Most SCOLIB optimizers treat constraints with a simple penalty scheme
that adds constraint_penalty times the sum of squares of the
constraint violations to the objective function. The default value of
constraint_penalty is 1000.0, except for methods that dynamically
adapt their constraint penalty, for which the default value is 1.0.
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