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max_leaf_nodes in HistGradientBoostingRegressor changes automatically based on values in max depth during training #16179

@iamdbestjoy

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@iamdbestjoy

The algo works fine when i set max_depth 40 and max_leaf_nodes 40 but if i set max_depth as 15 and max_leaf_nodes as 40 then for some trees the max_leaf_nodes automatically changes to a very large number (around 3000-4000) and it takes long time to add that single tree
histGBMBug

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