spaCy/spacy/tests/lang/zh/test_serialize.py

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Add pkuseg and serialization support for Chinese (#5308) * Add pkuseg and serialization support for Chinese Add support for pkuseg alongside jieba * Specify model through `Language` meta: * split on characters (if no word segmentation packages are installed) ``` Chinese(meta={"tokenizer": {"config": {"use_jieba": False, "use_pkuseg": False}}}) ``` * jieba (remains the default tokenizer if installed) ``` Chinese() Chinese(meta={"tokenizer": {"config": {"use_jieba": True}}}) # explicit ``` * pkuseg ``` Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "use_jieba": False, "use_pkuseg": True}}}) ``` * The new tokenizer setting `require_pkuseg` is used to override `use_jieba` default, which is intended for models that provide a pkuseg model: ``` nlp_pkuseg = Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "require_pkuseg": True}}}) nlp = Chinese() # has `use_jieba` as `True` by default nlp.from_bytes(nlp_pkuseg.to_bytes()) # `require_pkuseg` overrides `use_jieba` when calling the tokenizer ``` Add support for serialization of tokenizer settings and pkuseg model, if loaded * Add sorting for `Language.to_bytes()` serialization of `Language.meta` so that the (emptied, but still present) tokenizer metadata is in a consistent position in the serialized data Extend tests to cover all three tokenizer configurations and serialization * Fix from_disk and tests without jieba or pkuseg * Load cfg first and only show error if `use_pkuseg` * Fix blank/default initialization in serialization tests * Explicitly initialize jieba's cache on init * Add serialization for pkuseg pre/postprocessors * Reformat pkuseg install message
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import pytest
from spacy.lang.zh import Chinese
from ...util import make_tempdir
def zh_tokenizer_serialize(zh_tokenizer):
tokenizer_bytes = zh_tokenizer.to_bytes()
nlp = Chinese()
Add pkuseg and serialization support for Chinese (#5308) * Add pkuseg and serialization support for Chinese Add support for pkuseg alongside jieba * Specify model through `Language` meta: * split on characters (if no word segmentation packages are installed) ``` Chinese(meta={"tokenizer": {"config": {"use_jieba": False, "use_pkuseg": False}}}) ``` * jieba (remains the default tokenizer if installed) ``` Chinese() Chinese(meta={"tokenizer": {"config": {"use_jieba": True}}}) # explicit ``` * pkuseg ``` Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "use_jieba": False, "use_pkuseg": True}}}) ``` * The new tokenizer setting `require_pkuseg` is used to override `use_jieba` default, which is intended for models that provide a pkuseg model: ``` nlp_pkuseg = Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "require_pkuseg": True}}}) nlp = Chinese() # has `use_jieba` as `True` by default nlp.from_bytes(nlp_pkuseg.to_bytes()) # `require_pkuseg` overrides `use_jieba` when calling the tokenizer ``` Add support for serialization of tokenizer settings and pkuseg model, if loaded * Add sorting for `Language.to_bytes()` serialization of `Language.meta` so that the (emptied, but still present) tokenizer metadata is in a consistent position in the serialized data Extend tests to cover all three tokenizer configurations and serialization * Fix from_disk and tests without jieba or pkuseg * Load cfg first and only show error if `use_pkuseg` * Fix blank/default initialization in serialization tests * Explicitly initialize jieba's cache on init * Add serialization for pkuseg pre/postprocessors * Reformat pkuseg install message
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nlp.tokenizer.from_bytes(tokenizer_bytes)
assert tokenizer_bytes == nlp.tokenizer.to_bytes()
with make_tempdir() as d:
file_path = d / "tokenizer"
zh_tokenizer.to_disk(file_path)
nlp = Chinese()
