def test_invalid_input_experiment(self):
r"""Raise exception when input `experiment` is invalid."""
msg1 = (
'Must raise `TypeError` or `ValueError` when input `experiment` '
'is invalid.'
)
msg2 = 'Inconsistent error message.'
examples = (
False, True, 0, 1, -1, 0.0, 1.0, math.nan, -math.nan, math.inf,
-math.inf, 0j, 1j, '', b'', (), [], {}, set(), object(),
lambda x: x, type, None, NotImplemented, ...,
)
for invalid_input in examples:
with self.assertRaises(
(TypeError, ValueError),
msg=msg1
) as ctx_man:
BaseListTokenizer.load(experiment=invalid_input)
if isinstance(ctx_man.exception, TypeError):
self.assertEqual(
ctx_man.exception.args[0],
'`experiment` must be an instance of `str`.',
msg=msg2
)
else:
self.assertEqual(
ctx_man.exception.args[0],
'`experiment` must not be empty.',
msg=msg2
)
def test_yield_value(self):
r"""Return iterator which yield `str`."""
msg = 'Must return iterator which yield `str`.'
examples = ('[bos]', '[eos]', '[pad]', '[unk]')
self.assertIsInstance(BaseListTokenizer.special_tokens(),
Iterator,
msg=msg)
out_tokens = list(BaseListTokenizer.special_tokens())
for i, ans_token in enumerate(examples):
self.assertIsInstance(out_tokens[i], str, msg=msg)
self.assertEqual(out_tokens[i], ans_token, msg=msg)
def test_experiment_does_not_exist(self):
r"""Raise `FileNotFoundError` when `experiment` does not exist."""
msg1 = (
'Must raise `FileNotFoundError` when `experiment` does not exist.'
)
msg2 = 'Inconsistent error message.'
examples = (self.__class__.experiment, 'I-AM-A-TEST-AND-I-DONT-EXIST')
for experiment in examples:
with self.assertRaises(FileNotFoundError, msg=msg1) as ctx_man:
BaseListTokenizer.load(experiment=experiment)
test_path = os.path.join(DATA_PATH, experiment, 'tokenizer.json')
self.assertEqual(
ctx_man.exception.args[0],
f'File {test_path} does not exist.',
msg=msg2
)
def test_load_result(self):
r"""Load `tokenizer.json`."""
msg = 'Inconsistent `tokenizer.json` format.'
examples = (
{
'is_uncased': False,
'token_to_id': {
'A': 0,
'B': 1,
'C': 2,
},
},
{
'is_uncased': True,
'token_to_id': {
'a': 0,
'b': 1,
'c': 2,
},
},
)
test_path = os.path.join(self.__class__.test_dir, 'tokenizer.json')
for obj in examples:
try:
# Create test file.
with open(test_path, 'w', encoding='utf-8') as output_file:
json.dump(obj, output_file)
tokenizer = BaseListTokenizer.load(
experiment=self.__class__.experiment
)
self.assertIsInstance(tokenizer, BaseListTokenizer, msg=msg)
for attr_key, attr_value in obj.items():
self.assertTrue(hasattr(tokenizer, attr_key), msg=msg)
self.assertIsInstance(
getattr(tokenizer, attr_key),
type(attr_value),
msg=msg
)
self.assertEqual(
getattr(tokenizer, attr_key),
attr_value,
msg=msg
)
finally:
# Clean up test file.
os.remove(test_path)
def test_abstract_method(self):
r"""Raise `NotImplementedError` when subclass did not implement."""
msg1 = (
'Must raise `NotImplementedError` when subclass did not implement.'
)
msg2 = 'Inconsistent error message.'
examples = (True, False)
for is_uncased in examples:
with self.assertRaises(NotImplementedError, msg=msg1) as ctx_man:
BaseListTokenizer(is_uncased=is_uncased).encode('')
self.assertEqual(ctx_man.exception.args[0],
'In class `BaseListTokenizer`: '
'method `tokenize` not implemented yet.',
msg=msg2)
def test_invalid_input_is_uncased(self):
r"""Raise `TypeError` when input `is_uncased` is invalid."""
msg1 = 'Must raise `TypeError` when input `is_uncased` is invalid.'
msg2 = 'Inconsistent error message.'
examples = (
0, 1, -1, 0.0, 1.0, math.nan, -math.nan, math.inf, -math.inf, 0j,
1j, '', b'', (), [], {}, set(), object(), lambda x: x, type, None,
NotImplemented, ...,
)
for invalid_input in examples:
with self.assertRaises(TypeError, msg=msg1) as ctx_man:
BaseListTokenizer(is_uncased=invalid_input)
self.assertEqual(
ctx_man.exception.args[0],
'`is_uncased` must be an instance of `bool`.',
msg=msg2
)
def setUp(self):
r"""Setup both cased and uncased tokenizer instances."""
