Merge branch 'develop' of https://github.com/explosion/spaCy into develop

.gitignore

@@ -1,14 +1,12 @@
 # spaCy
 spacy/data/
 corpora/
-models/
+/models/
 keys/
 
 # Website
 website/www/
 website/_deploy.sh
-website/package.json
-website/announcement.jade
 website/.gitignore
 
 # Cython / C extensions

spacy/about.py

@@ -11,7 +11,7 @@ __email__ = 'contact@explosion.ai'
 __license__ = 'MIT'
 __release__ = False
 
-__docs_models__ = 'https://spacy.io/docs/usage/models'
+__docs_models__ = 'https://alpha.spacy.io/usage/models'
 __download_url__ = 'https://github.com/explosion/spacy-models/releases/download'
 __compatibility__ = 'https://raw.githubusercontent.com/explosion/spacy-models/master/compatibility.json'
 __shortcuts__ = 'https://raw.githubusercontent.com/explosion/spacy-models/master/shortcuts.json'

website/404.jade

@@ -8,4 +8,5 @@ include _includes/_mixins
         | does not exist!
 
     h2.c-landing__title.u-heading-3.u-padding-small
-        a(href="javascript:history.go(-1)") Click here to go back.
+        +button(false, true, "secondary-light")(href="javascript:history.go(-1)")
+            |  Click here to go back

website/_data.json

@@ -3,24 +3,22 @@
         "landing": true,
         "logos": [
             {
-                "quora": [ "https://www.quora.com", 150 ],
+                "airbnb": [ "https://www.airbnb.com", 150, 45],
-                "chartbeat": [ "https://chartbeat.com", 200 ],
+                "quora": [ "https://www.quora.com", 120, 34 ],
-                "duedil": [ "https://www.duedil.com", 150 ],
+                "retriever": [ "https://www.retriever.no", 150, 33 ],
-                "stitchfix": [ "https://www.stitchfix.com", 190 ]
+                "stitchfix": [ "https://www.stitchfix.com", 150, 18 ]
             },
             {
-                "wayblazer": [ "http://wayblazer.com", 200 ],
+                "chartbeat": [ "https://chartbeat.com", 180, 25 ],
-                "indico": [ "https://indico.io", 150 ],
+                "allenai": [ "https://allenai.org", 220, 37 ]
-                "chattermill": [ "https://chattermill.io", 175 ],
+            }
-                "turi": [ "https://turi.com", 150 ],
+        ],
-                "kip": [ "http://kipthis.com", 70 ]
+        "features": [
-            },
             {
-                "socrata": [ "https://www.socrata.com", 150 ],
+                "thoughtworks": ["https://www.thoughtworks.com/radar/tools", 150, 28],
-                "cytora": [ "http://www.cytora.com", 125 ],
+                "wapo": ["https://www.washingtonpost.com/news/wonk/wp/2016/05/18/googles-new-artificial-intelligence-cant-understand-these-sentences-can-you/", 100, 77],
-                "signaln": [ "http://signaln.com", 150 ],
+                "venturebeat": ["https://venturebeat.com/2017/01/27/4-ai-startups-that-analyze-customer-reviews/", 150, 19],
-                "wonderflow": [ "http://www.wonderflow.co", 200 ],
+                "microsoft": ["https://www.microsoft.com/developerblog/2016/09/13/training-a-classifier-for-relation-extraction-from-medical-literature/", 130, 28]
-                "synapsify": [ "http://www.gosynapsify.com", 150 ]
             }
         ]
     },
@@ -34,7 +32,24 @@
         "landing": true
     },
 
-    "announcement" : {
+    "styleguide": {
-        "title": "Important Announcement"
+        "title": "Styleguide",
+        "sidebar": {
+            "Styleguide": { "": "styleguide" },
+            "Resources": {
+                "Website Source": "https://github.com/explosion/spacy/tree/master/website",
+                "Contributing Guide": "https://github.com/explosion/spaCy/blob/master/CONTRIBUTING.md"
+            }
+        },
+        "menu": {
+            "Introduction": "intro",
+            "Logo": "logo",
+            "Colors": "colors",
+            "Typography": "typography",
+            "Elements": "elements",
+            "Components": "components",
+            "Embeds": "embeds",
+            "Markup Reference": "markup"
+        }
     }
 }

website/_harp.json

@@ -11,12 +11,9 @@
         "COMPANY": "Explosion AI",
         "COMPANY_URL": "https://explosion.ai",
         "DEMOS_URL": "https://demos.explosion.ai",
+        "MODELS_REPO": "explosion/spacy-models",
 
-        "SPACY_VERSION": "1.8",
+        "SPACY_VERSION": "2.0",
-        "LATEST_NEWS": {
-            "url": "https://github.com/explosion/spaCy/releases/tag/v2.0.0-alpha",
-            "title": "Test spaCy v2.0.0 alpha!"
-        },
 
         "SOCIAL": {
             "twitter": "spacy_io",
@@ -27,25 +24,23 @@
         },
 
         "NAVIGATION": {
-            "Home": "/",
+            "Usage": "/usage",
-            "Usage": "/docs/usage",
+            "Models": "/models",
-            "Reference": "/docs/api",
+            "API": "/api"
-            "Demos": "/docs/usage/showcase",
-            "Blog": "https://explosion.ai/blog"
         },
 
         "FOOTER": {
             "spaCy": {
-                "Usage": "/docs/usage",
+                "Usage": "/usage",
-                "API Reference": "/docs/api",
+                "Models": "/models",
-                "Tutorials": "/docs/usage/tutorials",
+                "API Reference": "/api",
-                "Showcase": "/docs/usage/showcase"
+                "Resources": "/usage/resources"
             },
             "Support": {
                 "Issue Tracker": "https://github.com/explosion/spaCy/issues",
                 "StackOverflow": "http://stackoverflow.com/questions/tagged/spacy",
-                "Reddit usergroup": "https://www.reddit.com/r/spacynlp/",
+                "Reddit Usergroup": "https://www.reddit.com/r/spacynlp/",
-                "Gitter chat": "https://gitter.im/explosion/spaCy"
+                "Gitter Chat": "https://gitter.im/explosion/spaCy"
             },
             "Connect": {
                 "Twitter": "https://twitter.com/spacy_io",
@@ -74,21 +69,11 @@
                 {"id": "venv", "title": "virtualenv", "help": "Use a virtual environment and install spaCy into a user directory" },
                 {"id": "gpu", "title": "GPU", "help": "Run spaCy on GPU to make it faster. Requires an NVDIA graphics card with CUDA 2+. See section below for more info."}]
             },
-            { "id": "model", "title": "Models", "multiple": true, "options": [
+            { "id": "model", "title": "Models", "multiple": true }
-                { "id": "en", "title": "English", "meta": "50MB" },
-                { "id": "de", "title": "German", "meta": "645MB" },
-                { "id": "fr", "title": "French", "meta": "1.33GB" },
-                { "id": "es", "title": "Spanish", "meta": "377MB"}]
-            }
         ],
 
         "QUICKSTART_MODELS": [
-            { "id": "lang", "title": "Language", "options": [
+            { "id": "lang", "title": "Language"},
-                { "id": "en", "title": "English", "checked": true },
-                { "id": "de", "title": "German" },
-                { "id": "fr", "title": "French" },
-                { "id": "es", "title": "Spanish" }]
-            },
             { "id": "load", "title": "Loading style", "options": [
                 { "id": "spacy", "title": "Use spacy.load()", "checked": true, "help": "Use spaCy's built-in loader to load the model by name." },
                 {  "id": "module", "title": "Import as module", "help": "Import the model explicitly as a Python module." }]
@@ -98,50 +83,15 @@
             }
         ],
 
-        "MODELS": {
-            "en": [
-                { "id": "en_core_web_sm", "lang": "English", "feats": [1, 1, 1, 1], "size": "50 MB", "license": "CC BY-SA", "def": true },
-                { "id": "en_core_web_md", "lang": "English", "feats": [1, 1, 1, 1], "size": "1 GB", "license": "CC BY-SA" },
-                { "id": "en_depent_web_md", "lang": "English", "feats": [1, 1, 1, 0], "size": "328 MB", "license": "CC BY-SA" },
-                { "id": "en_vectors_glove_md", "lang": "English", "feats": [1, 0, 0, 1], "size": "727 MB", "license": "CC BY-SA" }
-            ],
-            "de": [
-                { "id": "de_core_news_md", "lang": "German", "feats": [1, 1, 1, 1], "size": "645 MB", "license": "CC BY-SA" }
-            ],
-            "fr": [
-                { "id": "fr_depvec_web_lg", "lang": "French", "feats": [1, 1, 0, 1], "size": "1.33 GB", "license": "CC BY-NC" }
-            ],
-            "es": [
-                { "id": "es_core_web_md", "lang": "Spanish", "feats": [1, 1, 1, 1], "size": "377 MB", "license": "CC BY-SA"}
-            ]
-        },
-
-        "EXAMPLE_SENTENCES": {
-            "en": "This is a sentence.",
-            "de": "Dies ist ein Satz.",
-            "fr": "C'est une phrase.",
-            "es": "Esto es una frase."
-        },
-
         "ALPHA": true,
-        "V_CSS": "1.6",
+        "V_CSS": "2.0",
-        "V_JS": "1.2",
+        "V_JS": "2.0",
         "DEFAULT_SYNTAX": "python",
         "ANALYTICS": "UA-58931649-1",
         "MAILCHIMP": {
             "user": "spacy.us12",
             "id": "83b0498b1e7fa3c91ce68c3f1",
             "list": "89ad33e698"
-        },
-        "BADGES": {
-            "pipy": {
-                "badge": "https://img.shields.io/pypi/v/spacy.svg?style=flat-square",
-                "link": "https://pypi.python.org/pypi/spacy"
-            },
-            "conda": {
-                "badge": "https://anaconda.org/conda-forge/spacy/badges/version.svg",
-                "link": "https://anaconda.org/conda-forge/spacy"
-            }
         }
     }
 }

website/_includes/_footer.jade

@@ -1,8 +1,6 @@
 //- 💫 INCLUDES > FOOTER
 
-include _mixins
+footer.o-footer.u-text
-
-footer.o-footer.u-text.u-border-dotted
     +grid.o-content
         each group, label in FOOTER
             +grid-col("quarter")
@@ -13,18 +11,18 @@ footer.o-footer.u-text.u-border-dotted
                         li
                             +a(url)=item
 
-        if SECTION != "docs"
+        if SECTION == "index"
             +grid-col("quarter")
                 include _newsletter
 
-    if SECTION == "docs"
+    if SECTION != "index"
         .o-content.o-block.u-border-dotted
             include _newsletter
 
     .o-inline-list.u-text-center.u-text-tiny.u-color-subtle
         span © 2016-#{new Date().getFullYear()} #[+a(COMPANY_URL, true)=COMPANY]
 
-        +a(COMPANY_URL, true)
+        +a(COMPANY_URL, true)(aria-label="Explosion AI")
-            +svg("graphics", "explosion", 45).o-icon.u-color-theme.u-grayscale
+            +icon("explosion", 45).o-icon.u-color-theme.u-grayscale
 
         +a(COMPANY_URL + "/legal", true) Legal / Imprint

website/_includes/_functions.jade

@@ -1,35 +1,71 @@
 //- 💫 INCLUDES > FUNCTIONS
 
-//- More descriptive variables for current.path and current.source
+//- Descriptive variables, available in the global scope
 
 - CURRENT = current.source
 - SECTION = current.path[0]
-- SUBSECTION = current.path[1]
+- LANGUAGES = public.models._data.LANGUAGES
+- MODELS = public.models._data.MODELS
+- CURRENT_MODELS = MODELS[current.source] || []
+
+- MODEL_COUNT = Object.keys(MODELS).map(m => Object.keys(MODELS[m]).length).reduce((a, b) => a + b)
+- MODEL_LANG_COUNT = Object.keys(MODELS).length
+- LANG_COUNT = Object.keys(LANGUAGES).length
+
+- MODEL_META = public.models._data.MODEL_META
+- MODEL_LICENSES = public.models._data.MODEL_LICENSES
+- MODEL_ACCURACY = public.models._data.MODEL_ACCURACY
+- EXAMPLE_SENTENCES = public.models._data.EXAMPLE_SENTENCES
+
+- IS_PAGE = (SECTION != "index") && !landing
+- IS_MODELS = (SECTION == "models" && LANGUAGES[current.source])
+- HAS_MODELS = IS_MODELS && CURRENT_MODELS.length
 
 
 //- Add prefixes to items of an array (for modifier CSS classes)
+    array   - [array] list of class names or options, e.g. ["foot"]
+    prefix  - [string] prefix to add to each class, e.g. "c-table__row"
+    RETURNS - [array] list of modified class names
 
 -   function prefixArgs(array, prefix) {
--       return array.map(function(arg) {
+-       return array.map(arg => prefix + '--' + arg).join(' ');
--           return prefix + '--' + arg;
+-   }
--       }).join(' ');
+
+
+//- Convert API paths (semi-temporary fix for renamed sections)
+    path    - [string] link path supplied to +api mixin
+    RETURNS - [string] new link path to correct location
+
+-   function convertAPIPath(path) {
+-       if (path.startsWith('spacy#') || path.startsWith('displacy#') || path.startsWith('util#')) {
+-           var comps = path.split('#');
+-           return "top-level#" + comps[0] + '.' + comps[1];
+-       }
+-       else if (path.startsWith('cli#')) {
+-           return "top-level#" + path.split('#')[1];
+-       }
+-       return path;
+-   }
+
+
+//- Get model components from ID. Components can then be looked up in LANGUAGES
+    and MODEL_META respectively, to get their human-readable form.
+    id      - [string] model ID, e.g. "en_core_web_sm"
+    RETURNS - [object] object keyed by components lang, type, genre and size
+
+-   function getModelComponents(id) {
+-       var comps = id.split('_');
+-       return {'lang': comps[0], 'type': comps[1], 'genre': comps[2], 'size': comps[3]}
 -   }
 
 
 //- Generate GitHub links
+    repo     - [string] name of repo owned by explosion
+    filepath - [string] logical path to file relative to repository root
+    branch   - [string] optional branch, defaults to "master"
+    RETURNS  - [string] the correct link to the file on GitHub
 
 -   function gh(repo, filepath, branch) {
 -       var branch = ALPHA ? 'develop' : branch
--       return 'https://github.com/' + SOCIAL.github + '/' + repo + (filepath ? '/blob/' + (branch || 'master') + '/' + filepath : '' );
+-       return 'https://github.com/' + SOCIAL.github + '/' + (repo || '') + (filepath ? '/blob/' + (branch || 'master') + '/' + filepath : '' );
--   }
-
-
-//- Get social images
-
--   function getSocialImg() {
--       var base = SITE_URL + '/assets/img/social/preview_'
--       var image = ALPHA ? 'alpha' : 'default'
--       if (preview) image = preview
--       else if (SECTION == 'docs' && !ALPHA) image = 'docs'
--       return base + image + '.jpg'
 -   }

website/_includes/_mixins-base.jade

@@ -1,5 +1,13 @@
 //- 💫 MIXINS > BASE
 
+//- Section
+    id - [string] anchor assigned to section (used for breadcrumb navigation)
+
+mixin section(id)
+    section.o-section(id="section-" + id data-section=id)
+        block
+
+
 //- Aside wrapper
     label - [string] aside label
 
@@ -11,34 +19,26 @@ mixin aside-wrapper(label)
 
             block
 
-//- Date
-    input - [string] date in the format YYYY-MM-DD
 
-mixin date(input)
+//- SVG from map (uses embedded SVG sprite)
-    - var date = new Date(input)
-    - var months = [ 'January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December' ]
-
-    time(datetime=JSON.parse(JSON.stringify(date)))&attributes(attributes)=months[date.getMonth()] + ' ' + date.getDate() + ', ' + date.getFullYear()
-
-
-//- SVG from map
-    file   - [string] SVG file name in /assets/img/
     name   - [string] SVG symbol id
     width  - [integer] width in px
     height - [integer] height in px (default: same as width)
 
-mixin svg(file, name, width, height)
+mixin svg(name, width, height)
     svg(aria-hidden="true" viewBox="0 0 #{width} #{height || width}" width=width height=(height || width))&attributes(attributes)
-        use(xlink:href="/assets/img/#{file}.svg##{name}")
+        use(xlink:href="#svg_#{name}")
 
 
 //- Icon
-    name - [string] icon name, should be SVG symbol ID
+    name   - [string] icon name (will be used as symbol id: #svg_{name})
-    size - [integer] icon width and height (default: 20)
+    width  - [integer] icon width (default: 20)
+    height - [integer] icon height (defaults to width)
 
-mixin icon(name, size)
+mixin icon(name, width, height)
-    - var size = size || 20
+    - var width = width || 20
-    +svg("icons", name, size).o-icon(style="min-width: #{size}px")&attributes(attributes)
+    - var height = height || width
+    +svg(name, width, height).o-icon(style="min-width: #{width}px")&attributes(attributes)
 
 
 //- Pro/Con/Neutral icon
@@ -46,8 +46,8 @@ mixin icon(name, size)
     size - [integer] icon size (optional)
 
 mixin procon(icon, size)
-    - colors = { pro: "green", con: "red", neutral: "yellow" }
+    - colors = { pro: "green", con: "red", neutral: "subtle" }
-    +icon(icon, size)(class="u-color-#{colors[icon] || 'subtle'}" aria-label=icon)&attributes(attributes)
+    +icon("circle", size || 16)(class="u-color-#{colors[icon] || 'subtle'}" aria-label=icon)&attributes(attributes)
 
 
 //- Headlines Helper Mixin
@@ -80,8 +80,7 @@ mixin headline(level)
 
 mixin permalink(id)
     if id
-        a.u-permalink(id=id href="##{id}")
+        a.u-permalink(href="##{id}")
-            +icon("anchor").u-permalink__icon
             block
 
     else
@@ -109,7 +108,7 @@ mixin quickstart(groups, headline, description, hide_results)
                     .c-quickstart__fields
                         for option in group.options
                             input.c-quickstart__input(class="c-quickstart__input--" + (group.input_style ? group.input_style : group.multiple ? "check" : "radio") type=group.multiple ? "checkbox" : "radio" name=group.id id="qs-#{option.id}" value=option.id checked=option.checked)
-                            label.c-quickstart__label(for="qs-#{option.id}")!=option.title
+                            label.c-quickstart__label.u-text-tiny(for="qs-#{option.id}")!=option.title
                                 if option.meta
                                     |  #[span.c-quickstart__label__meta (#{option.meta})]
                                 if option.help
@@ -122,12 +121,10 @@ mixin quickstart(groups, headline, description, hide_results)
                 code.c-code-block__content.c-quickstart__code(data-qs-results="")
                     block
 
-    .c-quickstart__info.u-text-tiny.o-block.u-text-right
-        |  Like this widget? Check out #[+a("https://github.com/ines/quickstart").u-link quickstart.js]!
-
 
