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