mirror of https://github.com/explosion/spaCy.git
* Remove old docs stuff
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docs/conf.py
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docs/conf.py
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# -*- coding: utf-8 -*-
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#
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# spaCy documentation build configuration file, created by
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# sphinx-quickstart on Tue Aug 19 16:27:38 2014.
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#
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# This file is execfile()d with the current directory set to its
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# containing dir.
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#
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# Note that not all possible configuration values are present in this
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# autogenerated file.
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#
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# All configuration values have a default; values that are commented out
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# serve to show the default.
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import sys
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import os
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import os.path
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import sphinx_rtd_theme
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sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..'))
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# If extensions (or modules to document with autodoc) are in another directory,
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# add these directories to sys.path here. If the directory is relative to the
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# documentation root, use os.path.abspath to make it absolute, like shown here.
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#sys.path.insert(0, os.path.abspath('.'))
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# -- General configuration ------------------------------------------------
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# If your documentation needs a minimal Sphinx version, state it here.
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#needs_sphinx = '1.0'
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# Add any Sphinx extension module names here, as strings. They can be
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# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
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# ones.
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extensions = [
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'sphinx.ext.coverage',
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'sphinx.ext.viewcode',
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'sphinx.ext.autodoc',
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'sphinxcontrib.napoleon',
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'sphinx.ext.doctest'
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]
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# Add any paths that contain templates here, relative to this directory.
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templates_path = ['_templates']
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# The suffix of source filenames.
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source_suffix = '.rst'
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# The encoding of source files.
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#source_encoding = 'utf-8-sig'
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# The master toctree document.
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master_doc = 'index'
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# General information about the project.
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project = u'spaCy'
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copyright = u'2014, Matthew Honnibal'
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# The version info for the project you're documenting, acts as replacement for
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# |version| and |release|, also used in various other places throughout the
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# built documents.
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#
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# The short X.Y version.
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version = '0.1'
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# The full version, including alpha/beta/rc tags.
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release = '0.1'
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# The language for content autogenerated by Sphinx. Refer to documentation
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# for a list of supported languages.
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#language = None
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# There are two options for replacing |today|: either, you set today to some
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# non-false value, then it is used:
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#today = ''
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# Else, today_fmt is used as the format for a strftime call.
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#today_fmt = '%B %d, %Y'
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# List of patterns, relative to source directory, that match files and
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# directories to ignore when looking for source files.
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exclude_patterns = ['_build']
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# The reST default role (used for this markup: `text`) to use for all
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# documents.
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#default_role = None
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# If true, '()' will be appended to :func: etc. cross-reference text.
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#add_function_parentheses = True
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# If true, the current module name will be prepended to all description
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# unit titles (such as .. function::).
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#add_module_names = True
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# If true, sectionauthor and moduleauthor directives will be shown in the
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# output. They are ignored by default.
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#show_authors = False
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# The name of the Pygments (syntax highlighting) style to use.
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pygments_style = 'sphinx'
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# A list of ignored prefixes for module index sorting.
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#modindex_common_prefix = []
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# If true, keep warnings as "system message" paragraphs in the built documents.
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#keep_warnings = False
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# -- Options for HTML output ----------------------------------------------
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# The theme to use for HTML and HTML Help pages. See the documentation for
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# a list of builtin themes.
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html_theme = 'sphinx_rtd_theme'
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# Theme options are theme-specific and customize the look and feel of a theme
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# further. For a list of options available for each theme, see the
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# documentation.
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#html_theme_options = {}
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# Add any paths that contain custom themes here, relative to this directory.
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html_theme_path = [sphinx_rtd_theme.get_html_theme_path()]
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# The name for this set of Sphinx documents. If None, it defaults to
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# "<project> v<release> documentation".
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#html_title = None
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# A shorter title for the navigation bar. Default is the same as html_title.
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#html_short_title = None
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# The name of an image file (relative to this directory) to place at the top
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# of the sidebar.
