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Hyperopt support #57

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Hyperopt support #57

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mohamed82008
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Replaces #37. GitHub acted weird when I pushed to the PR branch a merge commit. The PR was closed and I am unable to reopen it so I am opening another one. CC: @noil-reed

@warn "Due to you are performing hyperparameter optimization on starting point, the x0 passed to function `optimize` will be ignored. "
end
# Process lower bound and upper bound, if the bounds are not specified, then use bounds of model instead
@assert !(x0_lb === nothing && isempty(model.box_min)) || (x0_rb === nothing && isempty(model.box_max))
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use getmin and getmax

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Looks good overall. But check https://github.com/baggepinnen/Hyperopt.jl#hyperband to see how to change the resources using HyperBand. Then we also want the multi-threaded and distributed versions of hyperopt.

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Closed in favor of #69.

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