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Merge pull request #108 from Yoctol/add_eos_only
added AddEndToken Operator
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from typing import List, Tuple | ||
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from .base import Operator | ||
from .tokens import END_TOKEN | ||
from .add_sos_eos import AddSosEosAligner | ||
from ..edit import lst2lst | ||
from ..edit.replacement import ReplacementGroup | ||
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class AddEndToken(Operator): | ||
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""" | ||
Add end token (<eos>) to a sequence. | ||
E.g. | ||
>>> from uttut.pipeline.ops.add_sos_eos import AddSosEos | ||
>>> op = AddEndToken() | ||
>>> output_seq, label_aligner = op.transform( | ||
['I', 'have', '10.7', 'dollars', '.']) | ||
>>> output_labels = label_aligner.transform([1, 2, 3, 4, 5]) | ||
>>> output_seq | ||
['I', 'have', '10.7', 'dollars', '.', '<eos>'] | ||
>>> output_labels | ||
[1, 2, 3, 4, 5, 0] | ||
>>> label_aligner.inverse_transform(output_labels) | ||
[1, 2, 3, 4, 5] | ||
""" | ||
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_input_type = list | ||
_output_type = list | ||
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def __init__(self, end_token: str = END_TOKEN): | ||
self.end_token = self._validate_end_token(end_token) | ||
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def _validate_end_token(self, end_token: str): | ||
if end_token is None: | ||
raise ValueError("The end token can not be None.") | ||
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if not isinstance(end_token, str): | ||
raise TypeError("The end token should be a string.") | ||
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if len(end_token) == 0: | ||
raise ValueError("The end token should not be an empty string.") | ||
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return end_token | ||
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def _transform(self, input_sequence: List[str]) -> Tuple[List[str], 'LabelAligner']: | ||
forward_replacement_group = self._gen_forward_replacement_group(input_sequence) | ||
output_sequence = lst2lst.apply(input_sequence, forward_replacement_group) | ||
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label_aligner = AddSosEosAligner( | ||
input_sequence=input_sequence, | ||
edit=forward_replacement_group, | ||
output_length=len(output_sequence), | ||
) | ||
return output_sequence, label_aligner | ||
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def _gen_forward_replacement_group(self, input_lst: List[str]) -> ReplacementGroup: | ||
seqlen = len(input_lst) | ||
replacement_group = ReplacementGroup.add_all( | ||
[(seqlen, seqlen, [self.end_token], 'add-end-token')], | ||
) | ||
return replacement_group |
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import pytest | ||
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from ..add_end_token import AddEndToken | ||
from ..tokens import END_TOKEN | ||
from .common_tests import OperatorTestTemplate, ParamTuple | ||
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class TestAddEndToken(OperatorTestTemplate): | ||
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params = [ | ||
ParamTuple( | ||
['alvin', '喜歡', '吃', '榴槤'], | ||
[1, 2, 3, 4], | ||
['alvin', '喜歡', '吃', '榴槤', '<eos>'], | ||
[1, 2, 3, 4, 0], | ||
'zh', | ||
), | ||
] | ||
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@pytest.fixture(scope='class') | ||
def op(self): | ||
return AddEndToken() | ||
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def test_not_equal(self, op): | ||
custom_op = AddEndToken(end_token='custom_EOS') | ||
assert custom_op != op | ||
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@pytest.mark.parametrize( | ||
"op, expected_configs", | ||
[ | ||
pytest.param( | ||
AddEndToken(), | ||
{'end_token': END_TOKEN}, | ||
id="default", | ||
), | ||
pytest.param( | ||
AddEndToken('1'), | ||
{'end_token': '1'}, | ||
id="no keywords", | ||
), | ||
], | ||
) | ||
def test_correct_configs(op, expected_configs): | ||
assert op.configs == expected_configs | ||
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@pytest.mark.parametrize( | ||
"end_token, error", | ||
[ | ||
pytest.param( | ||
None, | ||
ValueError, | ||
id="The end token can not be None", | ||
), | ||
pytest.param( | ||
1, | ||
TypeError, | ||
id="wrong type of end token", | ||
), | ||
pytest.param( | ||
'', | ||
ValueError, | ||
id="empty string is not allowed.", | ||
), | ||
], | ||
) | ||
def test_invalid_end_token(end_token, error): | ||
with pytest.raises(error): | ||
AddEndToken(end_token) |