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akettring avatar akettring commented on May 11, 2024 1

That's very helpful! Thank you and sorry for the confusion. I appreciate the response and love the project!

from geneticalgorithmpython.

ahmedfgad avatar ahmedfgad commented on May 11, 2024

There is nothing wrong. Just let me explain how things are calculated.

Given that there are N solutions in the population, then internally to PyGAD the fitness function fitness_func() will be called N times, once for each solution.

Inside the callback_generation() function, the first line executed does not make the fitness function to be called at all. So, the number of times fitness_func() is called is still N.

The second line in callback_generation() calls the best_solution() method which in turn calls fitness_func(). So, for each of the N solutions, fitness_func() is called twice in the generation, one internally to PyGAD and another by the best_solution(). So, the total number of calls is 2N.

Note that there is an attribute called last_generation_fitness which holds the fitness values of the last generation. You can use it rather than calling best_solution().

I hope this makes things clear.

from geneticalgorithmpython.

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