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#html_logo = None
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# The name of an image file (within the static path) to use as favicon of the
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# docs. This file should be a Windows icon file (.ico) being 16x16 or 32x32
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# pixels large.
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#html_favicon = None
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# Add any paths that contain custom static files (such as style sheets) here,
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# relative to this directory. They are copied after the builtin static files,
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# so a file named "default.css" will overwrite the builtin "default.css".
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html_static_path = ['_static']
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# Add any extra paths that contain custom files (such as robots.txt or
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# .htaccess) here, relative to this directory. These files are copied
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# directly to the root of the documentation.
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#html_extra_path = []
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# If not '', a 'Last updated on:' timestamp is inserted at every page bottom,
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# using the given strftime format.
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#html_last_updated_fmt = '%b %d, %Y'
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# If true, SmartyPants will be used to convert quotes and dashes to
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# typographically correct entities.
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#html_use_smartypants = True
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# Custom sidebar templates, maps document names to template names.
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#html_sidebars = {}
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# Additional templates that should be rendered to pages, maps page names to
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# template names.
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#html_additional_pages = {}
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# If false, no module index is generated.
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#html_domain_indices = True
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# If false, no index is generated.
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#html_use_index = True
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# If true, the index is split into individual pages for each letter.
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#html_split_index = False
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# If true, links to the reST sources are added to the pages.
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html_show_sourcelink = False
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# If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
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#html_show_sphinx = True
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# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
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#html_show_copyright = True
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# If true, an OpenSearch description file will be output, and all pages will
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# contain a <link> tag referring to it. The value of this option must be the
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# base URL from which the finished HTML is served.
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#html_use_opensearch = ''
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# This is the file name suffix for HTML files (e.g. ".xhtml").
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#html_file_suffix = None
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# Output file base name for HTML help builder.
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htmlhelp_basename = 'spaCydoc'
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# -- Options for LaTeX output ---------------------------------------------
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latex_elements = {
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# The paper size ('letterpaper' or 'a4paper').
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#'papersize': 'letterpaper',
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# The font size ('10pt', '11pt' or '12pt').
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#'pointsize': '10pt',
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# Additional stuff for the LaTeX preamble.
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#'preamble': '',
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}
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# Grouping the document tree into LaTeX files. List of tuples
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# (source start file, target name, title,
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# author, documentclass [howto, manual, or own class]).
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latex_documents = [
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('index', 'spaCy.tex', u'spaCy Documentation',
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u'Matthew Honnibal', 'manual'),
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]
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# The name of an image file (relative to this directory) to place at the top of
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# the title page.
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#latex_logo = None
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# For "manual" documents, if this is true, then toplevel headings are parts,
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# not chapters.
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#latex_use_parts = False
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# If true, show page references after internal links.
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#latex_show_pagerefs = False
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# If true, show URL addresses after external links.
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#latex_show_urls = False
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# Documents to append as an appendix to all manuals.
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#latex_appendices = []
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# If false, no module index is generated.
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#latex_domain_indices = True
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# -- Options for manual page output ---------------------------------------
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# One entry per manual page. List of tuples
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# (source start file, name, description, authors, manual section).
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man_pages = [
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('index', 'spacy', u'spaCy Documentation',
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[u'Matthew Honnibal'], 1)
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]
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# If true, show URL addresses after external links.
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#man_show_urls = False
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# -- Options for Texinfo output -------------------------------------------
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# Grouping the document tree into Texinfo files. List of tuples
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# (source start file, target name, title, author,
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# dir menu entry, description, category)
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texinfo_documents = [
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('index', 'spaCy', u'spaCy Documentation',
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u'Matthew Honnibal', 'spaCy', 'One line description of project.',
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'Miscellaneous'),
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]
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# Documents to append as an appendix to all manuals.
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#texinfo_appendices = []
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# If false, no module index is generated.
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#texinfo_domain_indices = True
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# How to display URL addresses: 'footnote', 'no', or 'inline'.