 //- Quickstart code item
-    data [object] - Rendering conditions (keyed by option group ID, value: option)
+    data  - [object] Rendering conditions (keyed by option group ID, value: option)
+    style - [string] modifier ID for line style
 
 mixin qs(data, style)
     - args = {}
@@ -148,6 +145,13 @@ mixin terminal(label)
         +code.x-terminal__code
             block
 
+//- Chart.js
+    id - [string] chart ID, will be assigned as #chart_{id}
+
+mixin chart(id)
+    figure.o-block&attributes(attributes)
+        canvas(id="chart_#{id}" width="800" height="400" style="max-width: 100%")
+
 
 //- Gitter chat button and widget
     button - [string] text shown on button
@@ -156,26 +160,24 @@ mixin terminal(label)
 mixin gitter(button, label)
     aside.js-gitter.c-chat.is-collapsed(data-title=(label || button))
 
-    button.js-gitter-button.c-chat__button.u-text-small
+    button.js-gitter-button.c-chat__button.u-text-tag
-        +icon("chat").o-icon--inline
+        +icon("chat", 16).o-icon--inline
         !=button
 
 
 //- Badge
-    name - [string] "pipy" or "conda"
+    image - [string] path to badge image
+    url   - [string] badge link
 
-mixin badge(name)
+mixin badge(image, url)
-    - site = BADGES[name]
+    +a(url).u-padding-small.u-hide-link&attributes(attributes)
-
+        img.o-badge(src=image alt=url height="20")
-    if site
-        +a(site.link).u-padding-small
-            img(src=site.badge alt="{name} version" height="20")
 
 
-//- Logo
+//- spaCy logo
 
 mixin logo()
-    +svg("graphics", "spacy", 675, 215).o-logo&attributes(attributes)
+    +svg("spacy", 675, 215).o-logo&attributes(attributes)
 
 
 //- Landing
@@ -186,18 +188,56 @@ mixin landing-header()
             .c-landing__content
                 block
 
+mixin landing-banner(headline, label)
+    .c-landing__banner.u-padding.o-block.u-color-light
+        +grid.c-landing__banner__content.o-no-block
+            +grid-col("third")
+                h3.u-heading.u-heading-1
+                    if label
+                        div
+                            span.u-text-label.u-text-label--light=label
+                    !=headline
 
-mixin landing-badge(url, graphic, alt, size)
+            +grid-col("two-thirds").c-landing__banner__text
-    +a(url)(aria-label=alt title=alt).c-landing__badge
+                block
-        +svg("graphics", graphic, size || 225)
+
+
+mixin landing-logos(title, logos)
+    .o-content.u-text-center&attributes(attributes)
+        h3.u-heading.u-text-label.u-color-dark=title
+
+        each row, i in logos
+            - var is_last = i == logos.length - 1
+            +grid("center").o-inline-list.o-no-block(class=is_last ? "o-no-block" : null)
+                each details, name in row
+                    +a(details[0]).u-padding-medium
+                        +icon(name, details[1], details[2])
+
+                if is_last
+                    block
 
 
 //- Under construction (temporary)
     Marks sections that still need to be completed for the v2.0 release.
 
 mixin under-construction()
-    +infobox("🚧 Under construction")
+    +infobox("Under construction", "🚧")
         |  This section is still being written and will be updated for the v2.0
         |  release. Is there anything that you think should definitely mentioned or
         |  explained here? Any examples you'd like to see? #[strong Let us know]
         |  on the #[+a(gh("spacy") + "/issues/1105") v2.0 alpha thread] on GitHub!
+
+
+//- Alpha infobox (temporary)
+    Added in the templates to notify user that they're visiting the alpha site.
+
+mixin alpha-info()
+    +infobox("You are viewing the spaCy v2.0.0 alpha docs", "⚠️")
+        strong This page is part of the alpha documentation for spaCy v2.0.
+        |  It does not reflect the state of the latest stable release.
+        |  Because v2.0 is still under development, the implementation
+        |  may differ from the intended state described here. See the
+        |  #[+a(gh("spaCy") + "/releases/tag/v2.0.0-alpha") release notes]
+        |  for details on how to install and test the new version. To
+        |  read the official docs for spaCy v1.x,
+        |  #[+a("https://spacy.io/docs") go here].

website/_includes/_mixins.jade

@@ -8,11 +8,15 @@ include _mixins-base
     level - [integer] headline level, corresponds to h1, h2, h3 etc.
     id    - [string] unique identifier, creates permalink (optional)
 
-mixin h(level, id)
+mixin h(level, id, source)
-    +headline(level).u-heading&attributes(attributes)
+    +headline(level).u-heading(id=id)&attributes(attributes)
         +permalink(id)
             block
 
+        if source
+            +button(gh("spacy", source), false, "secondary", "small").u-nowrap.u-float-right
+                span Source #[+icon("code", 14).o-icon--inline]
+
 
 //- External links
     url     - [string] link href
@@ -38,21 +42,23 @@ mixin src(url)
 
 
 //- API link (with added tag and automatically generated path)
-    path - [string] path to API docs page relative to /docs/api/
+    path - [string] path to API docs page relative to /api/
 
 mixin api(path)
-    +a("/docs/api/" + path, true)(target="_self").u-no-border.u-inline-block.u-nowrap
+    - path = convertAPIPath(path)
+    +a("/api/" + path, true)(target="_self").u-no-border.u-inline-block.u-nowrap
         block
 
-        |  #[+icon("book", 18).o-icon--inline.u-color-theme]
+        |  #[+icon("book", 16).o-icon--inline.u-color-theme]
 
 
 //- Help icon with tooltip
-    tooltip - [string] Tooltip text
+    tooltip   - [string] Tooltip text
+    icon_size - [integer] Optional size of help icon in px.
 
-mixin help(tooltip)
+mixin help(tooltip, icon_size)
     span(data-tooltip=tooltip)&attributes(attributes)
-        +icon("help", 16).i-icon--inline
+        +icon("help", icon_size || 16).o-icon--inline
 
 
 //- Aside for text
@@ -68,24 +74,43 @@ mixin aside(label)
     label    - [string] aside title (optional or false for no label)
     language - [string] language for syntax highlighting (default: "python")
                supports basic relevant languages available for PrismJS
+    prompt   - [string] prompt displayed before first line, e.g. "$"
 
-mixin aside-code(label, language)
+mixin aside-code(label, language, prompt)
     +aside-wrapper(label)
-        +code(false, language).o-no-block
+        +code(false, language, prompt).o-no-block
             block
 
 
 //- Infobox
     label - [string] infobox title (optional or false for no title)
+    emoji - [string] optional emoji displayed before the title, necessary as
+            argument to be able to wrap it for spacing
 
-mixin infobox(label)
+mixin infobox(label, emoji)
     aside.o-box.o-block.u-text-small
         if label
-            h3.u-text-label.u-color-theme=label
+            h3.u-heading.u-text-label.u-color-theme
+                if emoji
+                    span.o-emoji=emoji
+                |  #{label}
 
         block
 
 
+//- Logos displayed in the top corner of some infoboxes
+    logos - [array] List of icon ID, width, height and link.
+
+mixin infobox-logos(...logos)
+    .o-box__logos.u-text-right.u-float-right
+        for logo in logos
+            if logo[3]
+                |  #[+a(logo[3]).u-inline-block.u-hide-link.u-padding-small #[+icon(logo[0], logo[1], logo[2]).u-color-dark]]
+            else
+                |  #[+icon(logo[0], logo[1], logo[2]).u-color-dark]
+
+
+
 //- Link button
     url      - [string] link href
     trusted  - [boolean] if not set / false, rel="noopener nofollow" is added
@@ -94,7 +119,7 @@ mixin infobox(label)
                see assets/css/_components/_buttons.sass
 
 mixin button(url, trusted, ...style)
-    - external = url.includes("http")
+    - external = url && url.includes("http")
     a.c-button.u-text-label(href=url class=prefixArgs(style, "c-button") role="button" target=external ? "_blank" : null rel=external && !trusted ? "noopener nofollow" : null)&attributes(attributes)
         block
 
@@ -103,31 +128,33 @@ mixin button(url, trusted, ...style)
     label    - [string] aside title (optional or false for no label)
     language - [string] language for syntax highlighting (default: "python")
                supports basic relevant languages available for PrismJS
-    prompt    - [string] prompt or icon to display next to code block, (mostly used for old/new)
+    prompt   - [string] prompt displayed before first line, e.g. "$"
     height   - [integer] optional height to clip code block to
+    icon     - [string] icon displayed next to code block (e.g. "accept" for new code)
+    wrap     - [boolean] wrap text and disable horizontal scrolling
 
-mixin code(label, language, prompt, height)
+mixin code(label, language, prompt, height, icon, wrap)
     pre.c-code-block.o-block(class="lang-#{(language || DEFAULT_SYNTAX)}" class=icon ? "c-code-block--has-icon" : null style=height ? "height: #{height}px" : null)&attributes(attributes)
         if label
             h4.u-text-label.u-text-label--dark=label
-        - var icon = (prompt == 'accept' || prompt == 'reject')
+        - var icon = icon || (prompt == 'accept' || prompt == 'reject')
         if icon
             - var classes = {'accept': 'u-color-green', 'reject': 'u-color-red'}
             .c-code-block__icon(class=classes[icon] || null class=classes[icon] ? "c-code-block__icon--border" : null)
                 +icon(icon, 18)
 
-        code.c-code-block__content(data-prompt=icon ? null : prompt)
+        code.c-code-block__content(class=wrap ? "u-wrap" : null data-prompt=icon ? null : prompt)
             block
 
 
 //- Code blocks to display old/new versions
 
 mixin code-old()
-    +code(false, false, "reject").o-block-small
+    +code(false, false, false, false, "reject").o-block-small
         block
 
 mixin code-new()
-    +code(false, false, "accept").o-block-small
+    +code(false, false, false, false, "accept").o-block-small
         block
 
 
@@ -138,12 +165,33 @@ mixin code-new()
 
 mixin codepen(slug, height, default_tab)
     figure.o-block(style="min-height: #{height}px")&attributes(attributes)
-        .codepen(data-height=height data-theme-id="26467" data-slug-hash=slug data-default-tab=(default_tab || "result") data-embed-version="2" data-user=SOCIAL.codepen)
+        .codepen(data-height=height data-theme-id="31335" data-slug-hash=slug data-default-tab=(default_tab || "result") data-embed-version="2" data-user=SOCIAL.codepen)
             +a("https://codepen.io/" + SOCIAL.codepen + "/" + slug) View on CodePen
 
         script(async src="https://assets.codepen.io/assets/embed/ei.js")
 
 
+//- GitHub embed
+    repo     - [string] repository owned by explosion organization
+    file     - [string] logical path to file, relative to repository root
+    alt_file - [string] alternative file path used in footer and link button
+    height   - [integer] height of code preview in px
+
+mixin github(repo, file, alt_file, height)
+    - var branch = ALPHA ? "develop" : "master"
+    - var height = height || 250
+
+    figure.o-block
+        pre.c-code-block.o-block-small(class="lang-#{(language || DEFAULT_SYNTAX)}" style="height: #{height}px; min-height: #{height}px")
+            code.c-code-block__content(data-gh-embed="#{repo}/#{branch}/#{file}")
+
+        footer.o-grid.u-text
+            .o-block-small.u-flex-full #[+icon("github")] #[code=repo + '/' + (alt_file || file)]
+            div
+                +button(gh(repo, alt_file || file), false, "primary", "small") View on GitHub
+
+
+
 //- Images / figures
     url     - [string] url or path to image
     width   - [integer] image width in px, for better rendering (default: 500)
@@ -168,10 +216,26 @@ mixin image-caption()
         block
 
 
-//- Label
+//- Graphic or illustration with button
+    original - [string] Path to original image
+
+mixin graphic(original)
+    +image
+        block
+        if original
+            .u-text-right
+                +button(original, false, "secondary", "small") View large graphic
+
+
+//- Labels
 
 mixin label()
-    .u-text-label.u-color-subtle&attributes(attributes)
+    .u-text-label.u-color-dark&attributes(attributes)
+        block
+
+
+mixin label-inline()
+    strong.u-text-label.u-color-dark&attributes(attributes)
         block
 
 
@@ -188,8 +252,10 @@ mixin tag()
 mixin tag-model(...capabs)
     - var intro = "To use this functionality, spaCy needs a model to be installed"
     - var ext = capabs.length ? " that supports the following capabilities: " + capabs.join(', ') : ""
-    +tag Requires model
+
-    +help(intro + ext + ".").u-color-theme
+    span.u-nowrap
+        +tag Needs model
+        +help(intro + ext + ".").u-color-theme
 
 
 //- "New" tag to label features new in a specific version
@@ -219,15 +285,9 @@ mixin list(type, start)
 
 //- List item (only used within +list)
 
-mixin item(procon)
+mixin item()
-    if procon
+    li.c-list__item&attributes(attributes)
-        li&attributes(attributes)
+        block
-            +procon(procon).c-list__icon
-            block
-
-    else
-        li.c-list__item&attributes(attributes)
-            block
 
 
 //- Table
@@ -237,9 +297,9 @@ mixin table(head)
     table.c-table.o-block&attributes(attributes)
 
         if head
-            +row
+            +row("head")
                 each column in head
-                    th.c-table__head-cell.u-text-label=column
+                    +head-cell=column
 
         block
 
@@ -251,10 +311,11 @@ mixin row(...style)
         block
 
 
-//- Footer table row (only ued within +table)
 
-mixin footrow()
+//- Header table cell (only used within +row)
-    tr.c-table__row.c-table__row--foot&attributes(attributes)
+
+mixin head-cell()
+    th.c-table__head-cell.u-text-label&attributes(attributes)
         block
 
 
@@ -284,71 +345,58 @@ mixin grid-col(width)
 
 
 //- Card (only used within +grid)
-    title     - [string] card title
+    title  - [string] card title
-    details   - [object] url, image, author, description, tags etc.
+    url    - [string] link for card
-                (see /docs/usage/_data.json)
+    author - [string] optional author, displayed as byline at the bottom
+    icon   - [string] optional ID of icon displayed with card
+    width  - [string] optional width of grid column, defaults to "half"
 
-mixin card(title, details)
+mixin card(title, url, author, icon, width)
-    +grid-col("half").o-card.u-text&attributes(attributes)
+    +grid-col(width || "half").o-box.o-grid.o-grid--space.u-text&attributes(attributes)
-        if details.image
+        +a(url)
-            +a(details.url).o-block-small
+            h4.u-heading.u-text-label
-                img(src=details.image alt=title width="300" role="presentation")
+                if icon
-
+                    +icon(icon, 25).u-float-right
-        if title
+                if title
-            +a(details.url)
+                    span.u-color-dark=title
-                +h(3)=title
+            .o-block-small.u-text-small
-
+                block
-                    if details.author
+        if author
-                        .u-text-small.u-color-subtle by #{details.author}
+            .u-color-subtle.u-text-tiny by #{author}
-
-        if details.description || details.tags
-            ul
-                if details.description
-                    li=details.description
-
-                if details.tags
-                    li
-                        each tag in details.tags
-                            span.u-text-tag #{tag}
-                            |  
-
-        block
 
 
-//- Simpler card list item (only used within +list)
+//- Table of contents, to be used with +item mixins for links
-    title     - [string] card title
+    col - [string] width of column (see +grid-col)
-    details   - [object] url, image, author, description, tags etc.
-                (see /docs/usage/_data.json)
 
-mixin card-item(title, details)
+mixin table-of-contents(col)
-    +item&attributes(attributes)
+    +grid-col(col || "half")
-        +a(details.url)=title
+        +infobox
-
+            +label.o-block-small Table of contents
-        if details.description
+            +list("numbers").u-text-small.o-no-block
-            br
+                block
-            span=details.description
-
-        if details.author
-            br
-            span.u-text-small.u-color-subtle by #{details.author}
 
 
-//- Table row for models table
+//- Bibliography
+    id - [string] ID of bibliography component, for anchor links. Can be used if
+         there's more than one bibliography on one page.
 
-mixin model-row(name, lang, procon, size, license, default_model, divider)
+mixin bibliography(id)
-    - var licenses = { "CC BY-SA": "https://creativecommons.org/licenses/by-sa/3.0/", "CC BY-NC": "https://creativecommons.org/licenses/by-nc/3.0/" }
+    section(id=id || "bibliography")
+        +infobox
+            +label.o-block-small Bibliography
+            +list("numbers").u-text-small.o-no-block
+                block
 
-    +row(divider ? "divider": null)
+
-        +cell #[code=name]
+//- Footnote
-            if default_model
+    id      - [string / integer] ID of footnote.
-                |  #[span.u-color-theme(title="default model") #[+icon("star", 16)]]
+    bib_id  - [string] ID of bibliography component, defaults to "bibliography".
-        +cell=lang
+    tooltip - [string] optional text displayed as tooltip
-        each icon in procon
+
-            +cell.u-text-center #[+procon(icon ? "pro" : "con")]
+mixin fn(id, bib_id, tooltip)
-        +cell.u-text-right=size
+    sup.u-padding-small(id="bib" + id data-tooltip=tooltip)
-        +cell
+        span.u-text-tag
-            if license in licenses
+            +a("#" + (bib_id || "bibliography")).u-hide-link #{id}
-                +a(licenses[license])=license
 
 
 //- Table rows for annotation specs
@@ -383,14 +431,3 @@ mixin annotation-row(annots, style)
             else
                 +cell=cell
         block
-
-
-//- Table of contents, to be used with +item mixins for links
-    col - [string] width of column (see +grid-col)
-
-mixin table-of-contents(col)
-    +grid-col(col || "half")
-        +infobox
-            +label.o-block-small Table of contents
-            +list("numbers").u-text-small.o-no-block
-                block

website/_includes/_navigation.jade

@@ -1,19 +1,15 @@
 //- 💫 INCLUDES > TOP NAVIGATION
 
-include _mixins
-
 nav.c-nav.u-text.js-nav(class=landing ? "c-nav--theme" : null)
-    a(href='/') #[+logo]
+    a(href="/" aria-label=SITENAME) #[+logo]
-
-    if SUBSECTION != "index"
-        .u-text-label.u-padding-small.u-hidden-xs=SUBSECTION
 
     ul.c-nav__menu
-        - var NAV = ALPHA ? { "Usage": "/docs/usage", "Reference": "/docs/api" } : NAVIGATION
+        - var current_url = '/' + current.path[0]
-
+        each url, item in NAVIGATION
-        each url, item in NAV
+            li.c-nav__menu__item(class=(current_url == url) ? "is-active" : null)
-            li.c-nav__menu__item(class=(url == "/") ? "u-hidden-xs" : null)
                 +a(url)=item
 
-        li.c-nav__menu__item
+        li.c-nav__menu__item.u-hidden-xs
-            +a(gh("spaCy"))(aria-label="GitHub").u-hidden-xs #[+icon("github", 20)]
+            +a(gh("spaCy"))(aria-label="GitHub") #[+icon("github", 20)]
+
+    progress.c-progress.js-progress(value="0" max="1")

website/_includes/_newsletter.jade

@@ -1,6 +1,6 @@
 //- 💫 INCLUDES > NEWSLETTER
 
-ul.o-block
+ul.o-block-small
     li.u-text-label.u-color-subtle Stay in the loop!
     li Receive updates about new releases, tutorials and more.
 
