コード例 #1
0
    def test_restricted_extension(self):
        af = IncAF(3)
        af.set_argument(0, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(1, IncAF.NO_ARGUMENT)
        af.set_argument(2, IncAF.POSSIBLE_ARGUMENT)

        args = {0, 1, 2}
        args_reference = {0}

        self.assertEqual(af.restricted_extension(args), args_reference)
コード例 #2
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    def test_equality3(self):
        af1 = IncAF(3)
        af2 = IncAF(3)
        af1.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af2.set_attack(0, 1, IncAF.POSSIBLE_ATTACK)

        self.assertFalse(af1 == af2)
コード例 #3
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    def test_equality1(self):
        af1 = IncAF(3)
        af2 = IncAF(3)
        af1.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af2.set_attack(0, 1, IncAF.DEFINITE_ATTACK)

        self.assertTrue(af1 == af2)
コード例 #4
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    def __init__(self, n, randomize, use_extension, use_argument,
                 use_uncertain_args, use_uncertain_attacks):
        self.n = n
        self.af = IncAF(n)
        self.randomize = randomize
        self.use_extension = True if use_extension else False
        self.use_argument = True if use_argument else False
        self.use_uncertain_args = True if use_uncertain_args else False
        self.use_uncertain_attacks = True if use_uncertain_attacks else False

        # Determine state space depending on configuration
        self.number_of_extensions = (n + 1) if use_extension else 1
        self.number_of_single_args = n if use_argument else 1
        self.number_of_arguments = n
        self.number_of_argument_states = 2 if use_uncertain_args else 1
        self.number_of_attacks = (n**2)
        self.number_of_attack_states = 3 if use_uncertain_attacks else 2
        self.total_count = (self.get_argument_state_space_size() *
                            self.get_attack_state_space_size() *
                            self.get_extension_state_space_size() *
                            self.get_single_arg_state_space_size())
        self.current_count = 0
コード例 #5
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    def test_possibly_attacks(self):
        af = IncAF(9)
        af.set_argument(0, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(1, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(2, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(3, IncAF.NO_ARGUMENT)
        af.set_argument(4, IncAF.NO_ARGUMENT)
        af.set_argument(5, IncAF.NO_ARGUMENT)
        af.set_argument(6, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(7, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(8, IncAF.POSSIBLE_ARGUMENT)
        af.set_attack(0, 0, IncAF.DEFINITE_ATTACK)
        af.set_attack(0, 1, IncAF.NO_ATTACK)
        af.set_attack(0, 2, IncAF.POSSIBLE_ATTACK)
        af.set_attack(3, 3, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 4, IncAF.NO_ATTACK)
        af.set_attack(3, 5, IncAF.POSSIBLE_ATTACK)
        af.set_attack(6, 6, IncAF.DEFINITE_ATTACK)
        af.set_attack(6, 7, IncAF.NO_ATTACK)
        af.set_attack(6, 8, IncAF.POSSIBLE_ATTACK)

        self.assertTrue(af.possibly_attacks(0, 0))
        self.assertFalse(af.possibly_attacks(0, 1))
        self.assertTrue(af.possibly_attacks(0, 2))
        self.assertFalse(af.possibly_attacks(3, 3))
        self.assertFalse(af.possibly_attacks(3, 4))
        self.assertFalse(af.possibly_attacks(3, 5))
        self.assertTrue(af.possibly_attacks(6, 6))
        self.assertFalse(af.possibly_attacks(6, 7))
        self.assertTrue(af.possibly_attacks(6, 8))
コード例 #6
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    def test_minimal_completion(self):
        af = IncAF(3)
        af.set_argument(0, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(1, IncAF.NO_ARGUMENT)
        af.set_argument(2, IncAF.POSSIBLE_ARGUMENT)

        minimal_completion = IncAF(3)
        minimal_completion.set_argument(0, IncAF.DEFINITE_ARGUMENT)
        minimal_completion.set_argument(1, IncAF.NO_ARGUMENT)
        minimal_completion.set_argument(2, IncAF.NO_ARGUMENT)

        self.assertEqual(af.minimal_completion(), minimal_completion)
コード例 #7
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    def test_necessary_skeptical_acceptance_and_extension_exists(self):
        af = IncAF(4)
        af.set_argument(0, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(1, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(2, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(3, IncAF.NO_ARGUMENT)
        af.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(1, 2, IncAF.DEFINITE_ATTACK)
        af.set_attack(2, 0, IncAF.POSSIBLE_ATTACK)
        af.set_attack(3, 0, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 2, IncAF.DEFINITE_ATTACK)

