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| spaCy: Industrial-strength NLP |  | ||||||
| ****************************** |  | ||||||
| 
 |  | ||||||
| spaCy is a library for advanced Natural Language Processing in Python and Cython. |  | ||||||
| It's built on the very latest research, and was designed from day one to be |  | ||||||
| used in real products. spaCy comes with |  | ||||||
| `pre-trained statistical models <https://spacy.io/models>`_ and word |  | ||||||
| vectors, and currently supports tokenization for **30+ languages**. It features |  | ||||||
| the **fastest syntactic parser** in the world, convolutional **neural network models** |  | ||||||
| for tagging, parsing and **named entity recognition** and easy **deep learning** |  | ||||||
| integration. It's commercial open-source software, released under the MIT license. |  | ||||||
| 
 |  | ||||||
| 💫 **Version 2.0 out now!** `Check out the release notes here. <https://github.com/explosion/spaCy/releases>`_ |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/travis/explosion/spaCy/master.svg?style=flat-square&logo=travis |  | ||||||
|     :target: https://travis-ci.org/explosion/spaCy |  | ||||||
|     :alt: Build Status |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/appveyor/ci/explosion/spaCy/master.svg?style=flat-square&logo=appveyor |  | ||||||
|     :target: https://ci.appveyor.com/project/explosion/spaCy |  | ||||||
|     :alt: Appveyor Build Status |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/github/release/explosion/spacy.svg?style=flat-square |  | ||||||
|     :target: https://github.com/explosion/spaCy/releases |  | ||||||
|     :alt: Current Release Version |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/pypi/v/spacy.svg?style=flat-square |  | ||||||
|     :target: https://pypi.python.org/pypi/spacy |  | ||||||
|     :alt: pypi Version |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/conda/vn/conda-forge/spacy.svg?style=flat-square |  | ||||||
|     :target: https://anaconda.org/conda-forge/spacy |  | ||||||
|     :alt: conda Version |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/badge/wheels-%E2%9C%93-4c1.svg?longCache=true&style=flat-square&logo=python&logoColor=white |  | ||||||
|     :target: https://github.com/explosion/wheelwright/releases |  | ||||||
|     :alt: Python wheels |  | ||||||
| 
 |  | ||||||
| .. image:: https://img.shields.io/twitter/follow/spacy_io.svg?style=social&label=Follow |  | ||||||
|     :target: https://twitter.com/spacy_io |  | ||||||
|     :alt: spaCy on Twitter |  | ||||||
| 
 |  | ||||||
| 📖 Documentation |  | ||||||
| ================ |  | ||||||
| 
 |  | ||||||
| ===================  === |  | ||||||
| `spaCy 101`_         New to spaCy? Here's everything you need to know! |  | ||||||
| `Usage Guides`_      How to use spaCy and its features. |  | ||||||
| `New in v2.0`_       New features, backwards incompatibilities and migration guide. |  | ||||||
| `API Reference`_     The detailed reference for spaCy's API. |  | ||||||
| `Models`_            Download statistical language models for spaCy. |  | ||||||
| `Universe`_          Libraries, extensions, demos, books and courses. |  | ||||||
| `Changelog`_         Changes and version history. |  | ||||||
| `Contribute`_        How to contribute to the spaCy project and code base. |  | ||||||
| ===================  === |  | ||||||
| 
 |  | ||||||
| .. _spaCy 101: https://spacy.io/usage/spacy-101 |  | ||||||
| .. _New in v2.0: https://spacy.io/usage/v2#migrating |  | ||||||
| .. _Usage Guides: https://spacy.io/usage/ |  | ||||||
| .. _API Reference: https://spacy.io/api/ |  | ||||||
| .. _Models: https://spacy.io/models |  | ||||||
| .. _Universe: https://spacy.io/universe |  | ||||||
| .. _Changelog: https://spacy.io/usage/#changelog |  | ||||||
| .. _Contribute: https://github.com/explosion/spaCy/blob/master/CONTRIBUTING.md |  | ||||||
| 
 |  | ||||||
| 💬 Where to ask questions |  | ||||||
| ========================== |  | ||||||
| 
 |  | ||||||
| The spaCy project is maintained by `@honnibal <https://github.com/honnibal>`_ |  | ||||||