@@ -10,7 +10,6 @@ form.o-grid#mc-embedded-subscribe-form(action="//#{MAILCHIMP.user}.list-manage.c
     div(style="position: absolute; left: -5000px;" aria-hidden="true")
         input(type="text" name="b_#{MAILCHIMP.id}_#{MAILCHIMP.list}" tabindex="-1" value="")
 
-    .o-grid-col.u-border.u-padding-small
+    .o-grid-col.o-grid.o-grid--nowrap.o-field.u-padding-small
-        input#mce-EMAIL.u-text(type="email" name="EMAIL" placeholder="Your email")
+        input#mce-EMAIL.o-field__input.u-text(type="email" name="EMAIL" placeholder="Your email" aria-label="Your email")
-
+        button#mc-embedded-subscribe.o-field__button.u-text-label.u-color-theme.u-nowrap(type="submit" name="subscribe") Sign up
-        button#mc-embedded-subscribe.u-text-label.u-color-theme(type="submit" name="subscribe") Sign up

website/_includes/_page-docs.jade

@@ -1,47 +1,56 @@
 //- 💫 INCLUDES > DOCS PAGE TEMPLATE
 
-- sidebar_content = (SUBSECTION != "index") ? public.docs[SUBSECTION]._data.sidebar : public.docs._data.sidebar || FOOTER
+- sidebar_content = (public[SECTION] ? public[SECTION]._data.sidebar : public._data[SECTION] ? public._data[SECTION].sidebar : false) || FOOTER
 
 include _sidebar
 
 main.o-main.o-main--sidebar.o-main--aside
     article.o-content
         +grid.o-no-block
-            +grid-col(source ? "two-thirds" : "full")
+            +h(1).u-heading--title=title.replace("'", "’")
-                +h(1)=title
+                if tag
-                    if tag
+                    +tag=tag
-                        +tag=tag
+                if tag_new
+                    +tag-new(tag_new)
+
+                if teaser
+                    .u-heading__teaser.u-text-small.u-color-dark=teaser
+                else if IS_MODELS
+                    .u-heading__teaser.u-text-small.u-color-dark
+                        |  Available statistical models for
+                        |  #[code=current.source] (#{LANGUAGES[current.source]}).
 
             if source
-                +grid-col("third").u-text-right
+                .o-block.u-text-right
-                    .o-inline-list
+                    +button(gh("spacy", source), false, "secondary", "small").u-nowrap
-                        +button(gh("spacy", source), false, "secondary").u-text-tag Source #[+icon("code", 14)]
+                        |  Source #[+icon("code", 14)]
 
+        //-if ALPHA
+        //-    +alpha-info
 
-        if ALPHA
+        if IS_MODELS
-            +infobox("⚠️ You are viewing the spaCy v2.0.0 alpha docs")
+            include _page_models
-                strong This page is part of the alpha documentation for spaCy v2.0.
+        else
-                |  It does not reflect the state of the latest stable release.
+            !=yield
-                |  Because v2.0 is still under development, the implementation
-                |  may differ from the intended state described here. See the
-                |  #[+a(gh("spaCy") + "/releases/tag/v2.0.0-alpha") release notes]
-                |  for details on how to install and test the new version. To
-                |  read the official docs for spaCy v1.x,
-                |  #[+a("https://spacy.io/docs") go here].
-
-        !=yield
 
     +grid.o-content.u-text
         +grid-col("half")
-            if next && public.docs[SUBSECTION]._data[next]
+            if !IS_MODELS
-                - data = public.docs[SUBSECTION]._data[next]
-
                 .o-inline-list
-                    span #[strong.u-text-label Read next:] #[+a(next).u-link=data.title]
+                    +button(gh("spacy", "website/" + current.path.join('/') + ".jade"), false, "secondary", "small")
+                        |  #[span.o-icon Suggest edits] #[+icon("code", 14)]
 
         +grid-col("half").u-text-right
-            .o-inline-list
+            if next && public[SECTION]._data[next]
-                +button(gh("spacy", "website/" + current.path.join('/') + ".jade"), false, "secondary").u-text-tag Suggest edits #[+icon("code", 14)]
+                - data = public[SECTION]._data[next]
+
+                +grid("vcenter")
+                    +a(next).u-text-small.u-flex-full
+                        h4.u-text-label.u-color-dark Read next
+                        |  #{data.title}
+
+                    +a(next).c-icon-button.c-icon-button--right(aria-hidden="true")
+                        +icon("arrow-right", 24)
 
     +gitter("spaCy chat")
 

website/_includes/_page_models.jade

@@ -0,0 +1,77 @@
+//- 💫 INCLUDES > MODELS PAGE TEMPLATE
+
+for id in CURRENT_MODELS
+    +section(id)
+        +grid("vcenter").o-no-block(id=id)
+            +grid-col("two-thirds")
+                +h(2)
+                    +a("#" + id).u-permalink=id
+
+            +grid-col("third").u-text-right
+                .u-color-subtle.u-text-tiny
+                    +button(gh("spacy-models") + "/releases", true, "secondary", "small")(data-tpl=id data-tpl-key="download")
+                        |  Release details
+                    .u-padding-small Latest: #[code(data-tpl=id data-tpl-key="version") n/a]
+
+        +aside-code("Installation", "bash", "$").
+            spacy download #{id}
+
+        - var comps = getModelComponents(id)
+
+        p(data-tpl=id data-tpl-key="description")
+
+        div(data-tpl=id data-tpl-key="error" style="display: none")
+            +infobox
+                |  Unable to load model details from GitHub. To find out more
+                |  about this model, see the overview of the
+                |  #[+a(gh("spacy-models") + "/releases") latest model releases].
+
+        +table(data-tpl=id data-tpl-key="table")
+            +row
+                +cell #[+label Language]
+                +cell #[+tag=comps.lang] #{LANGUAGES[comps.lang]}
+            for comp, label in {"Type": comps.type, "Genre": comps.genre}
+                +row
+                    +cell #[+label=label]
+                    +cell #[+tag=comp] #{MODEL_META[comp]}
+            +row
+                +cell #[+label Size]
+                +cell #[+tag=comps.size] #[span(data-tpl=id data-tpl-key="size") #[em n/a]]
+
+            each label in ["Pipeline", "Sources", "Author", "License"]
+                - var field = label.toLowerCase()
+                +row
+                    +cell.u-nowrap
+                        +label=label
+                            if MODEL_META[field]
+                                |  #[+help(MODEL_META[field]).u-color-subtle]
+                    +cell
+                        span(data-tpl=id data-tpl-key=field) #[em n/a]
+
+            +row(data-tpl=id data-tpl-key="compat-wrapper" style="display: none")
+                +cell
+                    +label Compat #[+help("Latest compatible model version for your spaCy installation").u-color-subtle]
+                +cell
+                    .o-field.u-float-left
+                        select.o-field__select.u-text-small(data-tpl=id data-tpl-key="compat")
+                    .o-empty(data-tpl=id data-tpl-key="compat-versions")  
+
+        section(data-tpl=id data-tpl-key="accuracy-wrapper" style="display: none")
+            +grid.o-no-block
+                +grid-col("third")
+                    +h(4) Accuracy
+                    +table.o-block-small
+                        for label, field in MODEL_ACCURACY
+                            +row(style="display: none")
+                                +cell.u-nowrap
+                                    +label=label
+                                        if MODEL_META[field]
+                                            |  #[+help(MODEL_META[field]).u-color-subtle]
+                                +cell.u-text-right(data-tpl=id data-tpl-key=field)
+                                    |  n/a
+
+                +grid-col("two-thirds")
+                    +h(4) Comparison
+                    +chart(id).u-padding-small
+
+        p.u-text-small.u-color-dark(data-tpl=id data-tpl-key="notes")

website/_includes/_scripts.jade

@@ -1,27 +1,46 @@
 //- 💫 INCLUDES > SCRIPTS
 
-script(src="/assets/js/main.js?v#{V_JS}")
+if quickstart
-script(src="/assets/js/prism.js")
+        script(src="/assets/js/quickstart.min.js")
 
-if SECTION == "docs"
+if IS_PAGE
-    if quickstart
+    script(src="/assets/js/in-view.min.js")
-        script(src="/assets/js/quickstart.js")
-        script var qs = new Quickstart("#qs")
 
-    script.
+if HAS_MODELS
-        ((window.gitter = {}).chat = {}).options = {
+    script(src="/assets/js/chart.min.js")
-            useStyles: false,
-            activationElement: '.js-gitter-button',
-            targetElement: '.js-gitter',
-            room: '!{SOCIAL.gitter}'
-        };
-
-    script(src="https://sidecar.gitter.im/dist/sidecar.v1.js" async defer)
 
 if environment == "deploy"
-    script
+    script(async src="https://www.google-analytics.com/analytics.js")
+
+script(src="/assets/js/prism.min.js")
+script(src="/assets/js/main.js?v#{V_JS}")
+
+script
+    | new ProgressBar('.js-progress');
+
+    if changelog
+        | new Changelog('!{SOCIAL.github}', 'spacy');
+
+    if quickstart
+        | new Quickstart("#qs");
+
+    if IS_PAGE
+        | new SectionHighlighter('data-section', 'data-nav');
+        | new GitHubEmbed('!{SOCIAL.github}', 'data-gh-embed');
+        | ((window.gitter = {}).chat = {}).options = {
+        |     useStyles: false,
+        |     activationElement: '.js-gitter-button',
+        |     targetElement: '.js-gitter',
+        |     room: '!{SOCIAL.gitter}'
+        | };
+
+    if HAS_MODELS
+        | new ModelLoader('!{MODELS_REPO}', !{JSON.stringify(CURRENT_MODELS)}, !{JSON.stringify(MODEL_LICENSES)}, !{JSON.stringify(MODEL_ACCURACY)});
+
+    if environment == "deploy"
         | window.ga=window.ga||function(){
         | (ga.q=ga.q||[]).push(arguments)}; ga.l=+new Date;
         | ga('create', '#{ANALYTICS}', 'auto'); ga('send', 'pageview');
 
-    script(async src="https://www.google-analytics.com/analytics.js")
+if IS_PAGE
+    script(src="https://sidecar.gitter.im/dist/sidecar.v1.js" async defer)

website/_includes/_sidebar.jade

@@ -1,13 +1,23 @@
 //- 💫 INCLUDES > SIDEBAR
 
-include _mixins
-
 menu.c-sidebar.js-sidebar.u-text
     if sidebar_content
-        each items, menu in sidebar_content
+        each items, sectiontitle in sidebar_content
-            ul.c-sidebar__section.o-block
+            ul.c-sidebar__section.o-block-small
-                li.u-text-label.u-color-subtle=menu
+                li.u-text-label.u-color-dark=sectiontitle
 
                 each url, item in items
-                    li(class=(CURRENT == url || (CURRENT == "index" && url == "./")) ? "is-active" : null)
+                    - var is_current = CURRENT == url || (CURRENT == "index" && url == "./")
-                        +a(url)=item
+                    li.c-sidebar__item
+                        +a(url)(class=is_current ? "is-active" : null)=item
+
+                        if is_current
+                            if IS_MODELS && CURRENT_MODELS.length
+                                - menu = Object.assign({}, ...CURRENT_MODELS.map(id => ({ [id]: id })))
+                            if menu
+                                ul.c-sidebar__crumb.u-hidden-sm
+                                    - var counter = 0
+                                    for id, title in menu
+                                        - counter++
+                                        li.c-sidebar__crumb__item(data-nav=id class=(counter == 1) ? "is-active" : null)
+                                            +a("#section-" + id)=title

website/_layout.jade

@@ -2,11 +2,16 @@
 
 include _includes/_mixins
 
+- title = IS_MODELS ? LANGUAGES[current.source] || title : title
+- social_title = (SECTION == "index") ? SITENAME + " - " + SLOGAN : title + " - " + SITENAME
+- social_img = SITE_URL + "/assets/img/social/preview_" + (preview || ALPHA ? "alpha" : "default") + ".jpg"
+
 doctype html
 html(lang="en")
     title
-        if SECTION == "docs" && SUBSECTION && SUBSECTION != "index"
+        if SECTION == "api" || SECTION == "usage" || SECTION == "models"
-            | #{title} | #{SITENAME} #{SUBSECTION == "api" ? "API" : "Usage"} Documentation
+            - var title_section = (SECTION == "api") ? "API" : SECTION.charAt(0).toUpperCase() + SECTION.slice(1)
+            | #{title} | #{SITENAME} #{title_section} Documentation
 
         else if SECTION != "index"
             | #{title} | #{SITENAME}
@@ -22,32 +27,30 @@ html(lang="en")
     meta(property="og:type" content="website")
     meta(property="og:site_name" content=sitename)
     meta(property="og:url" content="#{SITE_URL}/#{current.path.join('/')}")
-    meta(property="og:title" content="#{title} - spaCy")
+    meta(property="og:title" content=social_title)
     meta(property="og:description" content=description)
-    meta(property="og:image" content=getSocialImg())
+    meta(property="og:image" content=social_img)
 
     meta(name="twitter:card" content="summary_large_image")
     meta(name="twitter:site" content="@" + SOCIAL.twitter)
-    meta(name="twitter:title" content="#{title} - spaCy")
+    meta(name="twitter:title" content=social_title)
     meta(name="twitter:description" content=description)
-    meta(name="twitter:image" content=getSocialImg())
+    meta(name="twitter:image" content=social_img)
 
     link(rel="shortcut icon" href="/assets/img/favicon.ico")
     link(rel="icon" type="image/x-icon" href="/assets/img/favicon.ico")
 
-    if ALPHA && SECTION == "docs"
+    if SECTION == "api"
         link(href="/assets/css/style_green.css?v#{V_CSS}" rel="stylesheet")
 
-    else if SUBSECTION == "usage"
-        link(href="/assets/css/style_red.css?v#{V_CSS}" rel="stylesheet")
-
     else
         link(href="/assets/css/style.css?v#{V_CSS}" rel="stylesheet")
 
     body
+        include _includes/_svg
         include _includes/_navigation
 
-        if SECTION == "docs"
+        if !landing
             include _includes/_page-docs
 
         else

website/api/_annotation/_biluo.jade

@@ -0,0 +1,43 @@
+//- 💫 DOCS > API > ANNOTATION > BILUO
+
++table([ "Tag", "Description" ])
+    +row
+        +cell #[code #[span.u-color-theme B] EGIN]
+        +cell The first token of a multi-token entity.
+
+    +row
+        +cell #[code #[span.u-color-theme I] N]
+        +cell An inner token of a multi-token entity.
+
+    +row
+        +cell #[code #[span.u-color-theme L] AST]
+        +cell The final token of a multi-token entity.
+
+    +row
+        +cell #[code #[span.u-color-theme U] NIT]
+        +cell A single-token entity.
+
+    +row
+        +cell #[code #[span.u-color-theme O] UT]
+        +cell A non-entity token.
+
++aside("Why BILUO, not IOB?")
+    |  There are several coding schemes for encoding entity annotations as
+    |  token tags.  These coding schemes are equally expressive, but not
+    |  necessarily equally learnable.
+    |  #[+a("http://www.aclweb.org/anthology/W09-1119") Ratinov and Roth]
+    |  showed that the minimal #[strong Begin], #[strong In], #[strong Out]
+    |  scheme was more difficult to learn than the #[strong BILUO] scheme that
+    |  we use, which explicitly marks boundary tokens.
+
+p
+    |  spaCy translates the character offsets into this scheme, in order to
+    |  decide the cost of each action given the current state of the entity
+    |  recogniser. The costs are then used to calculate the gradient of the
+    |  loss, to train the model. The exact algorithm is a pastiche of
+    |  well-known methods, and is not currently described in any single
+    |  publication. The model is a greedy transition-based parser guided by a
+    |  linear model whose weights are learned using the averaged perceptron
+    |  loss, via the #[+a("http://www.aclweb.org/anthology/C12-1059") dynamic oracle]
+    |  imitation learning strategy. The transition system is equivalent to the
+    |  BILOU tagging scheme.

website/api/_architecture/_cython.jade

@@ -0,0 +1,115 @@
+//- 💫 DOCS > API > ARCHITECTURE > CYTHON
+
++aside("What's Cython?")
+    |  #[+a("http://cython.org/") Cython] is a language for writing
+    |  C extensions for Python. Most Python code is also valid Cython, but
+    |  you can add type declarations to get efficient memory-managed code
+    |  just like C or C++.
+
+p
+    |  spaCy's core data structures are implemented as
+    |  #[+a("http://cython.org/") Cython] #[code cdef] classes. Memory is
+    |  managed through the #[+a(gh("cymem")) #[code cymem]]
+    |  #[code cymem.Pool] class, which allows you
+    |  to allocate memory which will be freed when the #[code Pool] object
+    |  is garbage collected. This means you usually don't have to worry
+    |  about freeing memory. You just have to decide which Python object
+    |  owns the memory, and make it own the #[code Pool]. When that object
+    |  goes out of scope, the memory will be freed. You do have to take
+    |  care that no pointers outlive the object that owns them — but this
+    |  is generally quite easy.
+
+p
+    |  All Cython modules should have the #[code # cython: infer_types=True]
+    |  compiler directive at the top of the file. This makes the code much
+    |  cleaner, as it avoids the need for many type declarations. If
+    |  possible, you should prefer to declare your functions #[code nogil],
+    |  even if you don't especially care about multi-threading. The reason
+    |  is that #[code nogil] functions help the Cython compiler reason about
+    |  your code quite a lot — you're telling the compiler that no Python
+    |  dynamics are possible. This lets many errors be raised, and ensures
+    |  your function will run at C speed.
+
+
+p
+    |  Cython gives you many choices of sequences: you could have a Python
+    |  list, a numpy array, a memory view, a C++ vector, or a pointer.
+    |  Pointers are preferred, because they are fastest, have the most
+    |  explicit semantics, and let the compiler check your code more
+    |  strictly. C++ vectors are also great — but you should only use them
+    |  internally in functions. It's less friendly to accept a vector as an
+    |  argument, because that asks the user to do much more work. Here's
+    |  how to get a pointer from a numpy array, memory view or vector:
+
++code.
+    cdef void get_pointers(np.ndarray[int, mode='c'] numpy_array, vector[int] cpp_vector, int[::1] memory_view) nogil:
+    pointer1 = <int*>numpy_array.data
+    pointer2 = cpp_vector.data()
+    pointer3 = &memory_view[0]
+
+p
+    |  Both C arrays and C++ vectors reassure the compiler that no Python
+    |  operations are possible on your variable. This is a big advantage:
+    |  it lets the Cython compiler raise many more errors for you.
+
+p
+    |  When getting a pointer from a numpy array or memoryview, take care
+    |  that the data is actually stored in C-contiguous order — otherwise
+    |  you'll get a pointer to nonsense. The type-declarations in the code
+    |  above should generate runtime errors if buffers with incorrect
+    |  memory layouts are passed in. To iterate over the array, the
+    |  following style is preferred:
+
++code.
+    cdef int c_total(const int* int_array, int length) nogil:
+        total = 0
+        for item in int_array[:length]:
+            total += item
+        return total
+
+p
+    |  If this is confusing, consider that the compiler couldn't deal with
+    |  #[code for item in int_array:] — there's no length attached to a raw
+    |  pointer, so how could we figure out where to stop? The length is
+    |  provided in the slice notation as a solution to this. Note that we
+    |  don't have to declare the type of #[code item] in the code above —
+    |  the compiler can easily infer it. This gives us tidy code that looks
+    |  quite like Python, but is exactly as fast as C — because we've made
+    |  sure the compilation to C is trivial.
+
+p
+    |  Your functions cannot be declared #[code nogil] if they need to
+    |  create Python objects or call Python functions. This is perfectly
+    |  okay — you shouldn't torture your code just to get #[code nogil]
+    |  functions. However, if your function isn't #[code nogil], you should
+    |  compile your module with #[code cython -a --cplus my_module.pyx] and
+    |  open the resulting #[code my_module.html] file in a browser. This
+    |  will let you see how Cython is compiling your code. Calls into the
+    |  Python run-time will be in bright yellow. This lets you easily see
+    |  whether Cython is able to correctly type your code, or whether there
+    |  are unexpected problems.
+
+p
+    |  Working in Cython is very rewarding once you're over the initial
+    |  learning curve. As with C and C++, the first way you write something
+    |  in Cython will often be the performance-optimal approach. In
+    |  contrast, Python optimisation generally requires a lot of
+    |  experimentation. Is it faster to have an #[code if item in my_dict]
+    |  check, or to use #[code .get()]? What about
+    |  #[code try]/#[code except]? Does this numpy operation create a copy?
+    |  There's no way to guess the answers to these questions, and you'll
+    |  usually be dissatisfied with your results — so there's no way to
+    |  know when to stop this process. In the worst case, you'll make a
+    |  mess that invites the next reader to try their luck too. This is
+    |  like one of those
+    |  #[+a("http://www.wemjournal.org/article/S1080-6032%2809%2970088-2/abstract") volcanic gas-traps],
+    |  where the rescuers keep passing out from low oxygen, causing
+    |  another rescuer to follow — only to succumb themselves. In short,
+    |  just say no to optimizing your Python. If it's not fast enough the
+    |  first time, just switch to Cython.
+
++infobox("Resources")
+    +list.o-no-block
+        +item #[+a("http://docs.cython.org/en/latest/") Official Cython documentation] (cython.org)
+        +item #[+a("https://explosion.ai/blog/writing-c-in-cython", true) Writing C in Cython] (explosion.ai)
+        +item #[+a("https://explosion.ai/blog/multithreading-with-cython") Multi-threading spaCy’s parser and named entity recogniser] (explosion.ai)

