toolbox register("individual"tools initrepeatcreator individualtoolbox attr_boolnum_bitstoolbox register("population"tools initrepeatlisttoolbox individualregister the evaluation operatortoolbox register("evaluate"eval_funcnowregister the crossover operatortoolbox register("mate"tools cxtwopointregister mutation operatortoolbox register("mutate"tools mutflipbitindpb= define the operator for breedingtoolbox register("select"tools seltournamenttournsize= return toolbox if __name__ ="__main__"num_bits toolbox create_toolbox(num_bitsrandom seed( population toolbox population( = probab_crossingprobab_mutating num_generations print('\nevolution process starts'evaluate the entire populationfitnesses list(map(toolbox evaluatepopulation)for indfit in zip(populationfitnesses)ind fitness values fit print('\nevaluated'len(population)'individuals'create and iterate through generationsfor in range(num_generations)print("\ngeneration"