def setUp(self):
        self.alphabet = TestAlphabet()
        genome_1 = MutableSeq("11111111", self.alphabet)
        self.org_1 = Organism(genome_1, test_fitness)

        genome_2 = MutableSeq("22222222", self.alphabet)
        self.org_2 = Organism(genome_2, test_fitness)

        genome_3 = MutableSeq("333", self.alphabet)
        self.org_3 = Organism(genome_3, test_fitness)

        self.crossover = UniformCrossover(1.0, 0.8)
Esempio n. 2
0
    def setUp(self):
        self.alphabet = TestAlphabet()
        genome_1 = MutableSeq("11111111", self.alphabet)
        self.org_1 = Organism(genome_1, test_fitness)

        genome_2 = MutableSeq("22222222", self.alphabet)
        self.org_2 = Organism(genome_2, test_fitness)

        genome_3 = MutableSeq("333", self.alphabet)
        self.org_3 = Organism(genome_3, test_fitness)

        self.crossover = UniformCrossover(1.0, 0.8)
Esempio n. 3
0
class UniformTest(unittest.TestCase):
    """Test simple point crossovers.
    """
    def setUp(self):
        self.alphabet = TestAlphabet()
        genome_1 = MutableSeq("11111111", self.alphabet)
        self.org_1 = Organism(genome_1, test_fitness)

        genome_2 = MutableSeq("22222222", self.alphabet)
        self.org_2 = Organism(genome_2, test_fitness)

        genome_3 = MutableSeq("333", self.alphabet)
        self.org_3 = Organism(genome_3, test_fitness)

        self.crossover = UniformCrossover(1.0, 0.8)

    def test_basic_crossover(self):
        """Test basic uniform crossover functionality.
        """
        start_genome_1 = self.org_1.genome[:]
        start_genome_2 = self.org_2.genome[:]

        new_org_1, new_org_2 = self.crossover.do_crossover(self.org_1,
                                                           self.org_2)

        self.assertNotEqual(str(new_org_1.genome), str(start_genome_1),
                            "Did not perform a crossover when expected.")
        self.assertNotEqual(str(new_org_2.genome), str(start_genome_2),
                            "Did not perform a crossover when expected.")

        self.assertNotEqual(str(new_org_1), str(self.org_1),
                            "Returned an exact copy of the original organism.")
        self.assertNotEqual(str(new_org_2), str(self.org_2),
                            "Returned an exact copy of the original organism.")

    def test_ds_prop_uniform_crossover(self):
        """Test properties of differing genome length, uniform crossovers.
        """
        new_org_1, new_org_2 = self.crossover.do_crossover(self.org_1,
                                                           self.org_3)

        self.assertTrue(len(new_org_1.genome) > len(new_org_2.genome),
                     "Strings are of wrong sizes after uniform crossover.")

        self.assertEqual(str(new_org_2.genome).count("1"),
                         str(new_org_1.genome).count("3"),
                         "There should be equal distributions of the smaller string")

        self.assertEqual(str(self.org_1.genome[len(new_org_2.genome):]),
                         str(new_org_1.genome[len(new_org_2.genome):]),
                         "Uniform should not touch non-overlapping elements of genome")

    def test_ss_prop_uniform_crossover(self):
        """Test properties of equal genome length, uniform crossovers.
        """
        new_org_1, new_org_2 = self.crossover.do_crossover(self.org_1,
                                                           self.org_2)

        self.assertEqual(len(new_org_1.genome), len(new_org_2.genome),
                         "Strings are of different sizes after uniform crossover.")

        self.assertEqual(str(new_org_1.genome).count("1"),
                         str(new_org_2.genome).count("2"),
                         "There should be equal, inverse distributions")
        self.assertEqual(str(new_org_1.genome).count("2"),
                         str(new_org_2.genome).count("1"),
                         "There should be equal, inverse distributions")
class UniformTest(unittest.TestCase):
    """Test simple point crossovers.
    """
    def setUp(self):
        self.alphabet = TestAlphabet()
        genome_1 = MutableSeq("11111111", self.alphabet)
        self.org_1 = Organism(genome_1, test_fitness)

        genome_2 = MutableSeq("22222222", self.alphabet)
        self.org_2 = Organism(genome_2, test_fitness)

        genome_3 = MutableSeq("333", self.alphabet)
        self.org_3 = Organism(genome_3, test_fitness)

        self.crossover = UniformCrossover(1.0, 0.8)

    def test_basic_crossover(self):
        """Test basic uniform crossover functionality.
        """
        start_genome_1 = self.org_1.genome[:]
        start_genome_2 = self.org_2.genome[:]

        new_org_1, new_org_2 = self.crossover.do_crossover(
            self.org_1, self.org_2)

        self.assertNotEqual(str(new_org_1.genome), str(start_genome_1),
                            "Did not perform a crossover when expected.")
        self.assertNotEqual(str(new_org_2.genome), str(start_genome_2),
                            "Did not perform a crossover when expected.")

        self.assertNotEqual(
            str(new_org_1), str(self.org_1),
            "Returned an exact copy of the original organism.")
        self.assertNotEqual(
            str(new_org_2), str(self.org_2),
            "Returned an exact copy of the original organism.")

    def test_ds_prop_uniform_crossover(self):
        """Test properties of differing genome length, uniform crossovers.
        """
        new_org_1, new_org_2 = self.crossover.do_crossover(
            self.org_1, self.org_3)

        self.assertTrue(
            len(new_org_1.genome) > len(new_org_2.genome),
            "Strings are of wrong sizes after uniform crossover.")

        self.assertEqual(
            str(new_org_2.genome).count("1"),
            str(new_org_1.genome).count("3"),
            "There should be equal distributions of the smaller string")

        self.assertEqual(
            str(self.org_1.genome[len(new_org_2.genome):]),
            str(new_org_1.genome[len(new_org_2.genome):]),
            "Uniform should not touch non-overlapping elements of genome")

    def test_ss_prop_uniform_crossover(self):
        """Test properties of equal genome length, uniform crossovers.
        """
        new_org_1, new_org_2 = self.crossover.do_crossover(
            self.org_1, self.org_2)

        self.assertEqual(
            len(new_org_1.genome), len(new_org_2.genome),
            "Strings are of different sizes after uniform crossover.")

        self.assertEqual(
            str(new_org_1.genome).count("1"),
            str(new_org_2.genome).count("2"),
            "There should be equal, inverse distributions")
        self.assertEqual(
            str(new_org_1.genome).count("2"),
            str(new_org_2.genome).count("1"),
            "There should be equal, inverse distributions")