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learner API: new function predict_trace #50

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@berndbischl

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@berndbischl

many learners have a "sequence" parameter so you can get full trace from a single training run.

e.g. ntree, boosting rounds, or the "s" param in glmnet

this is should be supported.

basically we need to allow to "mark up" one hyperparam in the set, with a tag.
and then maybe not have a new predict_trace function but handle this in the normal predict

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