FEA Implement pruning using honest subsample data to fit the leaves #1553

Job	Run time
Source distribution	1m 38s
Build wheels on Arm M1 with Python cp39	1m 40s
Build wheels on manylinux - x86_64 with Python cp39	1m 40s
Build wheels on Arm M1 with Python cp310	1m 41s
Build wheels on manylinux - x86_64 with Python cp310	1m 39s
Build wheels on Arm M1 with Python cp311	1m 44s
Build wheels on manylinux - x86_64 with Python cp311	1m 44s
Build wheels on Arm M1 with Python cp312	1m 45s
Build wheels on manylinux - x86_64 with Python cp312	1m 39s
Build wheels on macosx - x86_64 with Python cp39	1s
Build wheels on macosx - x86_64 with Python cp310	1s
Build wheels on macosx - x86_64 with Python cp311	1s
Build wheels on macosx - x86_64 with Python cp312	1s
Build wheels on win - AMD64 with Python cp39	1m 31s
Build wheels on win - AMD64 with Python cp310	1m 33s
Build wheels on win - AMD64 with Python cp311	1m 32s
Build wheels on win - AMD64 with Python cp312	1m 30s
Merge all wheels into one directory	1s
	21m 21s

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