| and `@ines <https://github.com/ines>`_. Please understand that we won't be able |  | ||||||
| to provide individual support via email. We also believe that help is much more |  | ||||||
| valuable if it's shared publicly, so that more people can benefit from it. |  | ||||||
| 
 |  | ||||||
| ====================== === |  | ||||||
| **Bug Reports**        `GitHub Issue Tracker`_ |  | ||||||
| **Usage Questions**    `Stack Overflow`_, `Gitter Chat`_, `Reddit User Group`_ |  | ||||||
| **General Discussion** `Gitter Chat`_, `Reddit User Group`_ |  | ||||||
| ====================== === |  | ||||||
| 
 |  | ||||||
| .. _GitHub Issue Tracker: https://github.com/explosion/spaCy/issues |  | ||||||
| .. _Stack Overflow: http://stackoverflow.com/questions/tagged/spacy |  | ||||||
| .. _Gitter Chat: https://gitter.im/explosion/spaCy |  | ||||||
| .. _Reddit User Group: https://www.reddit.com/r/spacynlp |  | ||||||
| 
 |  | ||||||
| Features |  | ||||||
| ======== |  | ||||||
| 
 |  | ||||||
| * **Fastest syntactic parser** in the world |  | ||||||
| * **Named entity** recognition |  | ||||||
| * Non-destructive **tokenization** |  | ||||||
| * Support for **30+ languages** |  | ||||||
| * Pre-trained `statistical models <https://spacy.io/models>`_ and word vectors |  | ||||||
| * Easy **deep learning** integration |  | ||||||
| * Part-of-speech tagging |  | ||||||
| * Labelled dependency parsing |  | ||||||
| * Syntax-driven sentence segmentation |  | ||||||
| * Built in **visualizers** for syntax and NER |  | ||||||
| * Convenient string-to-hash mapping |  | ||||||
| * Export to numpy data arrays |  | ||||||
| * Efficient binary serialization |  | ||||||
| * Easy **model packaging** and deployment |  | ||||||
| * State-of-the-art speed |  | ||||||
| * Robust, rigorously evaluated accuracy |  | ||||||
| 
 |  | ||||||
| 📖  **For more details, see the** `facts, figures and benchmarks <https://spacy.io/usage/facts-figures>`_. |  | ||||||
| 
 |  | ||||||
| Install spaCy |  | ||||||
| ============= |  | ||||||
| 
 |  | ||||||
| For detailed installation instructions, see |  | ||||||
| the `documentation <https://spacy.io/usage>`_. |  | ||||||
| 
 |  | ||||||
| ==================== === |  | ||||||
| **Operating system** macOS / OS X, Linux, Windows (Cygwin, MinGW, Visual Studio) |  | ||||||
| **Python version**   CPython 2.7, 3.4+. Only 64 bit. |  | ||||||
| **Package managers** `pip`_, `conda`_ (via ``conda-forge``) |  | ||||||
| ==================== === |  | ||||||
| 
 |  | ||||||
| .. _pip: https://pypi.python.org/pypi/spacy |  | ||||||
| .. _conda: https://anaconda.org/conda-forge/spacy |  | ||||||
| 
 |  | ||||||
| pip |  | ||||||
| --- |  | ||||||
| 
 |  | ||||||
| Using pip, spaCy releases are available as source packages and binary wheels |  | ||||||
| (as of ``v2.0.13``). |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     pip install spacy |  | ||||||
| 
 |  | ||||||
| When using pip it is generally recommended to install packages in a virtual |  | ||||||
| environment to avoid modifying system state: |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     python -m venv .env |  | ||||||
|     source .env/bin/activate |  | ||||||
|     pip install spacy |  | ||||||
| 
 |  | ||||||
| conda |  | ||||||
| ----- |  | ||||||
| 
 |  | ||||||
| Thanks to our great community, we've finally re-added conda support. You can now |  | ||||||
| install spaCy via ``conda-forge``: |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     conda config --add channels conda-forge |  | ||||||
|     conda install spacy |  | ||||||
| 
 |  | ||||||
| For the feedstock including the build recipe and configuration, |  | ||||||
| check out `this repository <https://github.com/conda-forge/spacy-feedstock>`_. |  | ||||||
| Improvements and pull requests to the recipe and setup are always appreciated. |  | ||||||
| 
 |  | ||||||
| Updating spaCy |  | ||||||
| -------------- |  | ||||||
| 
 |  | ||||||
| Some updates to spaCy may require downloading new statistical models. If you're |  | ||||||
| running spaCy v2.0 or higher, you can use the ``validate`` command to check if |  | ||||||
