MO-SMAC merge #1222
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MO-SMAC merge #1222
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This is a safety measure. Normally, everytime we update the runhistory, the objective bounds are updated so that the value to normalize should be inside the bound.
Created a helper method to create a set with preserved order from a list
Previously: random scalarization of MO costs bc ParEGO was the only MO algo. Now: separate function which can be overwritten.
Also, reset obtain to the kwargs (no magic numbers) Better debug message
Updates incumbents of runhistory automatically if updated
# Conflicts: # smac/acquisition/maximizer/local_search.py
# Conflicts: # smac/facade/algorithm_configuration_facade.py # smac/intensifier/abstract_intensifier.py # smac/intensifier/intensifier.py # smac/main/config_selector.py # smac/runner/target_function_script_runner.py
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Multi-objective SMAC as described in https://doi.org/10.1162/evco_a_00371