Rewrite approx (#7214)
This PR rewrites the approx tree method to use codebase from hist for better performance and code sharing. The rewrite has many benefits: - Support for both `max_leaves` and `max_depth`. - Support for `grow_policy`. - Support for mono constraint. - Support for feature weights. - Support for easier bin configuration (`max_bin`). - Support for categorical data. - Faster performance for most of the datasets. (many times faster) - Support for prediction cache. - Significantly better performance for external memory. - Unites the code base between approx and hist.
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@@ -168,7 +168,7 @@ void GBTree::ConfigureUpdaters() {
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// calling this function.
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break;
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case TreeMethod::kApprox:
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tparam_.updater_seq = "grow_histmaker,prune";
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tparam_.updater_seq = "grow_histmaker";
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break;
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case TreeMethod::kExact:
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tparam_.updater_seq = "grow_colmaker,prune";
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