├── tests ├── __init__.py └── test_spacy_fastlang.py ├── spacy_fastlang ├── lid.176.ftz └── __init__.py ├── README.md ├── LICENSE ├── pyproject.toml ├── .github └── workflows │ └── ci.yml ├── .gitignore └── poetry.lock /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /spacy_fastlang/lid.176.ftz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thomasthiebaud/spacy-fastlang/HEAD/spacy_fastlang/lid.176.ftz -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # spacy_fastlang 2 | 3 | ## Install 4 | 5 | Assuming you have a working python environment, you can simply install it using 6 | 7 | ``` 8 | pip install spacy_fastlang 9 | ``` 10 | 11 | ## Usage 12 | 13 | The library exports a pipeline component called `language_detector` that will set two spacy extensions 14 | 15 | - doc.\_.language = ISO code of the detected language or `xx` as a fallback 16 | - doc.\_.language_score = confidence 17 | 18 | ``` 19 | import spacy_fastlang # noqa: F401 # pylint: disable=unused-import 20 | nlp = spacy.load("...") 21 | nlp.add_pipe("language_detector") 22 | doc = nlp(en_text) 23 | 24 | doc._.language == "..." 25 | doc._.language_score >= ... 26 | ``` 27 | 28 | ## Options 29 | 30 | [Check the tests](./tests/test_spacy_fastlang.py) to see more examples and available options 31 | 32 | ## License 33 | 34 | Everythin is under `MIT` except the default model which is distributed under [Creative Commons Attribution-Share-Alike License 3.0](https://creativecommons.org/licenses/by-sa/3.0/) by facebook [here](https://fasttext.cc/docs/en/language-identification.html) 35 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2020 Thomas Thiebaud 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [tool.poetry] 2 | name = "spacy_fastlang" 3 | version = "2.1.0" 4 | description = "Language detection using FastText and Spacy" 5 | authors = ["Thomas Thiebaud "] 6 | license = "MIT" 7 | readme = "README.md" 8 | homepage = "https://github.com/thomasthiebaud/spacy-fastlang" 9 | repository = "https://github.com/thomasthiebaud/spacy-fastlang" 10 | documentation = "https://github.com/thomasthiebaud/spacy-fastlang" 11 | keywords = ["spacy", "fasttext", "language", "detection"] 12 | classifiers = [ 13 | "Development Status :: 4 - Beta", 14 | "Intended Audience :: Developers", 15 | "Intended Audience :: Science/Research", 16 | "License :: OSI Approved :: MIT License", 17 | "Operating System :: OS Independent", 18 | "Programming Language :: Python :: 3.8", 19 | "Programming Language :: Python :: 3.9", 20 | "Programming Language :: Python :: 3.10", 21 | "Programming Language :: Python :: 3.11", 22 | "Topic :: Scientific/Engineering", 23 | "Topic :: Software Development" 24 | ] 25 | 26 | [tool.poetry.dependencies] 27 | python = "^3.8" 28 | spacy = "^3.0.0" 29 | fasttext-wheel = "^0.9.2" 30 | 31 | [tool.poetry.dev-dependencies] 32 | black = "^23.7.0" 33 | pytest = "^7.4.0" 34 | 35 | [build-system] 36 | requires = ["poetry-core"] 37 | build-backend = "poetry.core.masonry.api" 38 | -------------------------------------------------------------------------------- /.github/workflows/ci.yml: -------------------------------------------------------------------------------- 1 | name: Python package 2 | 3 | on: push 4 | 5 | jobs: 6 | ci: 7 | runs-on: ubuntu-latest 8 | strategy: 9 | matrix: 10 | python-version: ['3.8', '3.9', '3.10', '3.11'] 11 | steps: 12 | - uses: actions/checkout@v2 13 | - name: Set up Python ${{ matrix.python-version }} 14 | uses: actions/setup-python@v1 15 | with: 16 | python-version: ${{ matrix.python-version }} 17 | - name: Install poetry 18 | run: | 19 | python -m pip install --upgrade pip 20 | pip install poetry 21 | poetry config virtualenvs.create false 22 | - name: Install dependencies 23 | run: poetry install -vvv 24 | - name: Lint with black 25 | run: poetry run black --check . 