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Steps to achieve this:

  1. Create a custom dependent variable, providing it the custom termination function as the dependent variable's custom_function
  2. Replace the custom_termination_condition by a dependent_variable_termination_condition pointing to the custom dependent variable
  3. Set terminate_exactly_on_final_condition=True in the call to dependent_variable_termination_condition

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Answer selected by alopezrivera
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