Keep search_alg type in dict to record in hyperopt_statistics.json #1626
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As titled. Without this change, the search_alg type that was used is not recorded in hyperopt_statistics.json.
[It is logged correctly in the run output, which is recorded before this pop op, but users don't typically retain that output.]