def test_random_choice(self):
true_rando = Random.random_choice([0, 1, 2, 3, 4, 5])
self.assertIn(true_rando, [0, 1, 2, 3, 4, 5])
Random.begin_test()
Random.set_test_value_for("random_choice", 1)
Random.set_test_value_for("random_choice", 2)
Random.set_test_value_for("random_choice", 3)
self.assertEqual(Random.random_choice([0, 1, 2, 3, 4, 5]), 3)
self.assertEqual(Random.random_choice([0, 1, 2, 3, 4, 5]), 2)
self.assertEqual(Random.random_choice([0, 1, 2, 3, 4, 5]), 1)
Random.end_test()
true_rando = Random.random_choice([0, 4, 5])
self.assertNotIn(true_rando, [1, 2, 3])
def emo_phase(self):
for _ in range(Constants.NSGA2_NUM_GENES_MUTATING):
random_variable = Random.random_int_between_a_and_b(
0,
self.problem.num_variables() - 1)
new_value = Random.random_choice(
self.problem.variables[random_variable].domain.values)
self.problem.set_value(random_variable, new_value)
def generate_solutions_discrete_domain(problem, population_size):
solutions = set()
while len(solutions) < population_size:
solution = deepcopy(problem)
current_budget = Constants.BUDGET
possible_variables = [i for i in range(solution.num_variables())]
while len(possible_variables) > 0:
rand_variable_index = Random.random_choice(possible_variables)
possible_variables.remove(rand_variable_index)
d = get_max_domain(
solution.variables[rand_variable_index].domain.values,
solution.variables[rand_variable_index].objective_info.price,
current_budget
)
if len(d) == 0:
break
new_value = Random.random_choice(d)
current_budget -= new_value * solution.variables[rand_variable_index].objective_info.price
solution.set_value(
rand_variable_index,
new_value
)
solutions.add(solution)
return list(solutions)
def get_parents(parent_population, improved):
tournament_pool = get_tournament_pool(parent_population)
if improved:
gf1 = Random.random_choice(tournament_pool)
gf2 = Random.random_choice(tournament_pool)
mum = compare_partners(gf1, gf2)
bf1 = Random.random_choice(tournament_pool)
bf2 = Random.random_choice(tournament_pool)
dad = compare_partners(bf1, bf2)
else:
mum = Random.random_choice(tournament_pool)
dad = Random.random_choice(tournament_pool)
return mum, dad