def __init__(self, root_synset):
super(WordnetPuzzleGenerator, self).__init__()
self.root_synset = wn.synset(root_synset)
self.synset_gen = GetRandomSynset(root_synset)
self.vocab = self._build_vocab()
self.specificity_lb = 10
self.specificity_ub = 5000
class WordnetPuzzleGenerator(PuzzleGenerator):
def __init__(self, root_synset):
super(WordnetPuzzleGenerator, self).__init__()
self.root_synset = wn.synset(root_synset)
self.synset_gen = GetRandomSynset(root_synset)
self.vocab = self._build_vocab()
self.specificity_lb = 10
self.specificity_ub = 5000
def _build_vocab(self):
words = sorted(list(get_all_lemmas_from_sense(self.root_synset)))
word_to_ix = dict([(v, k) for (k,v) in enumerate(words)])
print("vocab size: {}".format(len(word_to_ix)))
return word_to_ix
def get_vocab(self):
return self.vocab
def reset_root(self, root_synset):
self.root_synset = wn.synset(root_synset)
self.synset_gen = GetRandomSynset(root_synset)
def generate(self):
root = self.synset_gen.random_synset_with_specificity(self.specificity_lb,
self.specificity_ub)
while root == self.root_synset:
root = self.synset_gen.random_synset_with_specificity(self.specificity_lb,
self.specificity_ub)
hyps = get_all_lemmas_from_sense(root) # children?
puzzle = random.sample(hyps, 4)
random_hyp = self.synset_gen.random_non_hyponym(root)
random_word = random.choice(list(get_all_lemmas_from_sense(random_hyp)))
puzzle.append(random_word)
(w1, w2, w3, w4, w5) = puzzle#[normalize_lemma(random.choice(s.lemmas()).name()) for s in puzzle]
result = [(str(w1), 0), (str(w2), 0), (str(w3), 0),
(str(w4), 0), (str(w5), 1)]
random.shuffle(result)
xyz = tuple([i for (i,_) in result])
onehot = [j for (_,j) in result]
return (xyz, onehot.index(1))
class TestWordnet(unittest.TestCase):
def setUp(self):
self.grs = GetRandomSynset('bird.n.1')
def test_lowest_common_ancestor(self):
ancestor = find_lowest_common_ancestor(['car', 'tank', 'bike'])
assert ancestor == (120, wn.synset('self-propelled_vehicle.n.01'))
def test_random_synset_with_specificity(self):
assert self.grs.random_synset_with_specificity(
120, 140) == wn.synset('wading_bird.n.01')
"""
def reset_root(self, root_synset):
self.root_synset = wn.synset(root_synset)
self.synset_gen = GetRandomSynset(root_synset)
def setUp(self):
self.grs = GetRandomSynset('bird.n.1')