def init_row_pairing(self):
self.header_pairing.setFont(self.medium_font)
self.header_pairing.setText("Pairing")
self.inp_pairing_method.addItem("Random", "Random")
self.inp_pairing_method.addItem("Roulette Wheel", "Roulette Wheel")
self.inp_pairing_method.addItem("Fittest", "Fittest")
self.addRow(self.header_pairing)
self.addRow("Pairing Method", self.inp_pairing_method)
self.addRow(QHLine())
def init_row_fitness_remapping(self):
self.header_fitness_remapping.setFont(self.medium_font)
self.header_fitness_remapping.setText("Fitness Remapping")
self.inp_fitness_remapping.addItem("Rank Scaling", "Rank Scaling")
self.inp_fitness_remapping.addItem("Fitness Scaling",
"Fitness Scaling")
self.addRow(self.header_fitness_remapping)
self.addRow("Fitness remapping", self.inp_fitness_remapping)
self.addRow(QHLine())
def init_row_functions(self):
self.inp_functions_combo.addItem("Ackley", ackley)
self.inp_functions_combo.addItem("Griewank", griewank)
self.inp_functions_combo.addItem("Michalewicz", michalewicz)
self.inp_extrema_min.setChecked(True)
radio_box = QHBoxLayout()
radio_box.addWidget(self.inp_extrema_min)
radio_box.addWidget(self.inp_extrema_max)
self.addRow("Function:", self.inp_functions_combo)
self.inp_num_variables.setMaximum(10000)
self.inp_num_variables.setValue(10)
self.addRow("Number of variables:", self.inp_num_variables)
self.addRow("Find:", radio_box)
self.addRow(QHLine())
def init_row_selection(self):
self.header_selection.setFont(self.medium_font)
self.header_selection.setText("Selection")
self.inp_selection_method.addItem("Fittest Half", "Fittest Half")
self.inp_selection_method.addItem("Roulette Wheel", "Roulette Wheel")
self.inp_selection_method.addItem("Random", "Random")
self.inp_selection_method.addItem("Whole Population",
"Whole Population")
self.inp_elitism.setMaximum(1)
self.inp_elitism.setValue(0.01)
self.inp_elitism.setSingleStep(0.01)
self.addRow(self.header_selection)
self.addRow("Selection Method", self.inp_selection_method)
self.addRow("Elitism Percentage", self.inp_elitism)
self.addRow(QHLine())
def init_row_general(self):
self.header_general.setFont(self.medium_font)
self.header_general.setText("General")
self.inp_pop_size.setMaximum(10000)
self.inp_pop_size.setValue(300)
self.inp_lower_bound.setMaximum(1000000)
self.inp_lower_bound.setMinimum(-1000000.0)
self.inp_lower_bound.setValue(-10)
self.inp_upper_bound.setMaximum(1000000)
self.inp_upper_bound.setMinimum(-1000000.0)
self.inp_upper_bound.setValue(10)
self.addRow(self.header_general)
self.addRow("Population size", self.inp_pop_size)
self.addRow("Lower Bound", self.inp_lower_bound)
self.addRow("Upper Bound", self.inp_upper_bound)
self.addRow(QHLine())
def init_row_stop(self):
self.header_stop.setFont(self.medium_font)
self.header_stop.setText("Stopping Criteria")
self.inp_max_iter.setMaximum(100000)
self.inp_similarity.setMaximum(100000)
self.inp_best_result.setMinimum(-100000)
self.inp_best_result.setMaximum(100000)
self.inp_average_result.setMinimum(-100000)
self.inp_average_result.setMaximum(100000)
self.inp_max_iter.setValue(500)
self.inp_similarity.setValue(80)
self.inp_best_result.setValue(-10)
self.inp_average_result.setValue(-10000)
self.inp_similarity_cb.setText("Similar Results")
self.inp_best_result_cb.setText("Best Result")
self.inp_average_result_cb.setText("Average Result")
self.inp_similarity_cb.stateChanged.connect(self.cb_similarity_signal)
self.inp_best_result_cb.stateChanged.connect(
self.cb_best_result_signal)
self.inp_average_result_cb.stateChanged.connect(
self.cb_average_result_signal)
self.inp_similarity_cb.setChecked(False)
self.inp_best_result_cb.setChecked(False)
self.inp_average_result_cb.setChecked(False)
self.inp_similarity.setEnabled(True)
self.inp_best_result.setEnabled(False)
self.inp_best_result.setStyleSheet("background:#555")
self.inp_average_result.setEnabled(False)
self.inp_average_result.setStyleSheet("background:#555")
self.addRow(self.header_stop)
self.addRow("Max iter", self.inp_max_iter)
self.addRow(self.inp_similarity_cb, self.inp_similarity)
self.addRow(self.inp_best_result_cb, self.inp_best_result)
self.addRow(self.inp_average_result_cb, self.inp_average_result)
self.addRow(QHLine())
def init_row_mutation(self):
self.header_mutation.setFont(self.medium_font)
self.header_mutation.setText("Mutation")
self.inp_mutation_method.addItem("Gauss", "Gauss")
self.inp_mutation_method.addItem("Random", "Random")
self.inp_mutation_intensity.setMaximum(200)
self.inp_mutation_intensity.setValue(2)
self.inp_mutation_intensity.setDecimals(4)
self.inp_mutation_intensity.setSingleStep(0.01)
self.inp_mutation_intensity_final.setMaximum(200)
self.inp_mutation_intensity_final.setDecimals(4)
self.inp_mutation_intensity_final.setValue(0.001)
self.inp_mutation_intensity_final.setSingleStep(0.5)
self.addRow(self.header_mutation)
self.addRow("Mutation Method", self.inp_mutation_method)
self.addRow("Mutation Intensity", self.inp_mutation_intensity)
self.addRow("Final Mutation Intensity",
self.inp_mutation_intensity_final)
self.addRow(QHLine())
def init_row_crossover(self):
self.header_crossover.setFont(self.medium_font)
self.header_crossover.setText("Crossover")
self.inp_crossover_method.addItem("Intermediate", "Intermediate")
self.inp_crossover_method.addItem("Line Intermediate",
"Line Intermediate")
self.inp_crossover_method.addItem("Heuristic", "Heuristic")
self.inp_crossover_method.addItem("One point", "One point")
self.inp_crossover_method.addItem("Two point", "Two point")
self.inp_crossover_method.addItem("Random", "Random")
self.inp_mutation_method.setCurrentIndex(2)
self.inp_crossover_fraction.setMaximum(1)
self.inp_crossover_fraction.setValue(0.7)
self.inp_crossover_fraction.setSingleStep(0.05)
self.intermediate_offset.setMaximum(20)
self.intermediate_offset.setValue(1.55)
self.intermediate_offset.setSingleStep(0.05)
self.addRow(self.header_crossover)
self.addRow("Crossover Method", self.inp_crossover_method)
self.addRow("Crossover Fraction", self.inp_crossover_fraction)
self.addRow("Intermediate Offset", self.intermediate_offset)
self.addRow(QHLine())
def init_header(self):
self.header.setFont(self.big_font)
self.header.setAlignment(Qt.AlignCenter)
self.header.setText("Genetic Algorithm Continuous Optimization")
self.addRow(self.header)
self.addRow(QHLine())