower than xgb for predictions: https://github.com/nolanp2/xgb_vs_lightgbm/blob/main/README.md
I can recommend https://github.com/intel/scikit-learn-intelex. We have been using this and it works great. The prediction time is greatly reduced and it has been running very stable. It's super easy to install and convert the trained XGB models to this Intel format.
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