website/api/_architecture/_nn-model.jade

@@ -0,0 +1,141 @@
+//- 💫 DOCS > API > ARCHITECTURE > NN MODEL ARCHITECTURE
+
+p
+    |  The parsing model is a blend of recent results. The two recent
+    |  inspirations have been the work of Eli Klipperwasser and Yoav Goldberg at
+    |  Bar Ilan#[+fn(1)], and the SyntaxNet team from Google. The foundation of
+    |  the parser is still based on the work of Joakim Nivre#[+fn(2)], who
+    |  introduced the transition-based framework#[+fn(3)], the arc-eager
+    |  transition system, and the imitation learning objective. The model is
+    |  implemented using #[+a(gh("thinc")) Thinc], spaCy's machine learning
+    |  library. We first predict context-sensitive vectors for each word in the
+    |  input:
+
++code.
+    (embed_lower | embed_prefix | embed_suffix | embed_shape)
+        >> Maxout(token_width)
+        >> convolution ** 4
+
+p
+    |  This convolutional layer is shared between the tagger, parser and NER,
+    |  and will also be shared by the future neural lemmatizer. Because the
+    |  parser shares these layers with the tagger, the parser does not require
+    |  tag features. I got this trick from David Weiss's "Stack Combination"
+    |  paper#[+fn(4)].
+
+p
+    |  To boost the representation, the tagger actually predicts a "super tag"
+    |  with POS, morphology and dependency label#[+fn(5)]. The tagger predicts
+    |  these supertags by adding a softmax layer onto the convolutional layer –
+    |  so, we're teaching the convolutional layer to give us a representation
+    |  that's one affine transform from this informative lexical information.
+    |  This is obviously good for the parser (which backprops to the
+    |  convolutions too). The parser model makes a state vector by concatenating
+    |  the vector representations for its context tokens.  The current context
+    |  tokens:
+
++table
+    +row
+        +cell #[code S0], #[code S1], #[code S2]
+        +cell Top three words on the stack.
+
+    +row
+        +cell #[code B0], #[code B1]
+        +cell First two words of the buffer.
+
+    +row
+        +cell.u-nowrap
+            |  #[code S0L1], #[code S1L1], #[code S2L1], #[code B0L1],
+            |  #[code B1L1]#[br]
+            |  #[code S0L2], #[code S1L2], #[code S2L2], #[code B0L2],
+            |  #[code B1L2]
+        +cell
+            |  Leftmost and second leftmost children of #[code S0], #[code S1],
+            |  #[code S2], #[code B0] and #[code B1].
+
+    +row
+        +cell.u-nowrap
+            |  #[code S0R1], #[code S1R1], #[code S2R1], #[code B0R1],
+            |  #[code B1R1]#[br]
+            |  #[code S0R2], #[code S1R2], #[code S2R2], #[code B0R2],
+            |  #[code B1R2]
+        +cell
+            |  Rightmost and second rightmost children of #[code S0], #[code S1],
+            |  #[code S2], #[code B0] and #[code B1].
+
+p
+    |  This makes the state vector quite long: #[code 13*T], where #[code T] is
+    |  the token vector width (128 is working well). Fortunately, there's a way
+    |  to structure the computation to save some expense (and make it more
+    |  GPU-friendly).
+
+p
+    |  The parser typically visits #[code 2*N] states for a sentence of length
+    |  #[code N] (although it may visit more, if it back-tracks with a
+    |  non-monotonic transition#[+fn(4)]). A naive implementation would require
+    |  #[code 2*N (B, 13*T) @ (13*T, H)] matrix multiplications for a batch of
+    |  size #[code B]. We can instead perform one #[code (B*N, T) @ (T, 13*H)]
+    |  multiplication, to pre-compute the hidden weights for each positional
+    |  feature with respect to the words in the batch. (Note that our token
+    |  vectors come from the CNN — so we can't play this trick over the
+    |  vocabulary. That's how Stanford's NN parser#[+fn(3)] works — and why its
+    |  model is so big.)
+
+p
+    |  This pre-computation strategy allows a nice compromise between
+    |  GPU-friendliness and implementation simplicity. The CNN and the wide
+    |  lower layer are computed on the GPU, and then the precomputed hidden
+    |  weights are moved to the CPU, before we start the transition-based
+    |  parsing process. This makes a lot of things much easier. We don't have to
+    |  worry about variable-length batch sizes, and we don't have to implement
+    |  the dynamic oracle in CUDA to train.
+
+p
+    |  Currently the parser's loss function is multilabel log loss#[+fn(6)], as
+    |  the dynamic oracle allows multiple states to be 0 cost. This is defined
+    |  as follows, where #[code gZ] is the sum of the scores assigned to gold
+    |  classes:
+
++code.
+    (exp(score) / Z) - (exp(score) / gZ)
+
++bibliography
+    +item
+        |  #[+a("https://www.semanticscholar.org/paper/Simple-and-Accurate-Dependency-Parsing-Using-Bidir-Kiperwasser-Goldberg/3cf31ecb2724b5088783d7c96a5fc0d5604cbf41") Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations]
+        br
+        |  Eliyahu Kiperwasser, Yoav Goldberg. (2016)
+
+    +item
+        |  #[+a("https://www.semanticscholar.org/paper/A-Dynamic-Oracle-for-Arc-Eager-Dependency-Parsing-Goldberg-Nivre/22697256ec19ecc3e14fcfc63624a44cf9c22df4") A Dynamic Oracle for Arc-Eager Dependency Parsing]
+        br
+        |  Yoav Goldberg, Joakim Nivre (2012)
+
+    +item
+        |  #[+a("https://explosion.ai/blog/parsing-english-in-python") Parsing English in 500 Lines of Python]
+        br
+        |  Matthew Honnibal (2013)
+
+    +item
+        |  #[+a("https://www.semanticscholar.org/paper/Stack-propagation-Improved-Representation-Learning-Zhang-Weiss/0c133f79b23e8c680891d2e49a66f0e3d37f1466") Stack-propagation: Improved Representation Learning for Syntax]
+        br
+        |  Yuan Zhang, David Weiss (2016)
+
+    +item
+        |  #[+a("https://www.semanticscholar.org/paper/Deep-multi-task-learning-with-low-level-tasks-supe-S%C3%B8gaard-Goldberg/03ad06583c9721855ccd82c3d969a01360218d86") Deep multi-task learning with low level tasks supervised at lower layers]
+        br
+        |  Anders Søgaard, Yoav Goldberg (2016)
+
+    +item
+        |  #[+a("https://www.semanticscholar.org/paper/An-Improved-Non-monotonic-Transition-System-for-De-Honnibal-Johnson/4094cee47ade13b77b5ab4d2e6cb9dd2b8a2917c") An Improved Non-monotonic Transition System for Dependency Parsing]
+        br
+        |  Matthew Honnibal, Mark Johnson (2015)
+
+    +item
+        |  #[+a("http://cs.stanford.edu/people/danqi/papers/emnlp2014.pdf") A Fast and Accurate Dependency Parser using Neural Networks]
+        br
+        |  Danqi Cheng, Christopher D. Manning (2014)
+
+    +item
+        |  #[+a("https://www.semanticscholar.org/paper/Parsing-the-Wall-Street-Journal-using-a-Lexical-Fu-Riezler-King/0ad07862a91cd59b7eb5de38267e47725a62b8b2") Parsing the Wall Street Journal using a Lexical-Functional Grammar and Discriminative Estimation Techniques]
+        br
+        |  Stefan Riezler et al. (2002)

website/api/_data.json

@@ -1,29 +1,32 @@
 {
     "sidebar": {
-        "Introduction": {
+        "Overview": {
-            "Facts & Figures": "./",
+            "Architecture": "./",
-            "Languages": "language-models",
+            "Annotation Specs": "annotation",
-            "Annotation Specs": "annotation"
+            "Functions": "top-level"
         },
-        "Top-level": {
+        "Containers": {
-            "spacy": "spacy",
-            "displacy": "displacy",
-            "Utility Functions": "util",
-            "Command line": "cli"
-        },
-        "Classes": {
             "Doc": "doc",
             "Token": "token",
             "Span": "span",
+            "Lexeme": "lexeme"
+        },
+
+        "Pipeline": {
             "Language": "language",
-            "Tokenizer": "tokenizer",
+            "Pipe": "pipe",
             "Tensorizer": "tensorizer",
             "Tagger": "tagger",
             "DependencyParser": "dependencyparser",
             "EntityRecognizer": "entityrecognizer",
             "TextCategorizer": "textcategorizer",
+            "Tokenizer": "tokenizer",
+            "Lemmatizer": "lemmatizer",
             "Matcher": "matcher",
-            "Lexeme": "lexeme",
+            "PhraseMatcher": "phrasematcher"
+        },
+
+        "Other": {
             "Vocab": "vocab",
             "StringStore": "stringstore",
             "Vectors": "vectors",
@@ -34,52 +37,37 @@
     },
 
     "index": {
-        "title": "Facts & Figures",
+        "title": "Architecture",
-        "next": "language-models"
+        "next": "annotation",
+        "menu": {
+            "Basics": "basics",
+            "Neural Network Model": "nn-model",
+            "Cython Conventions": "cython"
+        }
     },
 
-    "language-models": {
+    "top-level": {
-        "title": "Languages",
+        "title": "Top-level Functions",
-        "next": "philosophy"
+        "menu": {
-    },
+            "spacy": "spacy",
-
+            "displacy": "displacy",
-    "philosophy": {
+            "Utility Functions": "util",
-        "title": "Philosophy"
+            "Compatibility": "compat",
-    },
+            "Command Line": "cli"
-
+        }
-    "spacy": {
-        "title": "spaCy top-level functions",
-        "source": "spacy/__init__.py",
-        "next": "displacy"
-    },
-
-    "displacy": {
-        "title": "displaCy",
-        "tag": "module",
-        "source": "spacy/displacy",
-        "next": "util"
-    },
-
-    "util": {
-        "title": "Utility Functions",
-        "source": "spacy/util.py",
-        "next": "cli"
-    },
-
-    "cli": {
-        "title": "Command Line Interface",
-        "source": "spacy/cli"
     },
 
     "language": {
         "title": "Language",
         "tag": "class",
+        "teaser": "A text-processing pipeline.",
         "source": "spacy/language.py"
     },
 
     "doc": {
         "title": "Doc",
         "tag": "class",
+        "teaser": "A container for accessing linguistic annotations.",
         "source": "spacy/tokens/doc.pyx"
     },
 
@@ -103,6 +91,7 @@
 
     "vocab": {
         "title": "Vocab",
+        "teaser": "A storage class for vocabulary and other data shared across a language.",
         "tag": "class",
         "source": "spacy/vocab.pyx"
     },
@@ -115,10 +104,27 @@
 
     "matcher": {
         "title": "Matcher",
+        "teaser": "Match sequences of tokens, based on pattern rules.",
         "tag": "class",
         "source": "spacy/matcher.pyx"
     },
 
+    "phrasematcher": {
+        "title": "PhraseMatcher",
+        "teaser": "Match sequences of tokens, based on documents.",
+        "tag": "class",
+        "tag_new": 2,
+        "source": "spacy/matcher.pyx"
+    },
+
+    "pipe": {
+        "title": "Pipe",
+        "teaser": "Abstract base class defining the API for pipeline components.",
+        "tag": "class",
+        "tag_new": 2,
+        "source": "spacy/pipeline.pyx"
+    },
+
     "dependenyparser": {
         "title": "DependencyParser",
         "tag": "class",
@@ -127,18 +133,22 @@
 
     "entityrecognizer": {
         "title": "EntityRecognizer",
+        "teaser": "Annotate named entities on documents.",
         "tag": "class",
         "source": "spacy/pipeline.pyx"
     },
 
     "textcategorizer": {
         "title": "TextCategorizer",
+        "teaser": "Add text categorization models to spaCy pipelines.",
         "tag": "class",
+        "tag_new": 2,
         "source": "spacy/pipeline.pyx"
     },
 
     "dependencyparser": {
         "title": "DependencyParser",
+        "teaser": "Annotate syntactic dependencies on documents.",
         "tag": "class",
         "source": "spacy/pipeline.pyx"
     },
@@ -149,15 +159,23 @@
         "source": "spacy/tokenizer.pyx"
     },
 
+    "lemmatizer": {
+        "title": "Lemmatizer",
+        "tag": "class"
+    },
+
     "tagger": {
         "title": "Tagger",
+        "teaser": "Annotate part-of-speech tags on documents.",
         "tag": "class",
         "source": "spacy/pipeline.pyx"
     },
 
     "tensorizer": {
         "title": "Tensorizer",
+        "teaser": "Add a tensor with position-sensitive meaning representations to a document.",
         "tag": "class",
+        "tag_new": 2,
         "source": "spacy/pipeline.pyx"
     },
 
@@ -169,23 +187,38 @@
 
     "goldcorpus": {
         "title": "GoldCorpus",
+        "teaser": "An annotated corpus, using the JSON file format.",
         "tag": "class",
+        "tag_new": 2,
         "source": "spacy/gold.pyx"
     },
 
     "binder": {
         "title": "Binder",
         "tag": "class",
+        "tag_new": 2,
         "source": "spacy/tokens/binder.pyx"
     },
 
     "vectors": {
         "title": "Vectors",
+        "teaser": "Store, save and load word vectors.",
         "tag": "class",
+        "tag_new": 2,
         "source": "spacy/vectors.pyx"
     },
 
     "annotation": {
-        "title": "Annotation Specifications"
+        "title": "Annotation Specifications",
+        "teaser": "Schemes used for labels, tags and training data.",
+        "menu": {
+            "Tokenization": "tokenization",
+            "Sentence Boundaries": "sbd",
+            "POS Tagging": "pos-tagging",
+            "Lemmatization": "lemmatization",
+            "Dependencies": "dependency-parsing",
+            "Named Entities": "named-entities",
+            "Training Data": "training"
+        }
     }
 }

website/api/_top-level/_cli.jade

@@ -1,26 +1,17 @@
-//- 💫 DOCS > USAGE > COMMAND LINE INTERFACE
+//- 💫 DOCS > API > TOP-LEVEL > COMMAND LINE INTERFACE
-
-include ../../_includes/_mixins
 
 p
     |  As of v1.7.0, spaCy comes with new command line helpers to download and
     |  link models and show useful debugging information. For a list of available
     |  commands, type #[code spacy --help].
 
-+infobox("⚠️ Deprecation note")
++h(3, "download") Download
-    |  As of spaCy 2.0, the #[code model] command to initialise a model data
-    |  directory is deprecated. The command was only necessary because previous
-    |  versions of spaCy expected a model directory to already be set up. This
-    |  has since been changed, so you can use the #[+api("cli#train") #[code train]]
-    |  command straight away.
-
-+h(2, "download") Download
 
 p
-    |  Download #[+a("/docs/usage/models") models] for spaCy. The downloader finds the
+    |  Download #[+a("/usage/models") models] for spaCy. The downloader finds the
     |  best-matching compatible version, uses pip to download the model as a
     |  package and automatically creates a
-    |  #[+a("/docs/usage/models#usage") shortcut link] to load the model by name.
+    |  #[+a("/usage/models#usage") shortcut link] to load the model by name.
     |  Direct downloads don't perform any compatibility checks and require the
     |  model name to be specified with its version (e.g., #[code en_core_web_sm-1.2.0]).
 
@@ -49,15 +40,15 @@ p
     |  detailed messages in case things go wrong. It's #[strong not recommended]
     |  to use this command as part of an automated process. If you know which
     |  model your project needs, you should consider a
-    |  #[+a("/docs/usage/models#download-pip") direct download via pip], or
+    |  #[+a("/usage/models#download-pip") direct download via pip], or
     |  uploading the model to a local PyPi installation and fetching it straight
     |  from there. This will also allow you to add it as a versioned package
     |  dependency to your project.
 
-+h(2, "link") Link
++h(3, "link") Link
 
 p
-    |  Create a #[+a("/docs/usage/models#usage") shortcut link] for a model,
+    |  Create a #[+a("/usage/models#usage") shortcut link] for a model,
     |  either a Python package or a local directory. This will let you load
     |  models from any location using a custom name via
     |  #[+api("spacy#load") #[code spacy.load()]].
@@ -95,7 +86,7 @@ p
         +cell flag
         +cell Show help message and available arguments.
 