| your installed models are compatible and if not, print details on how to update |  | ||||||
| them: |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     pip install -U spacy |  | ||||||
|     python -m spacy validate |  | ||||||
| 
 |  | ||||||
| If you've trained your own models, keep in mind that your training and runtime |  | ||||||
| inputs must match. After updating spaCy, we recommend **retraining your models** |  | ||||||
| with the new version. |  | ||||||
| 
 |  | ||||||
| 📖  **For details on upgrading from spaCy 1.x to spaCy 2.x, see the** |  | ||||||
| `migration guide <https://spacy.io/usage/v2#migrating>`_. |  | ||||||
| 
 |  | ||||||
| Download models |  | ||||||
| =============== |  | ||||||
| 
 |  | ||||||
| As of v1.7.0, models for spaCy can be installed as **Python packages**. |  | ||||||
| This means that they're a component of your application, just like any |  | ||||||
| other module. Models can be installed using spaCy's ``download`` command, |  | ||||||
| or manually by pointing pip to a path or URL. |  | ||||||
| 
 |  | ||||||
| ======================= === |  | ||||||
| `Available Models`_     Detailed model descriptions, accuracy figures and benchmarks. |  | ||||||
| `Models Documentation`_ Detailed usage instructions. |  | ||||||
| ======================= === |  | ||||||
| 
 |  | ||||||
| .. _Available Models: https://spacy.io/models |  | ||||||
| .. _Models Documentation: https://spacy.io/docs/usage/models |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     # out-of-the-box: download best-matching default model |  | ||||||
|     python -m spacy download en |  | ||||||
| 
 |  | ||||||
|     # download best-matching version of specific model for your spaCy installation |  | ||||||
|     python -m spacy download en_core_web_lg |  | ||||||
| 
 |  | ||||||
|     # pip install .tar.gz archive from path or URL |  | ||||||
|     pip install /Users/you/en_core_web_sm-2.0.0.tar.gz |  | ||||||
| 
 |  | ||||||
| Loading and using models |  | ||||||
| ------------------------ |  | ||||||
| 
 |  | ||||||
| To load a model, use ``spacy.load()`` with the model's shortcut link: |  | ||||||
| 
 |  | ||||||
| .. code:: python |  | ||||||
| 
 |  | ||||||
|     import spacy |  | ||||||
|     nlp = spacy.load('en') |  | ||||||
|     doc = nlp(u'This is a sentence.') |  | ||||||
| 
 |  | ||||||
| If you've installed a model via pip, you can also ``import`` it directly and |  | ||||||
| then call its ``load()`` method: |  | ||||||
| 
 |  | ||||||
| .. code:: python |  | ||||||
| 
 |  | ||||||
|     import spacy |  | ||||||
|     import en_core_web_sm |  | ||||||
| 
 |  | ||||||
|     nlp = en_core_web_sm.load() |  | ||||||
|     doc = nlp(u'This is a sentence.') |  | ||||||
| 
 |  | ||||||
| 📖 **For more info and examples, check out the** |  | ||||||
| `models documentation <https://spacy.io/docs/usage/models>`_. |  | ||||||
| 
 |  | ||||||
| Support for older versions |  | ||||||
| -------------------------- |  | ||||||
| 
 |  | ||||||
| If you're using an older version (``v1.6.0`` or below), you can still download |  | ||||||
| and install the old models from within spaCy using ``python -m spacy.en.download all`` |  | ||||||
| or ``python -m spacy.de.download all``. The ``.tar.gz`` archives are also |  | ||||||
| `attached to the v1.6.0 release <https://github.com/explosion/spaCy/tree/v1.6.0>`_. |  | ||||||
| To download and install the models manually, unpack the archive, drop the |  | ||||||
| contained directory into ``spacy/data`` and load the model via ``spacy.load('en')`` |  | ||||||
| or ``spacy.load('de')``. |  | ||||||
| 
 |  | ||||||
| Compile from source |  | ||||||
| =================== |  | ||||||
| 
 |  | ||||||
| The other way to install spaCy is to clone its |  | ||||||
| `GitHub repository <https://github.com/explosion/spaCy>`_ and build it from |  | ||||||
| source. That is the common way if you want to make changes to the code base. |  | ||||||
| You'll need to make sure that you have a development environment consisting of a |  | ||||||
| Python distribution including header files, a compiler, |  | ||||||
| `pip <https://pip.pypa.io/en/latest/installing/>`__, `virtualenv <https://virtualenv.pypa.io/>`_ |  | ||||||
