[Breaking] Remove rabit support for custom reductions and grow_local_histmaker updater (#7992)
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@@ -151,15 +151,6 @@ Parameters for Tree Booster
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- ``hist``: Faster histogram optimized approximate greedy algorithm.
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- ``gpu_hist``: GPU implementation of ``hist`` algorithm.
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* ``sketch_eps`` [default=0.03]
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- Only used for ``updater=grow_local_histmaker``.
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- This roughly translates into ``O(1 / sketch_eps)`` number of bins.
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Compared to directly select number of bins, this comes with theoretical guarantee with sketch accuracy.
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- Usually user does not have to tune this.
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But consider setting to a lower number for more accurate enumeration of split candidates.
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- range: (0, 1)
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* ``scale_pos_weight`` [default=1]
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- Control the balance of positive and negative weights, useful for unbalanced classes. A typical value to consider: ``sum(negative instances) / sum(positive instances)``. See :doc:`Parameters Tuning </tutorials/param_tuning>` for more discussion. Also, see Higgs Kaggle competition demo for examples: `R <https://github.com/dmlc/xgboost/blob/master/demo/kaggle-higgs/higgs-train.R>`_, `py1 <https://github.com/dmlc/xgboost/blob/master/demo/kaggle-higgs/higgs-numpy.py>`_, `py2 <https://github.com/dmlc/xgboost/blob/master/demo/kaggle-higgs/higgs-cv.py>`_, `py3 <https://github.com/dmlc/xgboost/blob/master/demo/guide-python/cross_validation.py>`_.
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@@ -170,7 +161,6 @@ Parameters for Tree Booster
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- ``grow_colmaker``: non-distributed column-based construction of trees.
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- ``grow_histmaker``: distributed tree construction with row-based data splitting based on global proposal of histogram counting.
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- ``grow_local_histmaker``: based on local histogram counting.
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- ``grow_quantile_histmaker``: Grow tree using quantized histogram.
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- ``grow_gpu_hist``: Grow tree with GPU.
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- ``sync``: synchronizes trees in all distributed nodes.
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