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There are fast parallel sorting algorithms that should be able to take advantage of GPUs. Maybe they didn't implement them?


The LightGBM implementation on GPU is based on this paper: https://arxiv.org/abs/1706.08359 they use several smart techniques to make the computation faster. One is how they create histograms of features that are computed in parallel in the GPU




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