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_CF))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_CF))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_CF))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_NECF))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_NECF))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_NECF))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_AD))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_AD))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_AD))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_NEAD))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_NEAD))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_NEAD))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_CP))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_CP))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_CP))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_GR))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_GR))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_GR))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_PR))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_PR))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_PR))

        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(0, IncAF.SEMANTICS_ST))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(1, IncAF.SEMANTICS_ST))
        self.assertFalse(af.is_necessarily_skeptically_acceptable_and_extension_exists(2, IncAF.SEMANTICS_ST))
コード例 #8
0
    def test_necessary_credulous_acceptance(self):
        af = IncAF(4)
        af.set_argument(0, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(1, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(2, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(3, IncAF.NO_ARGUMENT)
        af.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(1, 2, IncAF.DEFINITE_ATTACK)
        af.set_attack(2, 0, IncAF.POSSIBLE_ATTACK)
        af.set_attack(3, 0, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 2, IncAF.DEFINITE_ATTACK)

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_CF))
        self.assertTrue(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_CF))
        self.assertTrue(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_CF))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_NECF))
        self.assertTrue(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_NECF))
        self.assertTrue(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_NECF))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_AD))
        self.assertFalse(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_AD))
        self.assertFalse(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_AD))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_NEAD))
        self.assertFalse(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_NEAD))
        self.assertFalse(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_NEAD))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_CP))
        self.assertFalse(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_CP))
        self.assertFalse(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_CP))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_GR))
        self.assertFalse(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_GR))
        self.assertFalse(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_GR))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_PR))
        self.assertFalse(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_PR))
        self.assertFalse(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_PR))

        self.assertFalse(af.is_necessarily_credulously_acceptable(0, IncAF.SEMANTICS_ST))
        self.assertFalse(af.is_necessarily_credulously_acceptable(1, IncAF.SEMANTICS_ST))
        self.assertFalse(af.is_necessarily_credulously_acceptable(2, IncAF.SEMANTICS_ST))
コード例 #9
0
    def test_possible_skeptical_acceptance(self):
        af = IncAF(4)
        af.set_argument(0, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(1, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(2, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(3, IncAF.NO_ARGUMENT)
        af.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(1, 2, IncAF.DEFINITE_ATTACK)
        af.set_attack(2, 0, IncAF.POSSIBLE_ATTACK)
        af.set_attack(3, 0, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 2, IncAF.DEFINITE_ATTACK)

        self.assertFalse(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_CF))
        self.assertFalse(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_CF))
        self.assertFalse(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_CF))

        self.assertFalse(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_NECF))
        self.assertFalse(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_NECF))
        self.assertFalse(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_NECF))

        self.assertFalse(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_AD))
        self.assertFalse(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_AD))
        self.assertFalse(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_AD))

        self.assertTrue(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_NEAD))
        self.assertTrue(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_NEAD))
        self.assertTrue(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_NEAD))

        self.assertTrue(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_CP))
        self.assertTrue(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_CP))
        self.assertTrue(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_CP))

        self.assertTrue(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_GR))
        self.assertTrue(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_GR))
        self.assertTrue(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_GR))

        self.assertTrue(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_PR))
        self.assertTrue(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_PR))
        self.assertTrue(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_PR))

        self.assertTrue(af.is_possibly_skeptically_acceptable(0, IncAF.SEMANTICS_ST))
        self.assertTrue(af.is_possibly_skeptically_acceptable(1, IncAF.SEMANTICS_ST))
        self.assertTrue(af.is_possibly_skeptically_acceptable(2, IncAF.SEMANTICS_ST))
コード例 #10
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    def test_necessary_verification(self):
        af = IncAF(4)
        af.set_argument(0, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(1, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(2, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(3, IncAF.NO_ARGUMENT)
        af.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(1, 2, IncAF.DEFINITE_ATTACK)
        af.set_attack(2, 0, IncAF.POSSIBLE_ATTACK)
        af.set_attack(3, 0, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(3, 2, IncAF.DEFINITE_ATTACK)

