def build_vocabs(self, dataset, logger=None, transformer=False):
rel_vocab = self.vocabs.get('rel', None)
if rel_vocab is None:
rel_vocab = Vocab(unk_token=None,
pad_token=self.config.get('pad_rel', None))
self.vocabs.put(rel=rel_vocab)
timer = CountdownTimer(len(dataset))
if transformer:
token_vocab = None
else:
self.vocabs.token = token_vocab = VocabCounter(
unk_token=self.config.get('unk', UNK))
for i, sample in enumerate(dataset):
timer.log('Building vocab [blink][yellow]...[/yellow][/blink]',
ratio_percentage=True)
min_freq = self.config.get('min_freq', None)
if min_freq:
token_vocab.trim(min_freq)
rel_vocab.set_unk_as_safe_unk() # Some relation in dev set is OOV
self.vocabs.lock()
self.vocabs.summary(logger=logger)
if token_vocab:
self.config.n_words = len(self.vocabs['token'])
self.config.n_rels = len(self.vocabs['rel'])
if token_vocab:
self.config.pad_index = self.vocabs['token'].pad_idx
self.config.unk_index = self.vocabs['token'].unk_idx
def build_vocabs(self, dataset, logger=None, transformer=None):
rel_vocab = self.vocabs.get('rel', None)
if rel_vocab is None:
rel_vocab = Vocab(unk_token=None,
pad_token=self.config.get('pad_rel', None))
self.vocabs.put(rel=rel_vocab)
if self.config.get('feat', None) == 'pos' or self.config.get(
'use_pos', False):
self.vocabs['pos'] = Vocab(unk_token=None, pad_token=None)
timer = CountdownTimer(len(dataset))
if transformer:
token_vocab = None
else:
token_vocab = Vocab()
self.vocabs.token = token_vocab
unk = self.config.get('unk', None)
if unk is not None:
token_vocab.unk_token = unk
if token_vocab and self.config.get('min_freq', None):
counter = Counter()
for sample in dataset:
for form in sample['token']:
counter[form] += 1
reserved_token = [token_vocab.pad_token, token_vocab.unk_token]
if ROOT in token_vocab:
reserved_token.append(ROOT)
freq_words = reserved_token + [
token for token, freq in counter.items()
if freq >= self.config.min_freq
]
token_vocab.token_to_idx.clear()
for word in freq_words:
token_vocab(word)
else:
for i, sample in enumerate(dataset):
timer.log('vocab building [blink][yellow]...[/yellow][/blink]',
ratio_percentage=True)
rel_vocab.set_unk_as_safe_unk() # Some relation in dev set is OOV
self.vocabs.lock()
self.vocabs.summary(logger=logger)
if token_vocab:
self.config.n_words = len(self.vocabs['token'])
if 'pos' in self.vocabs:
self.config.n_feats = len(self.vocabs['pos'])
self.vocabs['pos'].set_unk_as_safe_unk()
self.config.n_rels = len(self.vocabs['rel'])
if token_vocab:
self.config.pad_index = self.vocabs['token'].pad_idx
self.config.unk_index = self.vocabs['token'].unk_idx