-+h(2, "info") Info
++h(3, "info") Info
 
 p
     |  Print information about your spaCy installation, models and local setup,
@@ -122,15 +113,15 @@ p
         +cell flag
         +cell Show help message and available arguments.
 
-+h(2, "convert") Convert
++h(3, "convert") Convert
 
 p
-    |  Convert files into spaCy's #[+a("/docs/api/annotation#json-input") JSON format]
+    |  Convert files into spaCy's #[+a("/api/annotation#json-input") JSON format]
     |  for use with the #[code train] command and other experiment management
     |  functions. The right converter is chosen based on the file extension of
     |  the input file. Currently only supports #[code .conllu].
 
-+code(false, "bash", "$").
++code(false, "bash", "$", false, false, true).
     spacy convert [input_file] [output_dir] [--n-sents] [--morphology]
 
 +table(["Argument", "Type", "Description"])
@@ -159,14 +150,18 @@ p
         +cell flag
         +cell Show help message and available arguments.
 
-+h(2, "train") Train
++h(3, "train") Train
 
 p
     |  Train a model. Expects data in spaCy's
-    |  #[+a("/docs/api/annotation#json-input") JSON format].
+    |  #[+a("/api/annotation#json-input") JSON format]. On each epoch, a model
+    |  will be saved out to the directory. Accuracy scores and model details
+    |  will be added to a #[+a("/usage/training#models-generating") #[code meta.json]]
+    |  to allow packaging the model using the
+    |  #[+api("cli#package") #[code package]] command.
 
-+code(false, "bash", "$").
++code(false, "bash", "$", false, false, true).
-    spacy train [lang] [output_dir] [train_data] [dev_data] [--n-iter] [--n-sents] [--use-gpu] [--no-tagger] [--no-parser] [--no-entities]
+    spacy train [lang] [output_dir] [train_data] [dev_data] [--n-iter] [--n-sents] [--use-gpu] [--meta-path] [--vectors] [--no-tagger] [--no-parser] [--no-entities] [--gold-preproc]
 
 +table(["Argument", "Type", "Description"])
     +row
@@ -204,6 +199,27 @@ p
         +cell option
         +cell Use GPU.
 
+    +row
+        +cell #[code --vectors], #[code -v]
+        +cell option
+        +cell Model to load vectors from.
+
+    +row
+        +cell #[code --meta-path], #[code -m]
+        +cell option
+        +cell
+            |  #[+tag-new(2)] Optional path to model
+            |  #[+a("/usage/training#models-generating") #[code meta.json]].
+            |  All relevant properties like #[code lang], #[code pipeline] and
+            |  #[code spacy_version] will be overwritten.
+
+    +row
+        +cell #[code --version], #[code -V]
+        +cell option
+        +cell
+            |  Model version. Will be written out to the model's
+            |  #[code meta.json] after training.
+
     +row
         +cell #[code --no-tagger], #[code -T]
         +cell flag
@@ -219,12 +235,18 @@ p
         +cell flag
         +cell Don't train NER.
 
+    +row
+        +cell #[code --gold-preproc], #[code -G]
+        +cell flag
+        +cell Use gold preprocessing.
+
     +row
         +cell #[code --help], #[code -h]
         +cell flag
         +cell Show help message and available arguments.
 
-+h(3, "train-hyperparams") Environment variables for hyperparameters
++h(4, "train-hyperparams") Environment variables for hyperparameters
+    +tag-new(2)
 
 p
     |  spaCy lets you set hyperparameters for training via environment variables.
@@ -236,98 +258,149 @@ p
 +code(false, "bash").
     parser_hidden_depth=2 parser_maxout_pieces=1 train-parser
 
-+under-construction
-
 +table(["Name", "Description", "Default"])
     +row
         +cell #[code dropout_from]
-        +cell
+        +cell Initial dropout rate.
         +cell #[code 0.2]
 
     +row
         +cell #[code dropout_to]
-        +cell
+        +cell Final dropout rate.
         +cell #[code 0.2]
 
     +row
         +cell #[code dropout_decay]
-        +cell
+        +cell Rate of dropout change.
         +cell #[code 0.0]
 
     +row
         +cell #[code batch_from]
-        +cell
+        +cell Initial batch size.
         +cell #[code 1]
 
     +row
         +cell #[code batch_to]
-        +cell
+        +cell Final batch size.
         +cell #[code 64]
 
     +row
         +cell #[code batch_compound]
-        +cell
+        +cell Rate of batch size acceleration.
         +cell #[code 1.001]
 
     +row
         +cell #[code token_vector_width]
-        +cell
+        +cell Width of embedding tables and convolutional layers.
         +cell #[code 128]
 
     +row
         +cell #[code embed_size]
-        +cell
+        +cell Number of rows in embedding tables.
         +cell #[code 7500]
 
     +row
         +cell #[code parser_maxout_pieces]
-        +cell
+        +cell Number of pieces in the parser's and NER's first maxout layer.
         +cell #[code 2]
 
     +row
         +cell #[code parser_hidden_depth]
-        +cell
+        +cell Number of hidden layers in the parser and NER.
         +cell #[code 1]
 
     +row
         +cell #[code hidden_width]
-        +cell
+        +cell Size of the parser's and NER's hidden layers.
         +cell #[code 128]
 
     +row
         +cell #[code learn_rate]
-        +cell
+        +cell Learning rate.
         +cell #[code 0.001]
 
     +row
         +cell #[code optimizer_B1]
-        +cell
+        +cell Momentum for the Adam solver.
         +cell #[code 0.9]
 
     +row
         +cell #[code optimizer_B2]
-        +cell
+        +cell Adagrad-momentum for the Adam solver.
         +cell #[code 0.999]
 
     +row
         +cell #[code optimizer_eps]
-        +cell
+        +cell Epsylon value for the Adam solver.
         +cell #[code 1e-08]
 
     +row
         +cell #[code L2_penalty]
-        +cell
+        +cell L2 regularisation penalty.
         +cell #[code 1e-06]
 
     +row
         +cell #[code grad_norm_clip]
-        +cell
+        +cell Gradient L2 norm constraint.
         +cell #[code 1.0]
 
-+h(2, "package") Package
++h(3, "evaluate") Evaluate
+    +tag-new(2)
 
 p
-    |  Generate a #[+a("/docs/usage/saving-loading#generating") model Python package]
+    |  Evaluate a model's accuracy and speed on JSON-formatted annotated data.
+    |  Will print the results and optionally export
+    |  #[+a("/usage/visualizers") displaCy visualizations] of a sample set of
+    |  parses to #[code .html] files. Visualizations for the dependency parse
+    |  and NER will be exported as separate files if the respective component
+    |  is present in the model's pipeline.
+
++code(false, "bash", "$", false, false, true).
+    spacy evaluate [model] [data_path] [--displacy-path] [--displacy-limit] [--gpu-id] [--gold-preproc]
+
++table(["Argument", "Type", "Description"])
+    +row
+        +cell #[code model]
+        +cell positional
+        +cell
+            |  Model to evaluate. Can be a package or shortcut link name, or a
+            |  path to a model data directory.
+
+    +row
+        +cell #[code data_path]
+        +cell positional
+        +cell Location of JSON-formatted evaluation data.
+
+    +row
+        +cell #[code --displacy-path], #[code -dp]
+        +cell option
+        +cell
+            |  Directory to output rendered parses as HTML. If not set, no
+            |  visualizations will be generated.
+
+    +row
+        +cell #[code --displacy-limit], #[code -dl]
+        +cell option
+        +cell
+            |  Number of parses to generate per file. Defaults to #[code 25].
+            |  Keep in mind that a significantly higher number might cause the
+            |  #[code .html] files to render slowly.
+
+    +row
+        +cell #[code --gpu-id], #[code -g]
+        +cell option
+        +cell GPU to use, if any. Defaults to #[code -1] for CPU.
+
+    +row
+        +cell #[code --gold-preproc], #[code -G]
+        +cell flag
+        +cell Use gold preprocessing.
+
+
++h(3, "package") Package
+
+p
+    |  Generate a #[+a("/usage/training#models-generating") model Python package]
     |  from an existing model data directory. All data files are copied over.
     |  If the path to a meta.json is supplied, or a meta.json is found in the
     |  input directory, this file is used. Otherwise, the data can be entered
@@ -336,8 +409,8 @@ p
     |  sure you're always using the latest versions. This means you need to be
     |  connected to the internet to use this command.
 
-+code(false, "bash", "$").
++code(false, "bash", "$", false, false, true).
-    spacy package [input_dir] [output_dir] [--meta] [--force]
+    spacy package [input_dir] [output_dir] [--meta-path] [--create-meta] [--force]
 
 +table(["Argument", "Type", "Description"])
     +row
@@ -353,14 +426,14 @@ p
     +row
         +cell #[code --meta-path], #[code -m]
         +cell option
-        +cell Path to meta.json file (optional).
+        +cell #[+tag-new(2)] Path to meta.json file (optional).
 
     +row
         +cell #[code --create-meta], #[code -c]
         +cell flag
         +cell
-            |  Create a meta.json file on the command line, even if one already
+            |  #[+tag-new(2)] Create a meta.json file on the command line, even
-            |  exists in the directory.
+            |  if one already exists in the directory.
 
     +row
         +cell #[code --force], #[code -f]

website/api/_top-level/_compat.jade

@@ -0,0 +1,91 @@
+//- 💫 DOCS > API > TOP-LEVEL > COMPATIBILITY
+
+p
+    |  All Python code is written in an
+    |  #[strong intersection of Python 2 and Python 3]. This is easy in Cython,
+    |  but somewhat ugly in Python. Logic that deals with Python or platform
+    |  compatibility only lives in #[code spacy.compat]. To distinguish them from
+    |  the builtin functions, replacement functions are suffixed with an
+    |  undersocre, e.e #[code unicode_]. For specific checks, spaCy uses the
+    |  #[code six] and #[code ftfy] packages.
+
++aside-code("Example").
+    from spacy.compat import unicode_, json_dumps
+
+    compatible_unicode = unicode_('hello world')
+    compatible_json = json_dumps({'key': 'value'})
+
++table(["Name", "Python 2", "Python 3"])
+    +row
+        +cell #[code compat.bytes_]
+        +cell #[code str]
+        +cell #[code bytes]
+
+    +row
+        +cell #[code compat.unicode_]
+        +cell #[code unicode]
+        +cell #[code str]
+
+    +row
+        +cell #[code compat.basestring_]
+        +cell #[code basestring]
+        +cell #[code str]
+
+    +row
+        +cell #[code compat.input_]
+        +cell #[code raw_input]
+        +cell #[code input]
+
+    +row
+        +cell #[code compat.json_dumps]
+        +cell #[code ujson.dumps] with #[code .decode('utf8')]
+        +cell #[code ujson.dumps]
+
+    +row
+        +cell #[code compat.path2str]
+        +cell #[code str(path)] with #[code .decode('utf8')]
+        +cell #[code str(path)]
+
++h(3, "is_config") compat.is_config
+    +tag function
+
+p
+    |  Check if a specific configuration of Python version and operating system
+    |  matches the user's setup. Mostly used to display targeted error messages.
+
++aside-code("Example").
+    from spacy.compat import is_config
+
+    if is_config(python2=True, windows=True):
+        print("You are using Python 2 on Windows.")
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code python2]
+        +cell bool
+        +cell spaCy is executed with Python 2.x.
+
+    +row
+        +cell #[code python3]
+        +cell bool
+        +cell spaCy is executed with Python 3.x.
+
+    +row
+        +cell #[code windows]
+        +cell bool
+        +cell spaCy is executed on Windows.
+
+    +row
+        +cell #[code linux]
+        +cell bool
+        +cell spaCy is executed on Linux.
+
+    +row
+        +cell #[code osx]
+        +cell bool
+        +cell spaCy is executed on OS X or macOS.
+
+    +row("foot")
+        +cell returns
+        +cell bool
+        +cell Whether the specified configuration matches the user's platform.

website/api/_top-level/_displacy.jade

@@ -1,14 +1,12 @@
-//- 💫 DOCS > API > DISPLACY
+//- 💫 DOCS > API > TOP-LEVEL > DISPLACY
-
-include ../../_includes/_mixins
 
 p
     |  As of v2.0, spaCy comes with a built-in visualization suite. For more
     |  info and examples, see the usage guide on
-    |  #[+a("/docs/usage/visualizers") visualizing spaCy].
+    |  #[+a("/usage/visualizers") visualizing spaCy].
 
 
-+h(2, "serve") displacy.serve
++h(3, "displacy.serve") displacy.serve
     +tag method
     +tag-new(2)
 
@@ -60,7 +58,7 @@ p
         +cell bool
         +cell
             |  Don't parse #[code Doc] and instead, expect a dict or list of
-            |  dicts. #[+a("/docs/usage/visualizers#manual-usage") See here]
+            |  dicts. #[+a("/usage/visualizers#manual-usage") See here]
             |  for formats and examples.
         +cell #[code False]
 
@@ -70,7 +68,7 @@ p
         +cell Port to serve visualization.
         +cell #[code 5000]
 
-+h(2, "render") displacy.render
++h(3, "displacy.render") displacy.render
     +tag method
     +tag-new(2)
 
@@ -127,24 +125,24 @@ p Render a dependency parse tree or named entity visualization.
         +cell bool
         +cell
             |  Don't parse #[code Doc] and instead, expect a dict or list of
-            |  dicts. #[+a("/docs/usage/visualizers#manual-usage") See here]
+            |  dicts. #[+a("/usage/visualizers#manual-usage") See here]
             |  for formats and examples.
         +cell #[code False]
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell unicode
         +cell Rendered HTML markup.
         +cell
 
-+h(2, "options") Visualizer options
++h(3, "displacy_options") Visualizer options
 
 p
     |  The #[code options] argument lets you specify additional settings for
     |  each visualizer. If a setting is not present in the options, the default
     |  value will be used.
 
-+h(3, "options-dep") Dependency Visualizer options
++h(4, "options-dep") Dependency Visualizer options
 
 +aside-code("Example").
     options = {'compact': True, 'color': 'blue'}
@@ -219,7 +217,7 @@ p
         +cell Distance between words in px.
         +cell #[code 175] / #[code 85] (compact)
 
-+h(3, "options-ent") Named Entity Visualizer options
++h(4, "displacy_options-ent") Named Entity Visualizer options
 
 +aside-code("Example").
     options = {'ents': ['PERSON', 'ORG', 'PRODUCT'],
@@ -244,6 +242,6 @@ p
 
 p
     |  By default, displaCy comes with colours for all
-    |  #[+a("/docs/api/annotation#named-entities") entity types supported by spaCy].
+    |  #[+a("/api/annotation#named-entities") entity types supported by spaCy].
     |  If you're using custom entity types, you can use the #[code colors]
     |  setting to add your own colours for them.

website/api/_top-level/_spacy.jade

@@ -1,15 +1,13 @@
-//- 💫 DOCS > API > SPACY
+//- 💫 DOCS > API > TOP-LEVEL > SPACY
 
-include ../../_includes/_mixins
++h(3, "spacy.load") spacy.load
-
-+h(2, "load") spacy.load
     +tag function
     +tag-model
 
 p
-    |  Load a model via its #[+a("/docs/usage/models#usage") shortcut link],
+    |  Load a model via its #[+a("/usage/models#usage") shortcut link],
     |  the name of an installed
-    |  #[+a("/docs/usage/saving-loading#generating") model package], a unicode
+    |  #[+a("/usage/training#models-generating") model package], a unicode
     |  path or a #[code Path]-like object. spaCy will try resolving the load
     |  argument in this order. If a model is loaded from a shortcut link or
     |  package name, spaCy will assume it's a Python package and import it and
@@ -38,25 +36,57 @@ p
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable].
+            |  #[+a("/usage/processing-pipelines#disabling") disable].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell A #[code Language] object with the loaded model.
 
-+infobox("⚠️ Deprecation note")
++infobox("Deprecation note", "⚠️")
     .o-block
         |  As of spaCy 2.0, the #[code path] keyword argument is deprecated. spaCy
         |  will also raise an error if no model could be loaded and never just
         |  return an empty #[code Language] object. If you need a blank language,
-        |  you need to import it explicitly (#[code from spacy.lang.en import English])
+        |  you can use the new function #[+api("spacy#blank") #[code spacy.blank()]]
-        |  or use #[+api("util#get_lang_class") #[code util.get_lang_class]].
+        |  or import the class explicitly, e.g.
+        |  #[code from spacy.lang.en import English].
 
     +code-new nlp = spacy.load('/model')
     +code-old nlp = spacy.load('en', path='/model')
 
-+h(2, "info") spacy.info
++h(3, "spacy.blank") spacy.blank
+    +tag function
+    +tag-new(2)
+
+p
+    |  Create a blank model of a given language class. This function is the
+    |  twin of #[code spacy.load()].
+
++aside-code("Example").
+    nlp_en = spacy.blank('en')
+    nlp_de = spacy.blank('de')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code name]
+        +cell unicode
+        +cell ISO code of the language class to load.
+
+    +row
+        +cell #[code disable]
+        +cell list
+        +cell
+            |  Names of pipeline components to
+            |  #[+a("/usage/processing-pipelines#disabling") disable].
+
+    +row("foot")
+        +cell returns
+        +cell #[code Language]
+        +cell An empty #[code Language] object of the appropriate subclass.
+
+
++h(4, "spacy.info") spacy.info
     +tag function
 
 p
@@ -83,13 +113,13 @@ p
         +cell Print information as Markdown.
 
 
-+h(2, "explain") spacy.explain
++h(3, "spacy.explain") spacy.explain
     +tag function
 
 p
     |  Get a description for a given POS tag, dependency label or entity type.
     |  For a list of available terms, see
-    |  #[+src(gh("spacy", "spacy/glossary.py")) glossary.py].
+    |  #[+src(gh("spacy", "spacy/glossary.py")) #[code glossary.py]].
 
 +aside-code("Example").
     spacy.explain('NORP')
@@ -107,18 +137,18 @@ p
         +cell unicode
         +cell Term to explain.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell unicode
         +cell The explanation, or #[code None] if not found in the glossary.
 
-+h(2, "set_factory") spacy.set_factory
++h(3, "spacy.set_factory") spacy.set_factory
     +tag function
     +tag-new(2)
 
 p
     |  Set a factory that returns a custom
-    |  #[+a("/docs/usage/language-processing-pipeline") processing pipeline]
+    |  #[+a("/usage/processing-pipelines") processing pipeline]
     |  component. Factories are useful for creating stateful components, especially ones which depend on shared data.
 
 +aside-code("Example").

website/api/_top-level/_util.jade

@@ -1,10 +1,8 @@
-//- 💫 DOCS > API > UTIL
+//- 💫 DOCS > API > TOP-LEVEL > UTIL
-
-include ../../_includes/_mixins
 
 p
     |  spaCy comes with a small collection of utility functions located in
-    |  #[+src(gh("spaCy", "spacy/util.py")) spacy/util.py].
+    |  #[+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
@@ -12,7 +10,7 @@ p
     |  recommend having additional tests in place if your application depends on
     |  any of spaCy's utilities.
 
