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Parallelize optimization with grid search instead of fmin #94

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@iharsuvorau

Currently, we are using a Tree-Structured Parzen Estimator (TPE) to guide the search of the best parameters when optimizing the Resource Model and the Control-flow.

Consider the option of using grid search to generate a subset of cases from the search space, and parallelize their computation.

* The TPE cannot be parallelized, as each iteration parameters depends on the loss from the previous ones.

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  1. self-assigned this
    on Feb 1, 2023
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