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Compare golden search with optimize for KRLS and KRlogit #6

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@lukesonnet

First compare golden search for KRLS with optimize. If golden search works considerably better, build it for KRlogit. If golden search is no better than or worse than KRlogit, replace golden search with optimize as the default but keep it as a legacy option.

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