26 | - name: Test with pytest 27 | run: poetry run pytest -vvv tests 28 | release: 29 | if: ${{ github.ref == 'refs/heads/master' }} 30 | needs: ci 31 | runs-on: ubuntu-latest 32 | strategy: 33 | matrix: 34 | python-version: ['3.8'] 35 | steps: 36 | - uses: actions/checkout@v2 37 | - name: Set up Python ${{ matrix.python-version }} 38 | uses: actions/setup-python@v1 39 | with: 40 | python-version: ${{ matrix.python-version }} 41 | - name: Install poetry 42 | run: | 43 | python -m pip install --upgrade pip 44 | pip install poetry 45 | poetry config virtualenvs.create false 46 | - name: Install dependencies 47 | run: poetry install -vvv 48 | - name: Release 49 | env: 50 | POETRY_HTTP_BASIC_PYPI_PASSWORD: ${{ secrets.POETRY_HTTP_BASIC_PYPI_PASSWORD }} 51 | POETRY_HTTP_BASIC_PYPI_USERNAME: ${{ secrets.POETRY_HTTP_BASIC_PYPI_USERNAME }} 52 | run: poetry publish --build 53 | -------------------------------------------------------------------------------- /tests/test_spacy_fastlang.py: -------------------------------------------------------------------------------- 1 | import spacy 2 | import os 3 | 4 | import spacy_fastlang # noqa: F401 # pylint: disable=unused-import 5 | 6 | en_text = "Life is like a box of chocolates. You never know what you're gonna get." 7 | poor_quality_text = "Hi Mademoiselle \n" 8 | 9 | 10 | def test_detect_doc_language(): 11 | nlp = spacy.blank("xx") 12 | nlp.add_pipe("language_detector") 13 | doc = nlp(en_text) 14 | 15 | assert doc._.language == "en" 16 | assert doc._.language_score >= 0.8 17 | 18 | 19 | def test_use_fallback_if_confidence_is_low(): 20 | nlp_without_fallback = spacy.blank("xx") 21 | nlp_without_fallback.add_pipe("language_detector") 22 | doc = nlp_without_fallback(poor_quality_text) 23 | 24 | assert doc._.language_score < 0.5 25 | 26 | nlp_with_fallback = spacy.blank("xx") 27 | nlp_with_fallback.add_pipe("language_detector", config={"threshold": 0.5}) 28 | doc = nlp_with_fallback(poor_quality_text) 29 | 30 | assert doc._.language == "xx" 31 | assert doc._.language_score < 0.5 32 | 33 | 34 | def test_use_fallback_value_if_language_not_supported(): 35 | nlp = spacy.blank("xx") 36 | nlp.add_pipe("language_detector", config={"supported_languages": ["fr"]}) 37 | doc = nlp(en_text) 38 | 39 | assert doc._.language == "xx" 40 | assert doc._.language_score >= 0.8 41 | 42 | 43 | def test_use_custom_fallback(): 44 | nlp = spacy.blank("xx") 45 | nlp.add_pipe( 46 | "language_detector", config={"threshold": 0.99, "default_language": "fr"} 47 | ) 48 | doc = nlp(en_text) 49 | 50 | assert doc._.language == "fr" 51 | assert doc._.language_score >= 0.8 52 | 53 | 54 | def test_use_custom_model(): 55 | nlp = spacy.blank("xx") 56 | nlp.add_pipe( 57 | "language_detector", 58 | config={ 59 | "model_path": os.path.realpath( 60 | os.path.join(__file__, "..", "..", "spacy_fastlang", "lid.176.ftz") 61 | ) 62 | }, 63 | ) 64 | doc = nlp(en_text) 65 | 66 | assert doc._.language == "en" 67 | assert doc._.language_score >= 0.8 