//- 💫 DOCS > API > TOP-LEVEL > UTIL p | spaCy comes with a small collection of utility functions located in | #[+src(gh("spaCy", "spacy/util.py")) #[code spacy/util.py]]. | Because utility functions are mostly intended for | #[strong internal use within spaCy], their behaviour may change with | future releases. The functions documented on this page should be safe | to use and we'll try to ensure backwards compatibility. However, we | recommend having additional tests in place if your application depends on | any of spaCy's utilities. +h(3, "util.get_data_path") util.get_data_path +tag function p | Get path to the data directory where spaCy looks for models. Defaults to | #[code spacy/data]. +table(["Name", "Type", "Description"]) +row +cell #[code require_exists] +cell bool +cell Only return path if it exists, otherwise return #[code None]. +row("foot") +cell returns +cell #[code Path] / #[code None] +cell Data path or #[code None]. +h(3, "util.set_data_path") util.set_data_path +tag function p | Set custom path to the data directory where spaCy looks for models. +aside-code("Example"). util.set_data_path('/custom/path') util.get_data_path() # PosixPath('/custom/path') +table(["Name", "Type", "Description"]) +row +cell #[code path] +cell unicode or #[code Path] +cell Path to new data directory. +h(3, "util.get_lang_class") util.get_lang_class +tag function p | Import and load a #[code Language] class. Allows lazy-loading | #[+a("/usage/adding-languages") language data] and importing | languages using the two-letter language code. +aside-code("Example"). for lang_id in ['en', 'de']: lang_class = util.get_lang_class(lang_id) lang = lang_class() tokenizer = lang.Defaults.create_tokenizer() +table(["Name", "Type", "Description"]) +row +cell #[code lang] +cell unicode +cell Two-letter language code, e.g. #[code 'en']. +row("foot") +cell returns +cell #[code Language] +cell Language class. +h(3, "util.load_model") util.load_model +tag function +tag-new(2) p | Load a model from a shortcut link, package or data path. If called with a | shortcut link or package name, spaCy will assume the model is a Python | package and import and call its #[code load()] method. If called with a | path, spaCy will assume it's a data directory, read the language and | pipeline settings from the meta.json and initialise a #[code Language] | class. The model data will then be loaded in via | #[+api("language#from_disk") #[code Language.from_disk()]]. +aside-code("Example"). nlp = util.load_model('en') nlp = util.load_model('en_core_web_sm', disable=['ner']) nlp = util.load_model('/path/to/data') +table(["Name", "Type", "Description"]) +row +cell #[code name] +cell unicode +cell Package name, shortcut link or model path. +row +cell #[code **overrides] +cell - +cell Specific overrides, like pipeline components to disable. +row("foot") +cell returns +cell #[code Language] +cell #[code Language] class with the loaded model. +h(3, "util.load_model_from_path") util.load_model_from_path +tag function +tag-new(2) p | Load a model from a data directory path. Creates the | #[+api("language") #[code Language]] class and pipeline based on the | directory's meta.json and then calls | #[+api("language#from_disk") #[code from_disk()]] with the path. This | function also makes it easy to test a new model that you haven't packaged | yet. +aside-code("Example"). nlp = load_model_from_path('/path/to/data') +table(["Name", "Type", "Description"]) +row +cell #[code model_path] +cell unicode +cell Path to model data directory. +row +cell #[code meta] +cell dict +cell | Model meta data. If #[code False], spaCy will try to load the | meta from a meta.json in the same directory. +row +cell #[code **overrides] +cell - +cell Specific overrides, like pipeline components to disable. +row("foot") +cell returns +cell #[code Language] +cell #[code Language] class with the loaded model. +h(3, "util.load_model_from_init_py") util.load_model_from_init_py +tag function +tag-new(2) p | A helper function to use in the #[code load()] method of a model package's | #[+src(gh("spacy-dev-resources", "templates/model/en_model_name/__init__.py")) #[code __init__.py]]. +aside-code("Example"). from spacy.util import load_model_from_init_py def load(**overrides): return load_model_from_init_py(__file__, **overrides) +table(["Name", "Type", "Description"]) +row +cell #[code init_file] +cell unicode +cell Path to model's __init__.py, i.e. #[code __file__]. +row +cell #[code **overrides] +cell - +cell Specific overrides, like pipeline components to disable. +row("foot") +cell returns +cell #[code Language] +cell #[code Language] class with the loaded model. +h(3, "util.get_model_meta") util.get_model_meta +tag function +tag-new(2) p | Get a model's meta.json from a directory path and validate its contents. +aside-code("Example"). meta = util.get_model_meta('/path/to/model') +table(["Name", "Type", "Description"]) +row +cell #[code path] +cell unicode or #[code Path] +cell Path to model directory. +row("foot") +cell returns +cell dict +cell The model's meta data. +h(3, "util.is_package") util.is_package +tag function p | Check if string maps to a package installed via pip. Mainly used to | validate #[+a("/usage/models") model packages]. +aside-code("Example"). util.is_package('en_core_web_sm') # True util.is_package('xyz') # False +table(["Name", "Type", "Description"]) +row +cell #[code name] +cell unicode +cell Name of package. +row("foot") +cell returns +cell #[code bool] +cell #[code True] if installed package, #[code False] if not. +h(3, "util.get_package_path") util.get_package_path +tag function +tag-new(2) p | Get path to an installed package. Mainly used to resolve the location of | #[+a("/usage/models") model packages]. Currently imports the package | to find its path. +aside-code("Example"). util.get_package_path('en_core_web_sm') # /usr/lib/python3.6/site-packages/en_core_web_sm +table(["Name", "Type", "Description"]) +row +cell #[code package_name] +cell unicode +cell Name of installed package. +row("foot") +cell returns +cell #[code Path] +cell Path to model package directory. +h(3, "util.is_in_jupyter") util.is_in_jupyter +tag function +tag-new(2) p | Check if user is running spaCy from a #[+a("https://jupyter.org") Jupyter] | notebook by detecting the IPython kernel. Mainly used for the | #[+api("displacy") #[code displacy]] visualizer. +aside-code("Example"). html = '<h1>Hello world!</h1>' if util.is_in_jupyter(): from IPython.core.display import display, HTML return display(HTML(html)) +table(["Name", "Type", "Description"]) +row("foot") +cell returns +cell bool +cell #[code True] if in Jupyter, #[code False] if not. +h(3, "util.update_exc") util.update_exc +tag function p | Update, validate and overwrite | #[+a("/usage/adding-languages#tokenizer-exceptions") tokenizer exceptions]. | Used to combine global exceptions with custom, language-specific | exceptions. Will raise an error if key doesn't match #[code ORTH] values. +aside-code("Example"). BASE = {"a.": [{ORTH: "a."}], ":)": [{ORTH: ":)"}]} NEW = {"a.": [{ORTH: "a.", LEMMA: "all"}]} exceptions = util.update_exc(BASE, NEW) # {"a.": [{ORTH: "a.", LEMMA: "all"}], ":)": [{ORTH: ":)"}]} +table(["Name", "Type", "Description"]) +row +cell #[code base_exceptions] +cell dict +cell Base tokenizer exceptions. +row +cell #[code *addition_dicts] +cell dicts +cell Exception dictionaries to add to the base exceptions, in order. +row("foot") +cell returns +cell dict +cell Combined tokenizer exceptions. +h(3, "util.prints") util.prints +tag function +tag-new(2) p | Print a formatted, text-wrapped message with optional title. If a text | argument is a #[code Path], it's converted to a string. Should only | be used for interactive components like the command-line interface. +aside-code("Example"). data_path = Path('/some/path') if not path.exists(): util.prints("Can't find the path.", data_path, title="Error", exits=1) +table(["Name", "Type", "Description"]) +row +cell #[code *texts] +cell unicode +cell Texts to print. Each argument is rendered as paragraph. +row +cell #[code **kwargs] +cell - +cell | #[code title] is rendered as coloured headline. #[code exits] | performs system exit after printing, using the value of the | argument as the exit code, e.g. #[code exits=1].