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A fast version of TreeSHAP algorithm.

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Fast TreeSHAP v1 and v2 are developed to improve the computational efficiency of TreeSHAP for large datasets, and in practice v1 is 1.5x faster, and v2 is 2.5x faster at the cost of a slightly higher memory usage.

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