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_CF))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_CF))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_CF))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_NECF))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_NECF))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_NECF))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_AD))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_AD))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_AD))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_NEAD))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_NEAD))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_NEAD))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_CP))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_CP))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_CP))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_GR))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_GR))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_GR))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_PR))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_PR))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_PR))

        self.assertFalse(af.necessary_verification({0, 1}, IncAF.SEMANTICS_ST))
        self.assertFalse(af.necessary_verification({0, 2}, IncAF.SEMANTICS_ST))
        self.assertFalse(af.necessary_verification({1, 2}, IncAF.SEMANTICS_ST))
コード例 #11
0
    def test_necessarily_conflict_free(self):
        af = IncAF(12)
        af.set_argument(0, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(1, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(2, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(3, IncAF.DEFINITE_ARGUMENT)
        af.set_argument(4, IncAF.NO_ARGUMENT)
        af.set_argument(5, IncAF.NO_ARGUMENT)
        af.set_argument(6, IncAF.NO_ARGUMENT)
        af.set_argument(7, IncAF.NO_ARGUMENT)
        af.set_argument(8, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(9, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(10, IncAF.POSSIBLE_ARGUMENT)
        af.set_argument(11, IncAF.POSSIBLE_ARGUMENT)
        af.set_attack(0, 1, IncAF.DEFINITE_ATTACK)
        af.set_attack(0, 2, IncAF.NO_ATTACK)
        af.set_attack(0, 3, IncAF.POSSIBLE_ATTACK)
        af.set_attack(4, 5, IncAF.DEFINITE_ATTACK)
        af.set_attack(4, 6, IncAF.NO_ATTACK)
        af.set_attack(4, 7, IncAF.POSSIBLE_ATTACK)
        af.set_attack(8, 9, IncAF.DEFINITE_ATTACK)
        af.set_attack(8, 10, IncAF.NO_ATTACK)
        af.set_attack(8, 11, IncAF.POSSIBLE_ATTACK)

        self.assertFalse(af.is_necessarily_conflict_free({0, 1}))
        self.assertTrue(af.is_necessarily_conflict_free({0, 2}))
        self.assertFalse(af.is_necessarily_conflict_free({0, 3}))
        self.assertTrue(af.is_necessarily_conflict_free({4, 5}))
        self.assertTrue(af.is_necessarily_conflict_free({4, 6}))
        self.assertTrue(af.is_necessarily_conflict_free({4, 7}))
        self.assertFalse(af.is_necessarily_conflict_free({8, 9}))
        self.assertTrue(af.is_necessarily_conflict_free({8, 10}))
        self.assertFalse(af.is_necessarily_conflict_free({8, 11}))
コード例 #12
0
class InstanceGenerator:
    """
    Generate instances based on seeds!
      - for each instance feature (see below), seed space is a contiguous sequence [0 2 ... k-1], k = feature space size
        - code of argument states: [0 ... (2^n - 1)]
        - code of attack states: [0 ... (3^(n^2) - 1)]
        - code argument set ("extension"): [0 ... n]
        - code of distinguished arg: [0 ... (n-1)]
      - generator yields concrete instances
        - internal function generates instance for a given seed
          - keeps one single mutable instance(?)
          - maybe use different generator implementations for exhaustive and specific generation?
      - randomization of instances can be done by pure numeric randomization of seed space

    config of instance generator:
    - number arguments (fixed!)
    - number arguments
    - include uncertain args?
      - randomize uncertain args?
    - include incomplete attacks?
    - include a set of args? (ranges from [1] to [1 ... n])
    - include a single arg? (ranges from 1 to n)
    """

    current_count = 0
    total_count = 0

    randomize = False  # Default: Exhaustive generation, do not randomize
    randomize_sample_size = 1000  # Default: If randomizing, generate 1000 samples

    use_extension = False  # Default: Do not generate an extension
    use_argument = False  # Default: Do not generate a single argument
    use_uncertain_args = False  # Default: Generate AFs without uncertain arguments
    use_uncertain_attacks = False  # Default: Generate AFs without uncertain attacks

    n = None
    af = None
    extension = None
    arg = None

    def __init__(self, n, randomize, use_extension, use_argument,
                 use_uncertain_args, use_uncertain_attacks):
        self.n = n
        self.af = IncAF(n)
        self.randomize = randomize
        self.use_extension = True if use_extension else False
        self.use_argument = True if use_argument else False
        self.use_uncertain_args = True if use_uncertain_args else False
        self.use_uncertain_attacks = True if use_uncertain_attacks else False