-+h(2, "get_data_path") util.get_data_path
++h(3, "util.get_data_path") util.get_data_path
     +tag function
 
 p
@@ -25,12 +23,12 @@ p
         +cell bool
         +cell Only return path if it exists, otherwise return #[code None].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Path] / #[code None]
         +cell Data path or #[code None].
 
-+h(2, "set_data_path") util.set_data_path
++h(3, "util.set_data_path") util.set_data_path
     +tag function
 
 p
@@ -47,12 +45,12 @@ p
         +cell unicode or #[code Path]
         +cell Path to new data directory.
 
-+h(2, "get_lang_class") util.get_lang_class
++h(3, "util.get_lang_class") util.get_lang_class
     +tag function
 
 p
     |  Import and load a #[code Language] class. Allows lazy-loading
-    |  #[+a("/docs/usage/adding-languages") language data] and importing
+    |  #[+a("/usage/adding-languages") language data] and importing
     |  languages using the two-letter language code.
 
 +aside-code("Example").
@@ -67,12 +65,12 @@ p
         +cell unicode
         +cell Two-letter language code, e.g. #[code 'en'].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell Language class.
 
-+h(2, "load_model") util.load_model
++h(3, "util.load_model") util.load_model
     +tag function
     +tag-new(2)
 
@@ -101,12 +99,12 @@ p
         +cell -
         +cell Specific overrides, like pipeline components to disable.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell #[code Language] class with the loaded model.
 
-+h(2, "load_model_from_path") util.load_model_from_path
++h(3, "util.load_model_from_path") util.load_model_from_path
     +tag function
     +tag-new(2)
 
@@ -139,18 +137,18 @@ p
         +cell -
         +cell Specific overrides, like pipeline components to disable.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell #[code Language] class with the loaded model.
 
-+h(2, "load_model_from_init_py") util.load_model_from_init_py
++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")) __init__.py].
+    |  #[+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
@@ -169,12 +167,12 @@ p
         +cell -
         +cell Specific overrides, like pipeline components to disable.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell #[code Language] class with the loaded model.
 
-+h(2, "get_model_meta") util.get_model_meta
++h(3, "util.get_model_meta") util.get_model_meta
     +tag function
     +tag-new(2)
 
@@ -190,17 +188,17 @@ p
         +cell unicode or #[code Path]
         +cell Path to model directory.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell dict
         +cell The model's meta data.
 
-+h(2, "is_package") util.is_package
++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("/docs/usage/models") model packages].
+    |  validate #[+a("/usage/models") model packages].
 
 +aside-code("Example").
     util.is_package('en_core_web_sm') # True
@@ -212,18 +210,18 @@ p
         +cell unicode
         +cell Name of package.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code bool]
         +cell #[code True] if installed package, #[code False] if not.
 
-+h(2, "get_package_path") util.get_package_path
++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("/docs/usage/models") model packages]. Currently imports the package
+    |  #[+a("/usage/models") model packages]. Currently imports the package
     |  to find its path.
 
 +aside-code("Example").
@@ -236,12 +234,12 @@ p
         +cell unicode
         +cell Name of installed package.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Path]
         +cell Path to model package directory.
 
-+h(2, "is_in_jupyter") util.is_in_jupyter
++h(3, "util.is_in_jupyter") util.is_in_jupyter
     +tag function
     +tag-new(2)
 
@@ -257,17 +255,17 @@ p
         return display(HTML(html))
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell #[code True] if in Jupyter, #[code False] if not.
 
-+h(2, "update_exc") util.update_exc
++h(3, "util.update_exc") util.update_exc
     +tag function
 
 p
     |  Update, validate and overwrite
-    |  #[+a("/docs/usage/adding-languages#tokenizer-exceptions") tokenizer exceptions].
+    |  #[+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.
 
@@ -288,20 +286,20 @@ p
         +cell dicts
         +cell Exception dictionaries to add to the base exceptions, in order.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell dict
         +cell Combined tokenizer exceptions.
 
 
-+h(2, "prints") util.prints
++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 #[+api("cli") cli].
+    |  be used for interactive components like the command-line interface.
 
 +aside-code("Example").
     data_path = Path('/some/path')

website/api/annotation.jade

@@ -0,0 +1,131 @@
+//- 💫 DOCS > API > ANNOTATION SPECS
+
+include ../_includes/_mixins
+
+p This document describes the target annotations spaCy is trained to predict.
+
+
++section("tokenization")
+    +h(2, "tokenization") Tokenization
+
+    p
+        |  Tokenization standards are based on the
+        |  #[+a("https://catalog.ldc.upenn.edu/LDC2013T19") OntoNotes 5] corpus.
+        |  The tokenizer differs from most by including tokens for significant
+        |  whitespace. Any sequence of whitespace characters beyond a single space
+        |  (#[code ' ']) is included as a token.
+
+    +aside-code("Example").
+        from spacy.lang.en import English
+        nlp = English()
+        tokens = nlp('Some\nspaces  and\ttab characters')
+        tokens_text = [t.text for t in tokens]
+        assert tokens_text == ['Some', '\n', 'spaces', ' ', 'and',
+                            '\t', 'tab', 'characters']
+
+    p
+        |  The whitespace tokens are useful for much the same reason punctuation is
+        |  – it's often an important delimiter in the text. By preserving it in the
+        |  token output, we are able to maintain a simple alignment between the
+        |  tokens and the original string, and we ensure that no information is
+        |  lost during processing.
+
++section("sbd")
+    +h(2, "sentence-boundary") Sentence boundary detection
+
+    p
+        |  Sentence boundaries are calculated from the syntactic parse tree, so
+        |  features such as punctuation and capitalisation play an important but
+        |  non-decisive role in determining the sentence boundaries. Usually this
+        |  means that the sentence boundaries will at least coincide with clause
+        |  boundaries, even given poorly punctuated text.
+
++section("pos-tagging")
+    +h(2, "pos-tagging") Part-of-speech Tagging
+
+    +aside("Tip: Understanding tags")
+        |  You can also use #[code spacy.explain()] to get the description for the
+        |  string representation of a tag. For example,
+        |  #[code spacy.explain("RB")] will return "adverb".
+
+    include _annotation/_pos-tags
+
++section("lemmatization")
+    +h(2, "lemmatization") Lemmatization
+
+    p A "lemma" is the uninflected form of a word. In English, this means:
+
+    +list
+        +item #[strong Adjectives]: The form like "happy", not "happier" or "happiest"
+        +item #[strong Adverbs]: The form like "badly", not "worse" or "worst"
+        +item #[strong Nouns]: The form like "dog", not "dogs"; like "child", not "children"
+        +item #[strong Verbs]: The form like "write", not "writes", "writing", "wrote" or "written"
+
+    p
+        |  The lemmatization data is taken from
+        |  #[+a("https://wordnet.princeton.edu") WordNet]. However, we also add a
+        |  special case for pronouns: all pronouns are lemmatized to the special
+        |  token #[code -PRON-].
+
+    +infobox("About spaCy's custom pronoun lemma")
+        |  Unlike verbs and common nouns, there's no clear base form of a personal
+        |  pronoun. Should the lemma of "me" be "I", or should we normalize person
+        |  as well, giving "it" — or maybe "he"? spaCy's solution is to introduce a
+        |  novel symbol, #[code -PRON-], which is used as the lemma for
+        |  all personal pronouns.
+
++section("dependency-parsing")
+    +h(2, "dependency-parsing") Syntactic Dependency Parsing
+
+    +aside("Tip: Understanding labels")
+        |  You can also use #[code spacy.explain()] to get the description for the
+        |  string representation of a label. For example,
+        |  #[code spacy.explain("prt")] will return "particle".
+
+    include _annotation/_dep-labels
+
++section("named-entities")
+    +h(2, "named-entities") Named Entity Recognition
+
+    +aside("Tip: Understanding entity types")
+        |  You can also use #[code spacy.explain()] to get the description for the
+        |  string representation of an entity label. For example,
+        |  #[code spacy.explain("LANGUAGE")] will return "any named language".
+
+    include _annotation/_named-entities
+
+    +h(3, "biluo") BILUO Scheme
+
+    include _annotation/_biluo
+
++section("training")
+    +h(2, "json-input") JSON input format for training
+
+    +under-construction
+
+    p spaCy takes training data in the following format:
+
+    +code("Example structure").
+        doc: {
+            id: string,
+            paragraphs: [{
+                raw: string,
+                sents: [int],
+                tokens: [{
+                    start: int,
+                    tag: string,
+                    head: int,
+                    dep: string
+                }],
+                ner: [{
+                    start: int,
+                    end: int,
+                    label: string
+                }],
+                brackets: [{
+                    start: int,
+                    end: int,
+                    label: string
+                }]
+            }]
+        }

website/api/binder.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > BINDER
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p A container class for serializing collections of #[code Doc] objects.
 

website/api/dependencyparser.jade

@@ -0,0 +1,5 @@
+//- 💫 DOCS > API > DEPENDENCYPARSER
+
+include ../_includes/_mixins
+
+!=partial("pipe", { subclass: "DependencyParser", short: "parser", pipeline_id: "parser" })

website/api/doc.jade

@@ -1,8 +1,6 @@
 //- 💫 DOCS > API > DOC
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
-
-p A container for accessing linguistic annotations.
 
 p
     |  A #[code Doc] is a sequence of #[+api("token") #[code Token]] objects.
@@ -47,7 +45,7 @@ p
             |  subsequent space. Must have the same length as #[code words], if
             |  specified. Defaults to a sequence of #[code True].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Doc]
         +cell The newly constructed object.
@@ -73,7 +71,7 @@ p
         +cell int
         +cell The index of the token.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell The token at #[code doc[i]].
@@ -96,7 +94,7 @@ p
         +cell tuple
         +cell The slice of the document to get.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Span]
         +cell The span at #[code doc[start : end]].
@@ -120,7 +118,7 @@ p
     |  from Cython.
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A #[code Token] object.
@@ -135,7 +133,7 @@ p Get the number of tokens in the document.
     assert len(doc) == 7
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of tokens in the document.
@@ -172,7 +170,7 @@ p Create a #[code Span] object from the slice #[code doc.text[start : end]].
         +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
         +cell A meaning representation of the span.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Span]
         +cell The newly constructed object.
@@ -200,7 +198,7 @@ p
             |  The object to compare with. By default, accepts #[code Doc],
             |  #[code Span], #[code Token] and #[code Lexeme] objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell A scalar similarity score. Higher is more similar.
@@ -226,7 +224,7 @@ p
         +cell int
         +cell The attribute ID
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell dict
         +cell A dictionary mapping attributes to integer counts.
@@ -251,7 +249,7 @@ p
         +cell list
         +cell A list of attribute ID ints.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code.u-break numpy.ndarray[ndim=2, dtype='int32']]
         +cell
@@ -285,7 +283,7 @@ p
         +cell #[code.u-break numpy.ndarray[ndim=2, dtype='int32']]
         +cell The attribute values to load.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Doc]
         +cell Itself.
@@ -326,7 +324,7 @@ p Loads state from a directory. Modifies the object in place and returns it.
             |  A path to a directory. Paths may be either strings or
             |  #[code Path]-like objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Doc]
         +cell The modified #[code Doc] object.
@@ -341,7 +339,7 @@ p Serialize, i.e. export the document contents to a binary string.
     doc_bytes = doc.to_bytes()
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bytes
         +cell
@@ -367,7 +365,7 @@ p Deserialize, i.e. import the document contents from a binary string.
         +cell bytes
         +cell The string to load from.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Doc]
         +cell The #[code Doc] object.
@@ -378,7 +376,7 @@ p Deserialize, i.e. import the document contents from a binary string.
 p
     |  Retokenize the document, such that the span at
     |  #[code doc.text[start_idx : end_idx]] is merged into a single token. If
-    |  #[code start_idx] and #[end_idx] do not mark start and end token
+    |  #[code start_idx] and #[code end_idx] do not mark start and end token
     |  boundaries, the document remains unchanged.
 
 +aside-code("Example").
@@ -405,7 +403,7 @@ p
             |  attributes are inherited from the syntactic root token of
             |  the span.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell
@@ -440,7 +438,7 @@ p
         +cell bool
         +cell Don't include arcs or modifiers.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell dict
         +cell Parse tree as dict.
@@ -462,7 +460,7 @@ p
     assert ents[0].text == 'Mr. Best'
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Span]
         +cell Entities in the document.
@@ -485,7 +483,7 @@ p
     assert chunks[1].text == "another phrase"
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Span]
         +cell Noun chunks in the document.
@@ -507,7 +505,7 @@ p
     assert [s.root.text for s in sents] == ["is", "'s"]
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Span]
         +cell Sentences in the document.
@@ -525,7 +523,7 @@ p
     assert doc.has_vector
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the document has a vector data attached.
@@ -544,7 +542,7 @@ p
     assert doc.vector.shape == (300,)
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
         +cell A 1D numpy array representing the document's semantics.
@@ -564,7 +562,7 @@ p
     assert doc1.vector_norm != doc2.vector_norm
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell The L2 norm of the vector representation.

website/api/entityrecognizer.jade

@@ -0,0 +1,5 @@
+//- 💫 DOCS > API > ENTITYRECOGNIZER
+
+include ../_includes/_mixins
+
+!=partial("pipe", { subclass: "EntityRecognizer", short: "ner", pipeline_id: "ner" })

website/api/goldcorpus.jade

@@ -1,14 +1,12 @@
 //- 💫 DOCS > API > GOLDCORPUS
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p
-    |  An annotated corpus, using the JSON file format. Manages annotations for
+    |  This class manages annotations for tagging, dependency parsing and NER.
-    |  tagging, dependency parsing and NER.
 
 +h(2, "init") GoldCorpus.__init__
     +tag method
-    +tag-new(2)
 
 p Create a #[code GoldCorpus].
 

website/api/goldparse.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > GOLDPARSE
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p Collection for training annotations.
 
@@ -40,7 +40,7 @@ p Create a #[code GoldParse].
         +cell iterable
         +cell A sequence of named entity annotations, either as BILUO tag strings, or as #[code (start_char, end_char, label)] tuples, representing the entity positions.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code GoldParse]
         +cell The newly constructed object.
@@ -51,7 +51,7 @@ p Create a #[code GoldParse].
 p Get the number of gold-standard tokens.
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of gold-standard tokens.
@@ -64,7 +64,7 @@ p
     |  tree.
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether annotations form projective tree.
@@ -119,7 +119,7 @@ p
 
 p
     |  Encode labelled spans into per-token tags, using the
-    |  #[+a("/docs/api/annotation#biluo") BILUO scheme] (Begin/In/Last/Unit/Out).
+    |  #[+a("/api/annotation#biluo") BILUO scheme] (Begin/In/Last/Unit/Out).
 
 p
     |  Returns a list of unicode strings, describing the tags. Each tag string
@@ -157,11 +157,11 @@ p
             |  and #[code end] should be character-offset integers denoting the
             |  slice into the original string.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell list
         +cell
             |  Unicode strings, describing the
-            |  #[+a("/docs/api/annotation#biluo") BILUO] tags.
+            |  #[+a("/api/annotation#biluo") BILUO] tags.
 
 

website/api/index.jade

@@ -0,0 +1,14 @@
+//- 💫 DOCS > API > ARCHITECTURE
+
+include ../_includes/_mixins
+
++section("basics")
+    include ../usage/_spacy-101/_architecture
+
++section("nn-model")
+    +h(2, "nn-model") Neural network model architecture
+    include _architecture/_nn-model
+
++section("cython")
+    +h(2, "cython") Cython conventions
+    include _architecture/_cython

website/api/language.jade

@@ -1,10 +1,10 @@
 //- 💫 DOCS > API > LANGUAGE
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p
-    |  A text-processing pipeline. Usually you'll load this once per process,
+    |  Usually you'll load this once per process as #[code nlp] and pass the
-    |  and pass the instance around your application.
+    |  instance around your application.
 
 +h(2, "init") Language.__init__
     +tag method
@@ -49,7 +49,7 @@ p Initialise a #[code Language] object.
             |  Custom meta data for the #[code Language] class. Is written to by
             |  models to add model meta data.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell The newly constructed object.
@@ -77,14 +77,14 @@ p
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable].
+            |  #[+a("/usage/processing-pipelines#disabling") disable].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Doc]
         +cell A container for accessing the annotations.
 
-+infobox("⚠️ Deprecation note")
++infobox("Deprecation note", "⚠️")
     .o-block
         |  Pipeline components to prevent from being loaded can now be added as
         |  a list to #[code disable], instead of specifying one keyword argument
@@ -136,9 +136,9 @@ p
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable].
+            |  #[+a("/usage/processing-pipelines#disabling") disable].
 
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Doc]
         +cell Documents in the order of the original text.
@@ -175,7 +175,7 @@ p Update the models in the pipeline.
         +cell callable
         +cell An optimizer.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell dict
         +cell Results from the update.
@@ -200,7 +200,7 @@ p
         +cell -
         +cell Config parameters.
 
-    +footrow
+    +row("foot")
         +cell yields
         +cell tuple
         +cell An optimizer.
@@ -242,7 +242,7 @@ p
         +cell iterable
         +cell Tuples of #[code Doc] and #[code GoldParse] objects.
 
-    +footrow
+    +row("foot")
         +cell yields
         +cell tuple
         +cell Tuples of #[code Doc] and #[code GoldParse] objects.
@@ -271,7 +271,7 @@ p
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable]
+            |  #[+a("/usage/processing-pipelines#disabling") disable]
             |  and prevent from being saved.
 
 +h(2, "from_disk") Language.from_disk
@@ -300,14 +300,14 @@ p
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable].
+            |  #[+a("/usage/processing-pipelines#disabling") disable].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell The modified #[code Language] object.
 
-+infobox("⚠️ Deprecation note")
++infobox("Deprecation note", "⚠️")
     .o-block
         |  As of spaCy v2.0, the #[code save_to_directory] method has been
         |  renamed to #[code to_disk], to improve consistency across classes.
@@ -332,10 +332,10 @@ p Serialize the current state to a binary string.
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable]
+            |  #[+a("/usage/processing-pipelines#disabling") disable]
             |  and prevent from being serialized.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bytes
         +cell The serialized form of the #[code Language] object.
@@ -362,14 +362,14 @@ p Load state from a binary string.
         +cell list
         +cell
             |  Names of pipeline components to
-            |  #[+a("/docs/usage/language-processing-pipeline#disabling") disable].
+            |  #[+a("/usage/processing-pipelines#disabling") disable].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Language]
         +cell The #[code Language] object.
 
