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For long running Simplex and DE calculations, the stop button should return the most recent result before stopping. ratapi.Controls provides a methods to pass a stop event to a running calculation use this to implement.
For the Bayesian calculations, the users should be given a warning that the result would be lost if they stop prematurely.