Add section on testing language tokenizers

This commit is contained in:
ines 2017-05-13 15:39:27 +02:00
parent 5858857a78
commit a48e21755e
1 changed files with 76 additions and 0 deletions

View File

@ -399,6 +399,82 @@ p
+h(2, "testing") Testing the new language tokenizer +h(2, "testing") Testing the new language tokenizer
p
| Before using the new language or submitting a
| #[+a(gh("spaCy") + "/pulls") pull request] to spaCy, you should make sure
| it works as expected. This is especially important if you've added custom
| regular expressions for token matching or punctuation you don't want to
| be causing regressions.
+aside("spaCy's test suite")
| spaCy uses the #[+a("https://docs.pytest.org/en/latest/") pytest framework]
| for testing. For more details on how the tests are structured and best
| practices for writing your own tests, see our
| #[+a(gh("spaCy", "spacy/tests")) tests documentation].
+h(3, "testing-tokenizer") Testing the basic tokenizer
p
| The easiest way to test your new tokenizer is to run the
| language-independent "tokenizer sanity" tests located in
| #[+src(gh("spaCy", "spacy/tests/tokenizer")) tests/tokenizer]. This will
| test for basic behaviours like punctuation splitting, URL matching and
| correct handling of whitespace. In the
| #[+src(gh("spaCy", "spacy/tests/conftest.py")) conftest.py], add the new
| language ID to the list of #[code _languages]:
+code.
_languages = ['bn', 'da', 'de', 'en', 'es', 'fi', 'fr', 'he', 'hu', 'it', 'nb',
'nl', 'pl', 'pt', 'sv', 'xx'] # new language here
+aside-code("Global tokenizer test example").
# use fixture by adding it as an argument
def test_with_all_languages(tokenizer):
# will be performed on ALL language tokenizers
tokens = tokenizer(u'Some text here.')
p
| The language will now be included in the #[code tokenizer] test fixture,
| which is used by the basic tokenizer tests. If you want to add your own
| tests that should be run over all languages, you can use this fixture as
| an argument of your test function.
+h(3, "testing-custom") Writing language-specific tests
p
| It's recommended to always add at least some tests with examples specific
| to the language. Language tests should be located in
| #[+src(gh("spaCy", "spacy/tests/lang")) tests/lang] in a directory named
| after the language ID. You'll also need to create a fixture for your
| tokenizer in the #[+src(gh("spaCy", "spacy/tests/conftest.py")) conftest.py].
| Always use the #[code load_lang_class()] helper function within the fixture,
| instead of importing the class at the top of the file. This will load the
| language data only when it's needed. (Otherwise, #[em all data] would be
| loaded every time you run a test.)
+code.
@pytest.fixture
def en_tokenizer():
return util.load_lang_class('en').Defaults.create_tokenizer()
p
| When adding test cases, always
| #[+a(gh("spaCy", "spacy/tests#parameters")) #[code parametrize]] them
| this will make it easier for others to add more test cases without having
| to modify the test itself. You can also add parameter tuples, for example,
| a test sentence and its expected length, or a list of expected tokens.
| Here's an example of an English tokenizer test for combinations of
| punctuation and abbreviations:
+code("Example test").
@pytest.mark.parametrize('text,length', [
("The U.S. Army likes Shock and Awe.", 8),
("U.N. regulations are not a part of their concern.", 10),
("“Isn't it?”", 6)])
def test_en_tokenizer_handles_punct_abbrev(en_tokenizer, text, length):
tokens = en_tokenizer(text)
assert len(tokens) == length
+h(2, "vocabulary") Building the vocabulary +h(2, "vocabulary") Building the vocabulary
p p