68 | 69 | 70 | def test_batch_predictions(): 71 | nlp = spacy.blank("xx") 72 | nlp.add_pipe("language_detector") 73 | for doc in nlp.pipe([en_text, en_text]): 74 | assert doc._.language == "en" 75 | assert doc._.language_score >= 0.8 76 | -------------------------------------------------------------------------------- /spacy_fastlang/__init__.py: -------------------------------------------------------------------------------- 1 | import os 2 | import fasttext 3 | from spacy.tokens import Doc 4 | from spacy import util 5 | from spacy.language import Language 6 | 7 | 8 | @Language.factory( 9 | "language_detector", 10 | default_config={ 11 | "default_language": "xx", 12 | "supported_languages": None, 13 | "threshold": 0, 14 | "model_path": os.path.realpath(os.path.join(__file__, "..", "lid.176.ftz")), 15 | }, 16 | ) 17 | def make_language_detector( 18 | nlp: Language, 19 | name: str, 20 | default_language, 21 | supported_languages, 22 | threshold, 23 | model_path, 24 | ): 25 | return LanguageDetector( 26 | name, 27 | default_language=default_language, 28 | supported_languages=supported_languages, 29 | threshold=threshold, 30 | model_path=model_path, 31 | ) 32 | 33 | 34 | class LanguageDetector(object): 35 | def __init__( 36 | self, 37 | name="language_detector", 38 | default_language="xx", 39 | supported_languages=None, 40 | threshold=0, 41 | model_path=os.path.realpath(os.path.join(__file__, "..", "lid.176.ftz")), 42 | ): 43 | Doc.set_extension("language", default=default_language, force=True) 44 | Doc.set_extension("language_score", default=0, force=True) 45 | 46 | self.model = fasttext.load_model(model_path) 47 | self.default_language = default_language 48 | self.supported_languages = supported_languages 49 | self.threshold = threshold 50 | 51 | def __call__(self, doc: Doc): 52 | labels, confidences = self.model.predict(doc.text.replace("\n", " ")) 53 | label = labels[0] 54 | confidence = confidences[0] 55 | 56 | language, language_score = self._extract_language(label, confidence) 57 | 58 | doc._.language = language 59 | doc._.language_score = language_score 60 | 61 | return doc 62 | 63 | def pipe(self, stream, batch_size=128): 64 | for docs in util.minibatch(stream, size=batch_size): 65 | labels, confidences = self.model.predict( 66 | [doc.text.replace("\n", " ") for doc in docs] 67 | ) 68 | for doc, label, confidence in zip(docs, labels, confidences): 69 | language, language_score = self._extract_language( 70 | label[0], confidence[0] 71 | ) 72 | doc._.language = language 73 | doc._.language_score = language_score 74 | 75 | yield doc 76 | 77 | def _extract_language(self, label: str, confidence: float): 78 | language = self.default_language 79 | if confidence > self.threshold: 80 | language = label[9:] # label looks like __label__ 81 | 82 | if ( 83 | self.supported_languages is not None 84 | and language not in self.supported_languages 85 | ): 86 | language = self.default_language 87 | 88 | return (language, confidence) 89 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | # Created by https://www.gitignore.io/api/linux,macos,dotenv,python,windows 3 | # Edit at https://www.gitignore.io/?templates=linux,macos,dotenv,python,windows 4 | 5 | ### dotenv ### 6 | .env 7 | 8 | ### Linux ### 9 | *~ 10 | 11 | # temporary files which can be created if a process still has a handle open of a deleted file 12 | .fuse_hidden* 13 | 14 | # KDE directory