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SMAC support should incorporate runhistory
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SMAC has an internal notion of runhistory that we currently seem to ignore when re-initializing the optimizer. This affects several things:
- During initialization we always perform a large number of random initializations because we haven't told it we're about to prewarm it with historical data.
- During the "intensification" it doesn't have the history to know what incumbents should be retried and compared against.