        # Determine state space depending on configuration
        self.number_of_extensions = (n + 1) if use_extension else 1
        self.number_of_single_args = n if use_argument else 1
        self.number_of_arguments = n
        self.number_of_argument_states = 2 if use_uncertain_args else 1
        self.number_of_attacks = (n**2)
        self.number_of_attack_states = 3 if use_uncertain_attacks else 2
        self.total_count = (self.get_argument_state_space_size() *
                            self.get_attack_state_space_size() *
                            self.get_extension_state_space_size() *
                            self.get_single_arg_state_space_size())
        self.current_count = 0

    def get_argument_state_space_size(self):
        """
        Returns the size of the possibility space for argument states (definite, possible) for this generator.

        :return: number of possible argument states
        """
        return self.number_of_argument_states**self.number_of_arguments

    def get_attack_state_space_size(self):
        """
        Returns the size of the possibility space for attack states (definite, no, possible) for this generator.

        :return: number of possible attack states
        """
        return self.number_of_attack_states**self.number_of_attacks

    def get_extension_state_space_size(self):
        """
        Returns the size of the possibility space for extensions (subsets of arguments) for this generator.

        :return: number of possible argument states
        """
        return self.number_of_extensions

    def get_single_arg_state_space_size(self):
        """
        Returns the size of the possibility space for single args for this generator.

        :return: number of possible single arguments
        """
        return self.number_of_single_args

    def next(self):
        for args_state in range(0, self.get_argument_state_space_size()):
            for attacks_state in range(0, self.get_attack_state_space_size()):
                for extension_code in range(
                        0, self.get_extension_state_space_size()):
                    for arg_code in range(
                            0, self.get_single_arg_state_space_size()):
                        self.generate(args_state=args_state,
                                      attacks_state=attacks_state,
                                      extension=extension_code,
                                      argument=arg_code)
                        self.current_count += 1
                        yield self
                        # print('DEBUG: args_state=' + str(args_state) + ' attacks_state=' + str(attacks_state) +
                        #       ' extension=' + str(extension_code) + ' argument=' + str(arg_code))

    def next_randomized(self):
        while self.current_count < self.randomize_sample_size:  # TODO
            args_state = randrange(0, self.get_argument_state_space_size())
            attacks_state = randrange(0, self.get_attack_state_space_size())
            extension_code = randrange(0,
                                       self.get_extension_state_space_size())
            arg_code = randrange(0, self.get_single_arg_state_space_size())
            self.generate(args_state=args_state,
                          attacks_state=attacks_state,
                          extension=extension_code,
                          argument=arg_code)
            self.current_count += 1
            yield self

    def generate(self, **seed):
        """
        code of argument states: [0 ... (2^n - 1)]
        code of attack states: [0 ... (3^(n^2) - 1)]
        code argument set ("extension"): [0 ... n]
        code of distinguished arg: [0 ... (n-1)]

        :param seed: instance parameter seed
        :return: af representing the seed
        """
        args_state_code = seed['args_state']
        attacks_state_code = seed['attacks_state']
        extension_code = seed['extension']
        argument_code = seed['argument']

        # arg state
        base = self.number_of_argument_states  # number of possible values for argument statuses
        for arg in range(self.n):
            self.af.set_argument(arg, IncAF.DEFINITE_ARGUMENT)
            if self.use_uncertain_args:
                state = (args_state_code // (base**arg)) % base
                if state == 1:
                    self.af.set_argument(arg, IncAF.POSSIBLE_ARGUMENT)

        # attack state
        base = self.number_of_attack_states  # number of possible values for attack statuses
        for attacker in range(self.n):
            for target in range(self.n):
                state = (attacks_state_code //
                         (base**((self.n * attacker) + target))) % base
                if state == 0:
                    self.af.set_attack(attacker, target, IncAF.NO_ATTACK)
                elif state == 1:
                    self.af.set_attack(attacker, target, IncAF.DEFINITE_ATTACK)
                elif state == 2:
                    self.af.set_attack(attacker, target, IncAF.POSSIBLE_ATTACK)

        # extension
        if self.use_extension:
            # Does NOT generate all possible subsets of args, assumes that symmetry from AF generation can be exploited
            self.extension = set([i for i in range(extension_code)])

        # argument
        self.arg = argument_code