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#texinfo_show_urls = 'footnote'
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# If true, do not generate a @detailmenu in the "Top" node's menu.
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#texinfo_no_detailmenu = False
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Installation
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============
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pip install spacy
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-----------------
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The easiest way to install is from PyPi via pip::
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pip install spacy
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git clone http://github.com/honnibal/spaCy.git
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----------------------------------------------
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Installation From source via `GitHub <https://github.com/honnibal/spaCy>`_, using virtualenv::
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$ git clone http://github.com/honnibal/spaCy.git
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$ cd spaCy
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$ virtualenv .env
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$ source .env/bin/activate
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$ pip install -r requirements.txt
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$ fab make
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$ fab test
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Overview
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========
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What and Why
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------------
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spaCy is a lightning-fast, full-cream NLP tokenizer and lexicon.
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Most tokenizers give you a sequence of strings. That's barbaric.
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Giving you strings invites you to compute on every *token*, when what
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you should be doing is computing on every *type*. Remember
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`Zipf's law <http://en.wikipedia.org/wiki/Zipf's_law>`_: you'll
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see exponentially fewer types than tokens.
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Instead of strings, spaCy gives you references to Lexeme objects, from which you
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can access an excellent set of pre-computed orthographic and distributional features:
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::
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>>> from spacy import en
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>>> apples, are, nt, oranges, dots = en.EN.tokenize(u"Apples aren't oranges...")
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>>> are.prob >= oranges.prob
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True
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>>> apples.check_flag(en.IS_TITLE)
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True
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>>> apples.check_flag(en.OFT_TITLE)
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False
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>>> are.check_flag(en.CAN_NOUN)
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False
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spaCy makes it easy to write very efficient NLP applications, because your feature
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functions have to do almost no work: almost every lexical property you'll want
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is pre-computed for you. See the tutorial for an example POS tagger.
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Benchmark
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---------
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The tokenizer itself is also very efficient:
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+--------+-------+--------------+--------------+
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| System | Time | Words/second | Speed Factor |
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+--------+-------+--------------+--------------+
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| NLTK | 6m4s | 89,000 | 1.00 |
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+--------+-------+--------------+--------------+
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| spaCy | 9.5s | 3,093,000 | 38.30 |
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+--------+-------+--------------+--------------+
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The comparison refers to 30 million words from the English Gigaword, on
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a Maxbook Air. For context, calling string.split() on the data completes in
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about 5s.
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Pros and Cons
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-------------
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Pros:
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- All tokens come with indices into the original string
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- Full unicode support
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- Extensible to other languages
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- Batch operations computed efficiently in Cython
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- Cython API
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- numpy interoperability
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Cons:
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- It's new (released September 2014)
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- Security concerns, from memory management
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- Higher memory usage (up to 1gb)
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- More conceptually complicated
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- Tokenization rules expressed in code, not as data
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.. spaCy documentation master file, created by
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sphinx-quickstart on Tue Aug 19 16:27:38 2014.
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You can adapt this file completely to your liking, but it should at least
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contain the root `toctree` directive.
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spaCy NLP Tokenizer and Lexicon
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================================
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.. toctree::
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:maxdepth: 3
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guide/overview.rst
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guide/install.rst
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api/index.rst
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modules/index.rst
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Source (GitHub)
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----------------
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http://github.com/honnibal/spaCy
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License
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-------
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Copyright Matthew Honnibal
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Non-commercial use: $0
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Commercial trial use: $0
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Full commercial license: $500
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honnibal@gmail.com
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import pytest
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from spacy._hashing import PointerHash
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import random
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def test_insert():
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h = PointerHash()
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assert h[1] is None
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h[1] = 5
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assert h[1] == 5
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h[2] = 6
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assert h[1] == 5
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assert h[2] == 6
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def test_resize():
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h = PointerHash(4)
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for i in range(1, 100):
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value = int(i * (random.random() + 1))
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h[i] = value
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