| and `git <https://git-scm.com>`_ installed. The compiler part is the trickiest. |  | ||||||
| How to do that depends on your system. See notes on Ubuntu, OS X and Windows for |  | ||||||
| details. |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     # make sure you are using the latest pip |  | ||||||
|     python -m pip install -U pip |  | ||||||
|     git clone https://github.com/explosion/spaCy |  | ||||||
|     cd spaCy |  | ||||||
| 
 |  | ||||||
|     python -m venv .env |  | ||||||
|     source .env/bin/activate |  | ||||||
|     export PYTHONPATH=`pwd` |  | ||||||
|     pip install -r requirements.txt |  | ||||||
|     python setup.py build_ext --inplace |  | ||||||
| 
 |  | ||||||
| Compared to regular install via pip, `requirements.txt <requirements.txt>`_ |  | ||||||
| additionally installs developer dependencies such as Cython. For more details |  | ||||||
| and instructions, see the documentation on |  | ||||||
| `compiling spaCy from source <https://spacy.io/usage/#source>`_ and the |  | ||||||
| `quickstart widget <https://spacy.io/usage/#section-quickstart>`_ to get |  | ||||||
| the right commands for your platform and Python version. |  | ||||||
| 
 |  | ||||||
| Instead of the above verbose commands, you can also use the following |  | ||||||
| `Fabric <http://www.fabfile.org/>`_ commands. All commands assume that your |  | ||||||
| virtual environment is located in a directory ``.env``. If you're using a |  | ||||||
| different directory, you can change it via the environment variable ``VENV_DIR``, |  | ||||||
| for example ``VENV_DIR=".custom-env" fab clean make``. |  | ||||||
| 
 |  | ||||||
| ============= === |  | ||||||
| ``fab env``   Create virtual environment and delete previous one, if it exists. |  | ||||||
| ``fab make``  Compile the source. |  | ||||||
| ``fab clean`` Remove compiled objects, including the generated C++. |  | ||||||
| ``fab test``  Run basic tests, aborting after first failure. |  | ||||||
| ============= === |  | ||||||
| 
 |  | ||||||
| Ubuntu |  | ||||||
| ------ |  | ||||||
| 
 |  | ||||||
| Install system-level dependencies via ``apt-get``: |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     sudo apt-get install build-essential python-dev git |  | ||||||
| 
 |  | ||||||
| macOS / OS X |  | ||||||
| ------------ |  | ||||||
| 
 |  | ||||||
| Install a recent version of `XCode <https://developer.apple.com/xcode/>`_, |  | ||||||
| including the so-called "Command Line Tools". macOS and OS X ship with Python |  | ||||||
| and git preinstalled. |  | ||||||
| 
 |  | ||||||
| Windows |  | ||||||
| ------- |  | ||||||
| 
 |  | ||||||
| Install a version of `Visual Studio Express <https://www.visualstudio.com/vs/visual-studio-express/>`_ |  | ||||||
| or higher that matches the version that was used to compile your Python |  | ||||||
| interpreter. For official distributions these are VS 2008 (Python 2.7), |  | ||||||
| VS 2010 (Python 3.4) and VS 2015 (Python 3.5). |  | ||||||
| 
 |  | ||||||
| Run tests |  | ||||||
| ========= |  | ||||||
| 
 |  | ||||||
| spaCy comes with an `extensive test suite <spacy/tests>`_.  In order to run the |  | ||||||
| tests, you'll usually want to clone the repository and build spaCy from source. |  | ||||||
| This will also install the required development dependencies and test utilities |  | ||||||
| defined in the ``requirements.txt``. |  | ||||||
| 
 |  | ||||||
| Alternatively, you can find out where spaCy is installed and run ``pytest`` on |  | ||||||
| that directory. Don't forget to also install the test utilities via spaCy's |  | ||||||
| ``requirements.txt``: |  | ||||||
| 
 |  | ||||||
| .. code:: bash |  | ||||||
| 
 |  | ||||||
|     python -c "import os; import spacy; print(os.path.dirname(spacy.__file__))" |  | ||||||
|     pip install -r path/to/requirements.txt |  | ||||||
|     python -m pytest <spacy-directory> |  | ||||||
| 
 |  | ||||||
| See `the documentation <https://spacy.io/usage/#tests>`_ for more details and |  | ||||||
| examples. |  | ||||||
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