Add pkuseg and serialization support for Chinese (#5308) * Add pkuseg and serialization support for Chinese Add support for pkuseg alongside jieba * Specify model through `Language` meta: * split on characters (if no word segmentation packages are installed) ``` Chinese(meta={"tokenizer": {"config": {"use_jieba": False, "use_pkuseg": False}}}) ``` * jieba (remains the default tokenizer if installed) ``` Chinese() Chinese(meta={"tokenizer": {"config": {"use_jieba": True}}}) # explicit ``` * pkuseg ``` Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "use_jieba": False, "use_pkuseg": True}}}) ``` * The new tokenizer setting `require_pkuseg` is used to override `use_jieba` default, which is intended for models that provide a pkuseg model: ``` nlp_pkuseg = Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "require_pkuseg": True}}}) nlp = Chinese() # has `use_jieba` as `True` by default nlp.from_bytes(nlp_pkuseg.to_bytes()) # `require_pkuseg` overrides `use_jieba` when calling the tokenizer ``` Add support for serialization of tokenizer settings and pkuseg model, if loaded * Add sorting for `Language.to_bytes()` serialization of `Language.meta` so that the (emptied, but still present) tokenizer metadata is in a consistent position in the serialized data Extend tests to cover all three tokenizer configurations and serialization * Fix from_disk and tests without jieba or pkuseg * Load cfg first and only show error if `use_pkuseg` * Fix blank/default initialization in serialization tests * Explicitly initialize jieba's cache on init * Add serialization for pkuseg pre/postprocessors * Reformat pkuseg install message
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nlp.tokenizer.from_disk(file_path)
assert tokenizer_bytes == nlp.tokenizer.to_bytes()
def test_zh_tokenizer_serialize_char(zh_tokenizer_char):
zh_tokenizer_serialize(zh_tokenizer_char)
def test_zh_tokenizer_serialize_jieba(zh_tokenizer_jieba):
zh_tokenizer_serialize(zh_tokenizer_jieba)
@pytest.mark.slow
def test_zh_tokenizer_serialize_pkuseg_with_processors(zh_tokenizer_pkuseg):
config = {
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"nlp": {
"tokenizer": {
"@tokenizers": "spacy.zh.ChineseTokenizer",
"segmenter": "pkuseg",
}
},
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"initialize": {
"tokenizer": {
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"pkuseg_model": "medicine",
}
},
}
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nlp = Chinese.from_config(config)
nlp.initialize()
Add pkuseg and serialization support for Chinese (#5308) * Add pkuseg and serialization support for Chinese Add support for pkuseg alongside jieba * Specify model through `Language` meta: * split on characters (if no word segmentation packages are installed) ``` Chinese(meta={"tokenizer": {"config": {"use_jieba": False, "use_pkuseg": False}}}) ``` * jieba (remains the default tokenizer if installed) ``` Chinese() Chinese(meta={"tokenizer": {"config": {"use_jieba": True}}}) # explicit ``` * pkuseg ``` Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "use_jieba": False, "use_pkuseg": True}}}) ``` * The new tokenizer setting `require_pkuseg` is used to override `use_jieba` default, which is intended for models that provide a pkuseg model: ``` nlp_pkuseg = Chinese(meta={"tokenizer": {"config": {"pkuseg_model": "default", "require_pkuseg": True}}}) nlp = Chinese() # has `use_jieba` as `True` by default nlp.from_bytes(nlp_pkuseg.to_bytes()) # `require_pkuseg` overrides `use_jieba` when calling the tokenizer ``` Add support for serialization of tokenizer settings and pkuseg model, if loaded * Add sorting for `Language.to_bytes()` serialization of `Language.meta` so that the (emptied, but still present) tokenizer metadata is in a consistent position in the serialized data Extend tests to cover all three tokenizer configurations and serialization * Fix from_disk and tests without jieba or pkuseg * Load cfg first and only show error if `use_pkuseg` * Fix blank/default initialization in serialization tests * Explicitly initialize jieba's cache on init * Add serialization for pkuseg pre/postprocessors * Reformat pkuseg install message
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zh_tokenizer_serialize(nlp.tokenizer)