Exemplo n.º 1
0
    def test_saving_and_loading_works_with_byte_encoding(self):
        # We're going to set a vocabulary from a TextField using byte encoding, index it, save the
        # vocab, load the vocab, then index the text field again, and make sure we get the same
        # result.
        tokenizer = CharacterTokenizer(byte_encoding='utf-8')
        token_indexer = TokenCharactersIndexer(character_tokenizer=tokenizer)
        tokens = [Token(t) for t in ["Øyvind", "für", "汉字"]]
        text_field = TextField(tokens, {"characters": token_indexer})
        dataset = Batch([Instance({"sentence": text_field})])
        vocab = Vocabulary.from_instances(dataset)
        text_field.index(vocab)
        indexed_tokens = deepcopy(text_field._indexed_tokens)  # pylint: disable=protected-access

        vocab_dir = self.TEST_DIR / 'vocab_save'
        vocab.save_to_files(vocab_dir)
        vocab2 = Vocabulary.from_files(vocab_dir)
        text_field2 = TextField(tokens, {"characters": token_indexer})
        text_field2.index(vocab2)
        indexed_tokens2 = deepcopy(text_field2._indexed_tokens)  # pylint: disable=protected-access
        assert indexed_tokens == indexed_tokens2
Exemplo n.º 2
0
    def test_saving_and_loading(self):
        # pylint: disable=protected-access
        vocab_dir = self.TEST_DIR / 'vocab_save'

        vocab = Vocabulary(non_padded_namespaces=["a", "c"])
        vocab.add_token_to_namespace("a0", namespace="a")  # non-padded, should start at 0
        vocab.add_token_to_namespace("a1", namespace="a")
        vocab.add_token_to_namespace("a2", namespace="a")
        vocab.add_token_to_namespace("b2", namespace="b")  # padded, should start at 2
        vocab.add_token_to_namespace("b3", namespace="b")

        vocab.save_to_files(vocab_dir)
        vocab2 = Vocabulary.from_files(vocab_dir)

        assert vocab2._non_padded_namespaces == {"a", "c"}

        # Check namespace a.
        assert vocab2.get_vocab_size(namespace='a') == 3
        assert vocab2.get_token_from_index(0, namespace='a') == 'a0'
        assert vocab2.get_token_from_index(1, namespace='a') == 'a1'
        assert vocab2.get_token_from_index(2, namespace='a') == 'a2'
        assert vocab2.get_token_index('a0', namespace='a') == 0
        assert vocab2.get_token_index('a1', namespace='a') == 1
        assert vocab2.get_token_index('a2', namespace='a') == 2

        # Check namespace b.
        assert vocab2.get_vocab_size(namespace='b') == 4  # (unk + padding + two tokens)
        assert vocab2.get_token_from_index(0, namespace='b') == vocab._padding_token
        assert vocab2.get_token_from_index(1, namespace='b') == vocab._oov_token
        assert vocab2.get_token_from_index(2, namespace='b') == 'b2'
        assert vocab2.get_token_from_index(3, namespace='b') == 'b3'
        assert vocab2.get_token_index(vocab._padding_token, namespace='b') == 0
        assert vocab2.get_token_index(vocab._oov_token, namespace='b') == 1
        assert vocab2.get_token_index('b2', namespace='b') == 2
        assert vocab2.get_token_index('b3', namespace='b') == 3

        # Check the dictionaries containing the reverse mapping are identical.
        assert vocab.get_index_to_token_vocabulary("a") == vocab2.get_index_to_token_vocabulary("a")
        assert vocab.get_index_to_token_vocabulary("b") == vocab2.get_index_to_token_vocabulary("b")