[R] Use new predict function. (#6819)
* Call new C prediction API. * Add `strict_shape`. * Add `iterationrange`. * Update document.
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@@ -38,10 +38,7 @@ The following additional fields are assigned to the model's R object:
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\itemize{
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\item \code{best_score} the evaluation score at the best iteration
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\item \code{best_iteration} at which boosting iteration the best score has occurred (1-based index)
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\item \code{best_ntreelimit} to use with the \code{ntreelimit} parameter in \code{predict}.
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It differs from \code{best_iteration} in multiclass or random forest settings.
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}
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The Same values are also stored as xgb-attributes:
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\itemize{
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\item \code{best_iteration} is stored as a 0-based iteration index (for interoperability of binary models)
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