preferences 15 | .directory 16 | 17 | # Linux trash folder which might appear on any partition or disk 18 | .Trash-* 19 | 20 | # .nfs files are created when an open file is removed but is still being accessed 21 | .nfs* 22 | 23 | ### macOS ### 24 | # General 25 | .DS_Store 26 | .AppleDouble 27 | .LSOverride 28 | 29 | # Icon must end with two \r 30 | Icon 31 | 32 | # Thumbnails 33 | ._* 34 | 35 | # Files that might appear in the root of a volume 36 | .DocumentRevisions-V100 37 | .fseventsd 38 | .Spotlight-V100 39 | .TemporaryItems 40 | .Trashes 41 | .VolumeIcon.icns 42 | .com.apple.timemachine.donotpresent 43 | 44 | # Directories potentially created on remote AFP share 45 | .AppleDB 46 | .AppleDesktop 47 | Network Trash Folder 48 | Temporary Items 49 | .apdisk 50 | 51 | ### Python ### 52 | # Byte-compiled / optimized / DLL files 53 | __pycache__/ 54 | *.py[cod] 55 | *$py.class 56 | 57 | # C extensions 58 | *.so 59 | 60 | # Distribution / packaging 61 | .Python 62 | build/ 63 | develop-eggs/ 64 | dist/ 65 | downloads/ 66 | eggs/ 67 | .eggs/ 68 | lib/ 69 | lib64/ 70 | parts/ 71 | sdist/ 72 | var/ 73 | wheels/ 74 | pip-wheel-metadata/ 75 | share/python-wheels/ 76 | *.egg-info/ 77 | .installed.cfg 78 | *.egg 79 | MANIFEST 80 | 81 | # PyInstaller 82 | # Usually these files are written by a python script from a template 83 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 84 | *.manifest 85 | *.spec 86 | 87 | # Installer logs 88 | pip-log.txt 89 | pip-delete-this-directory.txt 90 | 91 | # Unit test / coverage reports 92 | htmlcov/ 93 | .tox/ 94 | .nox/ 95 | .coverage 96 | .coverage.* 97 | .cache 98 | nosetests.xml 99 | coverage.xml 100 | *.cover 101 | .hypothesis/ 102 | .pytest_cache/ 103 | 104 | # Translations 105 | *.mo 106 | *.pot 107 | 108 | # Scrapy stuff: 109 | .scrapy 110 | 111 | # Sphinx documentation 112 | docs/_build/ 113 | 114 | # PyBuilder 115 | target/ 116 | 117 | # pyenv 118 | .python-version 119 | 120 | # pipenv 121 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 122 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 123 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 124 | # install all needed dependencies. 125 | #Pipfile.lock 126 | 127 | # celery beat schedule file 128 | celerybeat-schedule 129 | 130 | # SageMath parsed files 131 | *.sage.py 132 | 133 | # Spyder project settings 134 | .spyderproject 135 | .spyproject 136 | 137 | # Rope project settings 138 | .ropeproject 139 | 140 | # Mr Developer 141 | .mr.developer.cfg 142 | .project 143 | .pydevproject 144 | 145 | # mkdocs documentation 146 | /site 147 | 148 | # mypy 149 | .mypy_cache/ 150 | .dmypy.json 151 | dmypy.json 152 | 153 | # Pyre type checker 154 | .pyre/ 155 | 156 | ### Windows ### 157 | # Windows thumbnail cache files 158 | Thumbs.db 159 | Thumbs.db:encryptable 160 | ehthumbs.db 161 | ehthumbs_vista.db 162 | 163 | # Dump file 164 | *.stackdump 165 | 166 | # Folder config file 167 | [Dd]esktop.ini 168 | 169 | # Recycle Bin used on file shares 170 | $RECYCLE.BIN/ 171 | 172 | # Windows Installer files 173 | *.cab 174 | *.msi 175 | *.msix 176 | *.msm 177 | *.msp 178 | 179 | # Windows shortcuts 180 | *.lnk 181 | 182 | # End of https://www.gitignore.io/api/linux,macos,dotenv,python,windows 183 | -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- 1 | # This file is automatically @generated by Poetry 1.5.1 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