self.cased_tokenizer = BaseListTokenizer()
self.uncased_tokenizer = BaseListTokenizer(is_uncased=True)
self.tokenizers = [self.cased_tokenizer, self.uncased_tokenizer]
class TestNormalize(unittest.TestCase):
r"""Test case for `lmp.tokenizer.BaseListTokenizer.normalize`."""
def setUp(self):
r"""Setup both cased and uncased tokenizer instances."""
self.cased_tokenizer = BaseListTokenizer()
self.uncased_tokenizer = BaseListTokenizer(is_uncased=True)
self.tokenizers = [self.cased_tokenizer, self.uncased_tokenizer]
def tearDown(self):
r"""Delete both cased and uncased tokenizer instances."""
del self.tokenizers
del self.cased_tokenizer
del self.uncased_tokenizer
gc.collect()
def test_signature(self):
r"""Ensure signature consistency."""
msg = 'Inconsistent method signature.'
self.assertEqual(
inspect.signature(BaseListTokenizer.normalize),
inspect.Signature(parameters=[
inspect.Parameter(name='self',
kind=inspect.Parameter.POSITIONAL_OR_KEYWORD,
default=inspect.Parameter.empty),
inspect.Parameter(name='sequence',
kind=inspect.Parameter.POSITIONAL_OR_KEYWORD,
annotation=str,
default=inspect.Parameter.empty)
],
return_annotation=str),
msg=msg)
def test_invalid_input_sequence(self):
r"""Raise `TypeError` when input `sequence` is invalid."""
msg1 = 'Must raise `TypeError` when input `sequence` is invalid.'
msg2 = 'Inconsistent error message.'
examples = (
False,
True,
0,
1,
-1,
0.0,
1.0,
math.nan,
-math.nan,
math.inf,
-math.inf,
0j,
1j,
b'',
(),
[],
{},
set(),
object(),
lambda x: x,
type,
None,
NotImplemented,
...,
)
for invalid_input in examples:
for tokenizer in self.tokenizers:
with self.assertRaises(TypeError, msg=msg1) as cxt_man:
tokenizer.normalize(sequence=invalid_input)
self.assertEqual(cxt_man.exception.args[0],
'`sequence` must be an instance of `str`.',
msg=msg2)
def test_return_type(self):
r"""Return `str`."""
msg = 'Must return `str`.'
examples = (
'Hello world!',
'I am a legend.',
'y = f(x)',
'',
)
for sequence in examples:
for tokenizer in self.tokenizers:
self.assertIsInstance(tokenizer.normalize(sequence=sequence),
str,
msg=msg)
def test_unicode_normalize(self):
r"""Return NFKC normalized characters."""
msg = 'Must return NFKC normalized characters.'
examples = (
('０', '0', 1),
('é', 'é', 1),
('０é', '0é', 2),
)
for sequence, normalized_sequence, sequence_len in examples:
for tokenizer in self.tokenizers:
out_sequence = tokenizer.normalize(sequence=sequence)
self.assertEqual(out_sequence, normalized_sequence, msg=msg)
self.assertEqual(len(out_sequence), sequence_len, msg=msg)
def test_cased_sensitive(self):
r"""Return cased sensitive sequence."""
msg = 'Return sequence must be cased sensitive.'
examples = (
('HeLlO WoRlD!', 'HeLlO WoRlD!', 'hello world!'),
('HELLO WORLD!', 'HELLO WORLD!', 'hello world!'),
('hello world!', 'hello world!', 'hello world!'),
('H', 'H', 'h'),
('h', 'h', 'h'),
)
for sequence, cased_sequence, uncased_sequence in examples:
self.assertEqual(self.cased_tokenizer.normalize(sequence),
cased_sequence,
msg=msg)
self.assertEqual(self.uncased_tokenizer.normalize(sequence),
uncased_sequence,
msg=msg)
def test_whitespace_strip(self):
r"""Strip input sequence."""
msg = 'Must strip both leading and trailing whitespace characters.'
examples = (
(' hello world!', 'hello world!'),
('hello world! ', 'hello world!'),
(' hello world! ', 'hello world!'),
(' hello world! ', 'hello world!'),
('\nhello world!\n', 'hello world!'),
(' ', ''),
('', ''),
)
for sequence, stripped_sequence in examples:
for tokenizer in self.tokenizers:
self.assertEqual(tokenizer.normalize(sequence),
stripped_sequence,
msg=msg)
def test_whitespace_collapse(self):
r"""Collapse whitespace characters."""
msg = ('Must convert consecutive whitespace characters into single '
'whitespace character.')
examples = (
('hello world !', 'hello world !'),
('hello world !', 'hello world !'),
('hello world !', 'hello world !'),
('hello world\n\n!', 'hello world !'),
)
for sequence, ans_tokens in examples:
for tokenizer in self.tokenizers:
self.assertEqual(tokenizer.normalize(sequence),
ans_tokens,
msg=msg)