def setUp(self):
self.bitstring1 = BitString('101101')
self.bitstring2 = BitString('100101')
self.bitstring3 = BitString('100011')
self.bitstring4 = BitString('010010')
self.all_combos1 = BitCondition('000111###')
self.all_combos2 = BitCondition('01#01#01#')
def test_cover(self):
covered = BitCondition.cover(self.bitstring1, .5)
self.assertTrue(covered(covered))
self.assertTrue(covered(self.bitstring1))
covered = BitCondition.cover(self.bitstring1, 0)
self.assertTrue(covered.mask.count() == len(self.bitstring1))
covered = BitCondition.cover(self.bitstring1, 1)
self.assertTrue(covered.mask.count() == 0)
def test_init(self):
condition1 = BitCondition('1###01')
condition2 = BitCondition(self.bitstring2, self.bitstring3)
condition3 = BitCondition(self.bitstring2, self.bitstring2)
condition4 = BitCondition(self.bitstring1, self.bitstring3)
condition5 = BitCondition(self.bitstring4, self.bitstring3)
self.assertTrue(condition1 == condition2)
self.assertTrue(condition1 != condition3)
self.assertTrue(condition1 == condition4)
self.assertTrue(condition1 != condition5)
def test_crossover_with(self):
parent1 = BitCondition(self.bitstring1, self.bitstring3)
inbred1, inbred2 = parent1.crossover_with(parent1)
self.assertTrue(inbred1 == inbred2 == parent1)
parent2 = BitCondition(self.bitstring4, self.bitstring3)
child1, child2 = parent1.crossover_with(parent2)
self.assertTrue(
child1.mask == child2.mask == parent1.mask == parent2.mask
)
self.assertFalse(child1.bits != ~child2.bits & child1.mask)
def cover(self, wildcard_probability: float):
"""Create a new bit condition that matches the provided bit string,
with the indicated per-index wildcard probability.
Usage:
condition = BitCondition.cover(bitstring, .33)
assert condition(bitstring)
Arguments:
bits: A BitString which the resulting condition must match.
wildcard_probability: A float in the range [0, 1] which
indicates the likelihood of any given bit position containing
a wildcard.
Return:
A randomly generated BitCondition which matches the given bits.
"""
from xcs.bitstrings import BitCondition
bits = self._bits
if not isinstance(bits, BitString):
bits = BitString(bits, len(self))
mask = BitString(
[random.random() > wildcard_probability for _ in range(len(bits))])
return BitCondition(bits, mask)
def test_bitwise_or(self):
# Provided the two conditions have compatible bits, their
# union should match both of them. If they don't have
# compatible bits, all bets are off.
result = self.all_combos1 | self.all_combos2
self.assertEqual(result, BitCondition('0###1####'))
self.assertTrue(
result(self.all_combos1.bits | self.all_combos2.bits)
)
def cover(self, situation, existing_actions):
"""Create a new rule that matches the given situation and return it. Preferentially choose an action that is
not present in the existing actions, if possible."""
condition = BitCondition.cover(situation, self._parameters.wildcard_probability)
action_candidates = ((set(existing_actions) - self._parameters.possible_actions) or
self._parameters.possible_actions)
action = random.choice(list(action_candidates))
metadata = RuleMetadata(self._time_stamp, self._parameters)
return condition, action, metadata
def test_bitwise_invert(self):
# Each unmasked bit gets inverted. The mask is unchanged.
result = ~self.all_combos1
self.assertEqual(result, BitCondition('111000###'))
self.assertTrue(result(~self.all_combos1.bits))
def test_bitwise_and(self):
# Provided the two conditions have compatible bits, their
# intersection should be matched by both. If they don't have
# compatible bits, all bets are off.
result = self.all_combos1 & self.all_combos2
self.assertEqual(result, BitCondition('00001101#'))
def test_count(self):
condition = BitCondition(self.bitstring4, self.bitstring1)
self.assertTrue(condition.count() == condition.mask.count())
def test_mask(self):
condition = BitCondition(self.bitstring3, self.bitstring1)
self.assertTrue(condition.mask == self.bitstring1)
self.assertFalse(any(condition.bits & ~condition.mask))
def test_bits(self):
condition = BitCondition(self.bitstring1, self.bitstring2)
self.assertTrue(condition(self.bitstring1))
self.assertTrue(condition.bits & self.bitstring1 == condition.bits)
def test_unmatched(self):
condition = BitCondition('001###')
self.assertFalse(condition(self.bitstring1))
def test_matched(self):
condition = BitCondition('###101')
self.assertTrue(condition(self.bitstring1))