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See how the "init state" has been added there and do the same by calling change_parameters, change_forecasts_parameters, self.chronics_handler.set_max_iter etc.
I will not do parameters and forecast parameters as it does not really make sense for a single episode. If modified it should be modified for all the next episodes
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