-+infobox("⚠️ Deprecation note")
++infobox("Deprecation note", "⚠️")
     .o-block
         |  Pipeline components to prevent from being loaded can now be added as
         |  a list to #[code disable], instead of specifying one keyword argument

website/api/lemmatizer.jade

@@ -0,0 +1,5 @@
+//- 💫 DOCS > API > LEMMATIZER
+
+include ../_includes/_mixins
+
++under-construction

website/api/lexeme.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > LEXEME
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p
     |  An entry in the vocabulary. A #[code Lexeme] has no string context – it's
@@ -24,7 +24,7 @@ p Create a #[code Lexeme] object.
         +cell int
         +cell The orth id of the lexeme.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Lexeme]
         +cell The newly constructed object.
@@ -65,7 +65,7 @@ p Check the value of a boolean flag.
         +cell int
         +cell The attribute ID of the flag to query.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell The value of the flag.
@@ -91,7 +91,7 @@ p Compute a semantic similarity estimate. Defaults to cosine over vectors.
             |  The object to compare with. By default, accepts #[code Doc],
             |  #[code Span], #[code Token] and #[code Lexeme] objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell A scalar similarity score. Higher is more similar.
@@ -110,7 +110,7 @@ p
     assert apple.has_vector
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the lexeme has a vector data attached.
@@ -127,7 +127,7 @@ p A real-valued meaning representation.
     assert apple.vector.shape == (300,)
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
         +cell A 1D numpy array representing the lexeme's semantics.
@@ -146,7 +146,7 @@ p The L2 norm of the lexeme's vector representation.
     assert apple.vector_norm != pasta.vector_norm
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell The L2 norm of the vector representation.

website/api/matcher.jade

@@ -1,10 +1,8 @@
 //- 💫 DOCS > API > MATCHER
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
-p Match sequences of tokens, based on pattern rules.
++infobox("Deprecation note", "⚠️")
-
-+infobox("⚠️ Deprecation note")
     |  As of spaCy 2.0, #[code Matcher.add_pattern] and #[code Matcher.add_entity]
     |  are deprecated and have been replaced with a simpler
     |  #[+api("matcher#add") #[code Matcher.add]] that lets you add a list of
@@ -39,7 +37,7 @@ p Create the rule-based #[code Matcher].
         +cell dict
         +cell Patterns to add to the matcher, keyed by ID.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Matcher]
         +cell The newly constructed object.
@@ -64,7 +62,7 @@ p Find all token sequences matching the supplied patterns on the #[code Doc].
         +cell #[code Doc]
         +cell The document to match over.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell list
         +cell
@@ -81,7 +79,7 @@ p Find all token sequences matching the supplied patterns on the #[code Doc].
     |  actions per pattern within the same matcher. For example, you might only
     |  want to merge some entity types, and set custom flags for other matched
     |  patterns. For more details and examples, see the usage guide on
-    |  #[+a("/docs/usage/rule-based-matching") rule-based matching].
+    |  #[+a("/usage/linguistic-features#rule-based-matching") rule-based matching].
 
 +h(2, "pipe") Matcher.pipe
     +tag method
@@ -113,7 +111,7 @@ p Match a stream of documents, yielding them in turn.
             |  parallel, if the #[code Matcher] implementation supports
             |  multi-threading.
 
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Doc]
         +cell Documents, in order.
@@ -134,7 +132,7 @@ p
     assert len(matcher) == 1
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of rules.
@@ -156,7 +154,8 @@ p Check whether the matcher contains rules for a match ID.
         +cell #[code key]
         +cell unicode
         +cell The match ID.
-    +footrow
+
+    +row("foot")
         +cell returns
         +cell int
         +cell Whether the matcher contains rules for this match ID.
@@ -203,7 +202,7 @@ p
             |  Match pattern. A pattern consists of a list of dicts, where each
             |  dict describes a token.
 
-+infobox("⚠️ Deprecation note")
++infobox("Deprecation note", "⚠️")
     .o-block
         |  As of spaCy 2.0, #[code Matcher.add_pattern] and #[code Matcher.add_entity]
         |  are deprecated and have been replaced with a simpler
@@ -257,7 +256,7 @@ p
         +cell unicode
         +cell The ID of the match rule.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell tuple
         +cell The rule, as an #[code (on_match, patterns)] tuple.

website/api/phrasematcher.jade

@@ -0,0 +1,181 @@
+//- 💫 DOCS > API > PHRASEMATCHER
+
+include ../_includes/_mixins
+
+p
+    |  The #[code PhraseMatcher] lets you efficiently match large terminology
+    |  lists. While the #[+api("matcher") #[code Matcher]] lets you match
+    |  squences based on lists of token descriptions, the #[code PhraseMatcher]
+    |  accepts match patterns in the form of #[code Doc] objects.
+
++h(2, "init") PhraseMatcher.__init__
+    +tag method
+
+p Create the rule-based #[code PhraseMatcher].
+
++aside-code("Example").
+    from spacy.matcher import PhraseMatcher
+    matcher = Matcher(nlp.vocab, max_length=6)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code vocab]
+        +cell #[code Vocab]
+        +cell
+            |  The vocabulary object, which must be shared with the documents
+            |  the matcher will operate on.
+
+    +row
+        +cell #[code max_length]
+        +cell int
+        +cell Mamimum length of a phrase pattern to add.
+
+    +row("foot")
+        +cell returns
+        +cell #[code PhraseMatcher]
+        +cell The newly constructed object.
+
++h(2, "call") PhraseMatcher.__call__
+    +tag method
+
+p Find all token sequences matching the supplied patterns on the #[code Doc].
+
++aside-code("Example").
+    from spacy.matcher import Matcher
+
+    matcher = Matcher(nlp.vocab)
+    matcher.add('OBAMA', None, nlp(u"Barack Obama"))
+    doc = nlp(u"Barack Obama lifts America one last time in emotional farewell")
+    matches = matcher(doc)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code doc]
+        +cell #[code Doc]
+        +cell The document to match over.
+
+    +row("foot")
+        +cell returns
+        +cell list
+        +cell
+            |  A list of #[code (match_id, start, end)] tuples, describing the
+            |  matches. A match tuple describes a span #[code doc[start:end]].
+            |  The #[code match_id] is the ID of the added match pattern.
+
++h(2, "pipe") PhraseMatcher.pipe
+    +tag method
+
+p Match a stream of documents, yielding them in turn.
+
++aside-code("Example").
+    from spacy.matcher import PhraseMatcher
+    matcher = PhraseMatcher(nlp.vocab)
+    for doc in matcher.pipe(texts, batch_size=50, n_threads=4):
+        pass
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code docs]
+        +cell iterable
+        +cell A stream of documents.
+
+    +row
+        +cell #[code batch_size]
+        +cell int
+        +cell The number of documents to accumulate into a working set.
+
+    +row
+        +cell #[code n_threads]
+        +cell int
+        +cell
+            |  The number of threads with which to work on the buffer in
+            |  parallel, if the #[code PhraseMatcher] implementation supports
+            |  multi-threading.
+
+    +row("foot")
+        +cell yields
+        +cell #[code Doc]
+        +cell Documents, in order.
+
++h(2, "len") PhraseMatcher.__len__
+    +tag method
+
+p
+    |  Get the number of rules added to the matcher. Note that this only returns
+    |  the number of rules (identical with the number of IDs), not the number
+    |  of individual patterns.
+
++aside-code("Example").
+    matcher = PhraseMatcher(nlp.vocab)
+    assert len(matcher) == 0
+    matcher.add('OBAMA', None, nlp(u"Barack Obama"))
+    assert len(matcher) == 1
+
++table(["Name", "Type", "Description"])
+    +row("foot")
+        +cell returns
+        +cell int
+        +cell The number of rules.
+
++h(2, "contains") PhraseMatcher.__contains__
+    +tag method
+
+p Check whether the matcher contains rules for a match ID.
+
++aside-code("Example").
+    matcher = PhraseMatcher(nlp.vocab)
+    assert len(matcher) == 0
+    matcher.add('OBAMA', None, nlp(u"Barack Obama"))
+    assert len(matcher) == 1
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code key]
+        +cell unicode
+        +cell The match ID.
+
+    +row("foot")
+        +cell returns
+        +cell int
+        +cell Whether the matcher contains rules for this match ID.
+
++h(2, "add") PhraseMatcher.add
+    +tag method
+
+p
+    |  Add a rule to the matcher, consisting of an ID key, one or more patterns, and
+    |  a callback function to act on the matches. The callback function will
+    |  receive the arguments #[code matcher], #[code doc], #[code i] and
+    |  #[code matches]. If a pattern already exists for the given ID, the
+    |  patterns will be extended. An #[code on_match] callback will be
+    |  overwritten.
+
++aside-code("Example").
+    def on_match(matcher, doc, id, matches):
+        print('Matched!', matches)
+
+    matcher = PhraseMatcher(nlp.vocab)
+    matcher.add('OBAMA', on_match, nlp(u"Barack Obama"))
+    matcher.add('HEALTH', on_match, nlp(u"health care reform"),
+                                    nlp(u"healthcare reform"))
+    doc = nlp(u"Barack Obama urges Congress to find courage to defend his healthcare reforms")
+    matches = matcher(doc)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code match_id]
+        +cell unicode
+        +cell An ID for the thing you're matching.
+
+    +row
+        +cell #[code on_match]
+        +cell callable or #[code None]
+        +cell
+            |  Callback function to act on matches. Takes the arguments
+            |  #[code matcher], #[code doc], #[code i] and #[code matches].
+
+    +row
+        +cell #[code *docs]
+        +cell list
+        +cell
+            |  #[code Doc] objects of the phrases to match.

website/api/pipe.jade

@@ -0,0 +1,390 @@
+//- 💫 DOCS > API > PIPE
+
+include ../_includes/_mixins
+
+//- This page can be used as a template for all other classes that inherit
+//-  from `Pipe`.
+
+if subclass
+    +infobox
+        |  This class is a subclass of #[+api("pipe") #[code Pipe]] and
+        |  follows the same API. The pipeline component is available in the
+        |  #[+a("/usage/processing-pipelines") processing pipeline] via the ID
+        |  #[code "#{pipeline_id}"].
+
+else
+    p
+        |  This class is not instantiated directly. Components inherit from it,
+        |  and it defines the interface that components should follow to
+        |  function as components in a spaCy analysis pipeline.
+
+- CLASSNAME = subclass || 'Pipe'
+- VARNAME = short || CLASSNAME.toLowerCase()
+
+
++h(2, "model") #{CLASSNAME}.Model
+    +tag classmethod
+
+p
+    |  Initialise a model for the pipe. The model should implement the
+    |  #[code thinc.neural.Model] API. Wrappers are available for
+    |  #[+a("/usage/deep-learning") most major machine learning libraries].
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code **kwargs]
+        +cell -
+        +cell Parameters for initialising the model
+
+    +row("foot")
+        +cell returns
+        +cell object
+        +cell The initialised model.
+
++h(2, "init") #{CLASSNAME}.__init__
+    +tag method
+
+p Create a new pipeline instance.
+
++aside-code("Example").
+    from spacy.pipeline import #{CLASSNAME}
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code vocab]
+        +cell #[code Vocab]
+        +cell The shared vocabulary.
+
+    +row
+        +cell #[code model]
+        +cell #[code thinc.neural.Model] or #[code True]
+        +cell
+            |  The model powering the pipeline component. If no model is
+            |  supplied, the model is created when you call
+            |  #[code begin_training], #[code from_disk] or #[code from_bytes].
+
+    +row
+        +cell #[code **cfg]
+        +cell -
+        +cell Configuration parameters.
+
+    +row("foot")
+        +cell returns
+        +cell #[code=CLASSNAME]
+        +cell The newly constructed object.
+
++h(2, "call") #{CLASSNAME}.__call__
+    +tag method
+
+p
+    |  Apply the pipe to one document. The document is modified in place, and
+    |  returned. Both #[code #{CLASSNAME}.__call__] and
+    |  #[code #{CLASSNAME}.pipe] should delegate to the
+    |  #[code #{CLASSNAME}.predict] and #[code #{CLASSNAME}.set_annotations]
+    |  methods.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    doc = nlp(u"This is a sentence.")
+    processed = #{VARNAME}(doc)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code doc]
+        +cell #[code Doc]
+        +cell The document to process.
+
+    +row("foot")
+        +cell returns
+        +cell #[code Doc]
+        +cell The processed document.
+
++h(2, "pipe") #{CLASSNAME}.pipe
+    +tag method
+
+p
+    |  Apply the pipe to a stream of documents. Both
+    |  #[code #{CLASSNAME}.__call__] and #[code #{CLASSNAME}.pipe] should
+    |  delegate to the #[code #{CLASSNAME}.predict] and
+    |  #[code #{CLASSNAME}.set_annotations] methods.
+
++aside-code("Example").
+    texts = [u'One doc', u'...', u'Lots of docs']
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    for doc in #{VARNAME}.pipe(texts, batch_size=50):
+        pass
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code stream]
+        +cell iterable
+        +cell A stream of documents.
+
+    +row
+        +cell #[code batch_size]
+        +cell int
+        +cell The number of texts to buffer. Defaults to #[code 128].
+
+    +row
+        +cell #[code n_threads]
+        +cell int
+        +cell
+            |  The number of worker threads to use. If #[code -1], OpenMP will
+            |  decide how many to use at run time. Default is #[code -1].
+
+    +row("foot")
+        +cell yields
+        +cell #[code Doc]
+        +cell Processed documents in the order of the original text.
+
++h(2, "predict") #{CLASSNAME}.predict
+    +tag method
+
+p
+    |  Apply the pipeline's model to a batch of docs, without modifying them.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    scores = #{VARNAME}.predict([doc1, doc2])
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code docs]
+        +cell iterable
+        +cell The documents to predict.
+
+    +row("foot")
+        +cell returns
+        +cell -
+        +cell Scores from the model.
+
++h(2, "set_annotations") #{CLASSNAME}.set_annotations
+    +tag method
+
+p
+    |  Modify a batch of documents, using pre-computed scores.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    scores = #{VARNAME}.predict([doc1, doc2])
+    #{VARNAME}.set_annotations([doc1, doc2], scores)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code docs]
+        +cell iterable
+        +cell The documents to modify.
+
+    +row
+        +cell #[code scores]
+        +cell -
+        +cell The scores to set, produced by #[code #{CLASSNAME}.predict].
+
++h(2, "update") #{CLASSNAME}.update
+    +tag method
+
+p
+    |  Learn from a batch of documents and gold-standard information, updating
+    |  the pipe's model. Delegates to #[code #{CLASSNAME}.predict] and
+    |  #[code #{CLASSNAME}.get_loss].
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    losses = {}
+    optimizer = nlp.begin_training()
+    #{VARNAME}.update([doc1, doc2], [gold1, gold2], losses=losses, sgd=optimizer)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code docs]
+        +cell iterable
+        +cell A batch of documents to learn from.
+
+    +row
+        +cell #[code golds]
+        +cell iterable
+        +cell The gold-standard data. Must have the same length as #[code docs].
+
+    +row
+        +cell #[code drop]
+        +cell int
+        +cell The dropout rate.
+
+    +row
+        +cell #[code sgd]
+        +cell callable
+        +cell
+            |  The optimizer. Should take two arguments #[code weights] and
+            |  #[code gradient], and an optional ID.
+
+    +row
+        +cell #[code losses]
+        +cell dict
+        +cell
+            |  Optional record of the loss during training. The value keyed by
+            |  the model's name is updated.
+
++h(2, "get_loss") #{CLASSNAME}.get_loss
+    +tag method
+
+p
+    |  Find the loss and gradient of loss for the batch of documents and their
+    |  predicted scores.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    scores = #{VARNAME}.predict([doc1, doc2])
+    loss, d_loss = #{VARNAME}.get_loss([doc1, doc2], [gold1, gold2], scores)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code docs]
+        +cell iterable
+        +cell The batch of documents.
+
+    +row
+        +cell #[code golds]
+        +cell iterable
+        +cell The gold-standard data. Must have the same length as #[code docs].
+
+    +row
+        +cell #[code scores]
+        +cell -
+        +cell Scores representing the model's predictions.
+
+    +row("foot")
+        +cell returns
+        +cell tuple
+        +cell The loss and the gradient, i.e. #[code (loss, gradient)].
+
++h(2, "begin_training") #{CLASSNAME}.begin_training
+    +tag method
+
+p
+    |  Initialize the pipe for training, using data exampes if available. If no
+    |  model has been initialized yet, the model is added.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    nlp.pipeline.append(#{VARNAME})
+    #{VARNAME}.begin_training(pipeline=nlp.pipeline)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code gold_tuples]
+        +cell iterable
+        +cell
+            |  Optional gold-standard annotations from which to construct
+            |  #[+api("goldparse") #[code GoldParse]] objects.
+
+    +row
+        +cell #[code pipeline]
+        +cell list
+        +cell
+            |  Optional list of #[+api("pipe") #[code Pipe]] components that
+            |  this component is part of.
+
++h(2, "use_params") #{CLASSNAME}.use_params
+    +tag method
+    +tag contextmanager
+
+p Modify the pipe's model, to use the given parameter values.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    with #{VARNAME}.use_params():
+        #{VARNAME}.to_disk('/best_model')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code params]
+        +cell -
+        +cell
+            |  The parameter values to use in the model. At the end of the
+            |  context, the original parameters are restored.
+
++h(2, "to_disk") #{CLASSNAME}.to_disk
+    +tag method
+
+p Serialize the pipe to disk.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    #{VARNAME}.to_disk('/path/to/#{VARNAME}')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code path]
+        +cell unicode or #[code Path]
+        +cell
+            |  A path to a directory, which will be created if it doesn't exist.
+            |  Paths may be either strings or #[code Path]-like objects.
+
++h(2, "from_disk") #{CLASSNAME}.from_disk
+    +tag method
+
+p Load the pipe from disk. Modifies the object in place and returns it.
+
++aside-code("Example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    #{VARNAME}.from_disk('/path/to/#{VARNAME}')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code path]
+        +cell unicode or #[code Path]
+        +cell
+            |  A path to a directory. Paths may be either strings or
+            |  #[code Path]-like objects.
+
+    +row("foot")
+        +cell returns
+        +cell #[code=CLASSNAME]
+        +cell The modified #[code=CLASSNAME] object.
+
++h(2, "to_bytes") #{CLASSNAME}.to_bytes
+    +tag method
+
++aside-code("example").
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    #{VARNAME}_bytes = #{VARNAME}.to_bytes()
+
+p Serialize the pipe to a bytestring.
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code **exclude]
+        +cell -
+        +cell Named attributes to prevent from being serialized.
+
+    +row("foot")
+        +cell returns
+        +cell bytes
+        +cell The serialized form of the #[code=CLASSNAME] object.
+
++h(2, "from_bytes") #{CLASSNAME}.from_bytes
+    +tag method
+
+p Load the pipe from a bytestring. Modifies the object in place and returns it.
+
++aside-code("Example").
+    #{VARNAME}_bytes = #{VARNAME}.to_bytes()
+    #{VARNAME} = #{CLASSNAME}(nlp.vocab)
+    #{VARNAME}.from_bytes(#{VARNAME}_bytes)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code bytes_data]
+        +cell bytes
+        +cell The data to load from.
+
+    +row
+        +cell #[code **exclude]
+        +cell -
+        +cell Named attributes to prevent from being loaded.
+
+    +row("foot")
+        +cell returns
+        +cell #[code=CLASSNAME]
+        +cell The #[code=CLASSNAME] object.

website/api/span.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > SPAN
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p A slice from a #[+api("doc") #[code Doc]] object.
 
@@ -40,7 +40,7 @@ p Create a Span object from the #[code slice doc[start : end]].
         +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
         +cell A meaning representation of the span.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Span]
         +cell The newly constructed object.
@@ -61,7 +61,7 @@ p Get a #[code Token] object.
         +cell int
         +cell The index of the token within the span.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell The token at #[code span[i]].
@@ -79,7 +79,7 @@ p Get a #[code Span] object.
         +cell tuple
         +cell The slice of the span to get.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Span]
         +cell The span at #[code span[start : end]].
@@ -95,7 +95,7 @@ p Iterate over #[code Token] objects.
     assert [t.text for t in span] == ['it', 'back', '!']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A #[code Token] object.
@@ -111,7 +111,7 @@ p Get the number of tokens in the span.
     assert len(span) == 3
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of tokens in the span.
@@ -140,7 +140,7 @@ p
             |  The object to compare with. By default, accepts #[code Doc],
             |  #[code Span], #[code Token] and #[code Lexeme] objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell A scalar similarity score. Higher is more similar.
@@ -167,7 +167,7 @@ p
         +cell list
         +cell A list of attribute ID ints.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code.u-break numpy.ndarray[long, ndim=2]]
         +cell
@@ -194,7 +194,7 @@ p Retokenize the document, such that the span is merged into a single token.
             |  Attributes to assign to the merged token. By default, attributes
             |  are inherited from the syntactic root token of the span.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell The newly merged token.
@@ -216,7 +216,7 @@ p
     assert new_york.root.text == 'York'
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell The root token.
@@ -233,7 +233,7 @@ p Tokens that are to the left of the span, whose head is within the span.
     assert lefts == [u'New']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A left-child of a token of the span.
@@ -250,7 +250,7 @@ p Tokens that are to the right of the span, whose head is within the span.
     assert rights == [u'in']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A right-child of a token of the span.
@@ -267,7 +267,7 @@ p Tokens that descend from tokens in the span, but fall outside it.
     assert subtree == [u'Give', u'it', u'back', u'!']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A descendant of a token within the span.
@@ -285,7 +285,7 @@ p
     assert doc[1:].has_vector
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the span has a vector data attached.
@@ -304,7 +304,7 @@ p
     assert doc[1:].vector.shape == (300,)
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
         +cell A 1D numpy array representing the span's semantics.
@@ -323,7 +323,7 @@ p
     assert doc[1:].vector_norm != doc[2:].vector_norm
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell The L2 norm of the vector representation.

website/api/stringstore.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > STRINGSTORE
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p
     |  Look up strings by 64-bit hashes. As of v2.0, spaCy uses hash values
@@ -23,7 +23,7 @@ p
         +cell iterable
         +cell A sequence of unicode strings to add to the store.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code StringStore]
         +cell The newly constructed object.
@@ -38,7 +38,7 @@ p Get the number of strings in the store.
     assert len(stringstore) == 2
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of strings in the store.
@@ -60,7 +60,7 @@ p Retrieve a string from a given hash, or vice versa.
         +cell bytes, unicode or uint64
         +cell The value to encode.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell unicode or int
         +cell The value to be retrieved.
@@ -81,7 +81,7 @@ p Check whether a string is in the store.
         +cell unicode
         +cell The string to check.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the store contains the string.
@@ -100,7 +100,7 @@ p
     assert all_strings == [u'apple', u'orange']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell unicode
         +cell A string in the store.
@@ -125,7 +125,7 @@ p Add a string to the #[code StringStore].
         +cell unicode
         +cell The string to add.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell uint64
         +cell The string's hash value.
@@ -166,7 +166,7 @@ p Loads state from a directory. Modifies the object in place and returns it.
             |  A path to a directory. Paths may be either strings or
             |  #[code Path]-like objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code StringStore]
         +cell The modified #[code StringStore] object.
@@ -185,7 +185,7 @@ p Serialize the current state to a binary string.
         +cell -
         +cell Named attributes to prevent from being serialized.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bytes
         +cell The serialized form of the #[code StringStore] object.
@@ -211,7 +211,7 @@ p Load state from a binary string.
         +cell -
         +cell Named attributes to prevent from being loaded.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code StringStore]
         +cell The #[code StringStore] object.
@@ -233,7 +233,7 @@ p Get a 64-bit hash for a given string.
         +cell unicode
         +cell The string to hash.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell uint64
         +cell The hash.

website/api/tagger.jade

@@ -0,0 +1,5 @@
+//- 💫 DOCS > API > TAGGER
+
+include ../_includes/_mixins
+
+!=partial("pipe", { subclass: "Tagger", pipeline_id: "tagger" })

website/api/tensorizer.jade

@@ -0,0 +1,5 @@
+//- 💫 DOCS > API > TENSORIZER
+
+include ../_includes/_mixins
+
+!=partial("pipe", { subclass: "Tensorizer", pipeline_id: "tensorizer" })

website/api/textcategorizer.jade

@@ -0,0 +1,19 @@
+//- 💫 DOCS > API > TEXTCATEGORIZER
+
+include ../_includes/_mixins
+
+p
+    |  The model supports classification with multiple, non-mutually exclusive
+    |  labels. You can change the model architecture rather easily, but by
+    |  default, the #[code TextCategorizer] class uses a convolutional
+    |  neural network to assign position-sensitive vectors to each word in the
+    |  document. This step is similar to the #[+api("tensorizer") #[code Tensorizer]]
+    |  component, but the #[code TextCategorizer] uses its own CNN model, to
+    |  avoid sharing weights with the other pipeline components. The document
+    |  tensor is then
+    |  summarized by concatenating max and mean pooling, and a multilayer
+    |  perceptron is used to predict an output vector of length #[code nr_class],
+    |  before a logistic activation is applied elementwise. The value of each
+    |  output neuron is the probability that some class is present.
+
+!=partial("pipe", { subclass: "TextCategorizer", short: "textcat", pipeline_id: "textcat" })

website/api/token.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > TOKEN
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p An individual token — i.e. a word, punctuation symbol, whitespace, etc.
 
@@ -30,7 +30,7 @@ p Construct a #[code Token] object.
         +cell int
         +cell The index of the token within the document.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell The newly constructed object.
@@ -46,7 +46,7 @@ p The number of unicode characters in the token, i.e. #[code token.text].
     assert len(token) == 4
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of unicode characters in the token.
@@ -68,7 +68,7 @@ p Check the value of a boolean flag.
         +cell int
         +cell The attribute ID of the flag to check.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the flag is set.
@@ -93,7 +93,7 @@ p Compute a semantic similarity estimate. Defaults to cosine over vectors.
             |  The object to compare with. By default, accepts #[code Doc],
             |  #[code Span], #[code Token] and #[code Lexeme] objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell A scalar similarity score. Higher is more similar.
@@ -114,7 +114,7 @@ p Get a neighboring token.
         +cell int
         +cell The relative position of the token to get. Defaults to #[code 1].
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Token]
         +cell The token at position #[code self.doc[self.i+i]].
@@ -139,7 +139,7 @@ p
         +cell #[code Token]
         +cell Another token.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether this token is the ancestor of the descendant.
@@ -158,7 +158,7 @@ p The rightmost token of this token's syntactic descendants.
     assert [t.text for t in he_ancestors] == [u'pleaded']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell
@@ -177,7 +177,7 @@ p A sequence of coordinated tokens, including the token itself.
     assert [t.text for t in apples_conjuncts] == [u'oranges']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A coordinated token.
@@ -194,7 +194,7 @@ p A sequence of the token's immediate syntactic children.
     assert [t.text for t in give_children] == [u'it', u'back', u'!']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A child token such that #[code child.head==self].
@@ -211,7 +211,7 @@ p A sequence of all the token's syntactic descendents.
     assert [t.text for t in give_subtree] == [u'Give', u'it', u'back', u'!']
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Token]
         +cell A descendant token such that #[code self.is_ancestor(descendant)].
@@ -230,7 +230,7 @@ p
     assert apples.has_vector
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the token has a vector data attached.
@@ -248,7 +248,7 @@ p A real-valued meaning representation.
     assert apples.vector.shape == (300,)
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
         +cell A 1D numpy array representing the token's semantics.
@@ -268,7 +268,7 @@ p The L2 norm of the token's vector representation.
     assert apples.vector_norm != pasta.vector_norm
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell float
         +cell The L2 norm of the vector representation.
@@ -280,20 +280,29 @@ p The L2 norm of the token's vector representation.
         +cell #[code text]
         +cell unicode
         +cell Verbatim text content.
+
     +row
         +cell #[code text_with_ws]
         +cell unicode
         +cell Text content, with trailing space character if present.
 
-    +row
-        +cell #[code whitespace]
-        +cell int
-        +cell Trailing space character if present.
     +row
         +cell #[code whitespace_]
         +cell unicode
         +cell Trailing space character if present.
 
+    +row
+        +cell #[code orth]
+        +cell int
+        +cell ID of the verbatim text content.
+
+    +row
+        +cell #[code orth_]
+        +cell unicode
+        +cell
+            |  Verbatim text content (identical to #[code Token.text]). Existst
+            |  mostly for consistency with the other attributes.
+
     +row
         +cell #[code vocab]
         +cell #[code Vocab]

website/api/tokenizer.jade

@@ -1,6 +1,6 @@
 //- 💫 DOCS > API > TOKENIZER
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p
     |  Segment text, and create #[code Doc] objects with the discovered segment
@@ -57,7 +57,7 @@ p Create a #[code Tokenizer], to create #[code Doc] objects given unicode text.
         +cell callable
         +cell A boolean function matching strings to be recognised as tokens.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Tokenizer]
         +cell The newly constructed object.
@@ -77,7 +77,7 @@ p Tokenize a string.
         +cell unicode
         +cell The string to tokenize.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Doc]
         +cell A container for linguistic annotations.
@@ -110,7 +110,7 @@ p Tokenize a stream of texts.
             |  The number of threads to use, if the implementation supports
             |  multi-threading. The default tokenizer is single-threaded.
 
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Doc]
         +cell A sequence of Doc objects, in order.
@@ -126,7 +126,7 @@ p Find internal split points of the string.
         +cell unicode
         +cell The string to split.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell list
         +cell
@@ -147,7 +147,7 @@ p
         +cell unicode
         +cell The string to segment.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The length of the prefix if present, otherwise #[code None].
@@ -165,7 +165,7 @@ p
         +cell unicode
         +cell The string to segment.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell int / #[code None]
         +cell The length of the suffix if present, otherwise #[code None].
@@ -176,7 +176,7 @@ p
 p
     |  Add a special-case tokenization rule. This mechanism is also used to add
     |  custom tokenizer exceptions to the language data. See the usage guide
-    |  on #[+a("/docs/usage/adding-languages#tokenizer-exceptions") adding languages]
+    |  on #[+a("/usage/adding-languages#tokenizer-exceptions") adding languages]
     |  for more details and examples.
 
 +aside-code("Example").

website/api/top-level.jade

@@ -0,0 +1,24 @@
+//- 💫 DOCS > API > TOP-LEVEL
+
+include ../_includes/_mixins
+
++section("spacy")
+    //-+h(2, "spacy") spaCy
+    //- spacy/__init__.py
+    include _top-level/_spacy
+
++section("displacy")
+    +h(2, "displacy", "spacy/displacy") displaCy
+    include _top-level/_displacy
+
++section("util")
+    +h(2, "util", "spacy/util.py") Utility functions
+    include _top-level/_util
+
++section("compat")
+    +h(2, "compat", "spacy/compaty.py") Compatibility functions
+    include _top-level/_compat
+
++section("cli", "spacy/cli")
+    +h(2, "cli") Command line
+    include _top-level/_cli

website/api/vectors.jade

@@ -0,0 +1,333 @@
+//- 💫 DOCS > API > VECTORS
+
+include ../_includes/_mixins
+
+p
+    |  Vectors data is kept in the #[code Vectors.data] attribute, which should
+    |  be an instance of #[code numpy.ndarray] (for CPU vectors) or
+    |  #[code cupy.ndarray] (for GPU vectors).
+
++h(2, "init") Vectors.__init__
+    +tag method
+
+p
+    |  Create a new vector store. To keep the vector table empty, pass
+    |  #[code data_or_width=0]. You can also create the vector table and add
+    |  vectors one by one, or set the vector values directly on initialisation.
+
++aside-code("Example").
+    from spacy.vectors import Vectors
+    from spacy.strings import StringStore
+
+    empty_vectors = Vectors(StringStore())
+
+    vectors = Vectors([u'cat'], 300)
+    vectors[u'cat'] = numpy.random.uniform(-1, 1, (300,))
+
+    vector_table = numpy.zeros((3, 300), dtype='f')
+    vectors = Vectors(StringStore(), vector_table)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code strings]
+        +cell #[code StringStore] or list
+        +cell
+            |  List of strings, or a #[+api("stringstore") #[code StringStore]]
+            |  that maps strings to hash values, and vice versa.
+
+    +row
+        +cell #[code data_or_width]
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']] or int
+        +cell Vector data or number of dimensions.
+
+    +row("foot")
+        +cell returns
+        +cell #[code Vectors]
+        +cell The newly created object.
+
++h(2, "getitem") Vectors.__getitem__
+    +tag method
+
+p
+    |  Get a vector by key. If key is a string, it is hashed to an integer ID
+    |  using the #[code Vectors.strings] table. If the integer key is not found
+    |  in the table, a #[code KeyError] is raised.
+
++aside-code("Example").
+    vectors = Vectors(StringStore(), 300)
+    vectors.add(u'cat', numpy.random.uniform(-1, 1, (300,)))
+    cat_vector = vectors[u'cat']
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code key]
+        +cell unicode / int
+        +cell The key to get the vector for.
+
+    +row
+        +cell returns
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
+        +cell The vector for the key.
+
++h(2, "setitem") Vectors.__setitem__
+    +tag method
+
+p
+    |  Set a vector for the given key. If key is a string, it is hashed to an
+    |  integer ID using the #[code Vectors.strings] table.
+
++aside-code("Example").
+    vectors = Vectors(StringStore(), 300)
+    vectors[u'cat'] = numpy.random.uniform(-1, 1, (300,))
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code key]
+        +cell unicode / int
+        +cell The key to set the vector for.
+
+    +row
+        +cell #[code vector]
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
+        +cell The vector to set.
+
++h(2, "iter") Vectors.__iter__
+    +tag method
+
+p Yield vectors from the table.
+
++aside-code("Example").
+    vector_table = numpy.zeros((3, 300), dtype='f')
+    vectors = Vectors(StringStore(), vector_table)
+    for vector in vectors:
+        print(vector)
+
++table(["Name", "Type", "Description"])
+    +row("foot")
+        +cell yields
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
+        +cell A vector from the table.
+
++h(2, "len") Vectors.__len__
+    +tag method
+
+p Return the number of vectors that have been assigned.
+
++aside-code("Example").
+    vector_table = numpy.zeros((3, 300), dtype='f')
+    vectors = Vectors(StringStore(), vector_table)
+    assert len(vectors) == 3
+
++table(["Name", "Type", "Description"])
+    +row("foot")
+        +cell returns
+        +cell int
+        +cell The number of vectors in the data.
+
++h(2, "contains") Vectors.__contains__
+    +tag method
+
+p
+    |  Check whether a key has a vector entry in the table. If key is a string,
+    |  it is hashed to an integer ID using the #[code Vectors.strings] table.
+
++aside-code("Example").
+    vectors = Vectors(StringStore(), 300)
+    vectors.add(u'cat', numpy.random.uniform(-1, 1, (300,)))
+    assert u'cat' in vectors
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code key]
+        +cell unicode / int
+        +cell The key to check.
+
+    +row("foot")
+        +cell returns
+        +cell bool
+        +cell Whether the key has a vector entry.
+
++h(2, "add") Vectors.add
+    +tag method
+
+p
+    |  Add a key to the table, optionally setting a vector value as well. If
+    |  key is a string, it is hashed to an integer ID using the
+    |  #[code Vectors.strings] table.
+
++aside-code("Example").
+    vectors = Vectors(StringStore(), 300)
+    vectors.add(u'cat', numpy.random.uniform(-1, 1, (300,)))
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code key]
+        +cell unicode / int
+        +cell The key to add.
+
+    +row
+        +cell #[code vector]
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
+        +cell An optional vector to add.
+
++h(2, "items") Vectors.items
+    +tag method
+
+p Iterate over #[code (string key, vector)] pairs, in order.
+
++aside-code("Example").
+    vectors = Vectors(StringStore(), 300)
+    vectors.add(u'cat', numpy.random.uniform(-1, 1, (300,)))
+    for key, vector in vectors.items():
+        print(key, vector)
+
++table(["Name", "Type", "Description"])
+    +row("foot")
+        +cell yields
+        +cell tuple
+        +cell #[code (string key, vector)] pairs, in order.
+
++h(2, "shape") Vectors.shape
+    +tag property
+
+p
+    |  Get #[code (rows, dims)] tuples of number of rows and number of
+    |  dimensions in the vector table.
+
++aside-code("Example").
+    vectors = Vectors(StringStore(), 300)
+    vectors.add(u'cat', numpy.random.uniform(-1, 1, (300,)))
+    rows, dims = vectors.shape
+    assert rows == 1
+    assert dims == 300
+
++table(["Name", "Type", "Description"])
+    +row("foot")
+        +cell returns
+        +cell tuple
+        +cell #[code (rows, dims)] pairs.
+
++h(2, "from_glove") Vectors.from_glove
+    +tag method
+
+p
+    |  Load #[+a("https://nlp.stanford.edu/projects/glove/") GloVe] vectors from
+    |  a directory. Assumes binary format, that the vocab is in a
+    |  #[code vocab.txt], and that vectors are named
+    |  #[code vectors.{size}.[fd].bin], e.g. #[code vectors.128.f.bin] for 128d
+    |  float32 vectors, #[code vectors.300.d.bin] for 300d float64 (double)
+    |  vectors, etc. By default GloVe outputs 64-bit vectors.
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code path]
+        +cell unicode / #[code Path]
+        +cell The path to load the GloVe vectors from.
+
++h(2, "to_disk") Vectors.to_disk
+    +tag method
+
+p Save the current state to a directory.
+
++aside-code("Example").
+    vectors.to_disk('/path/to/vectors')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code path]
+        +cell unicode or #[code Path]
+        +cell
+            |  A path to a directory, which will be created if it doesn't exist.
+            |  Paths may be either strings or #[code Path]-like objects.
+
++h(2, "from_disk") Vectors.from_disk
+    +tag method
+
+p Loads state from a directory. Modifies the object in place and returns it.
+
++aside-code("Example").
+    vectors = Vectors(StringStore())
+    vectors.from_disk('/path/to/vectors')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code path]
+        +cell unicode or #[code Path]
+        +cell
+            |  A path to a directory. Paths may be either strings or
+            |  #[code Path]-like objects.
+
+    +row("foot")
+        +cell returns
+        +cell #[code Vectors]
+        +cell The modified #[code Vectors] object.
+
++h(2, "to_bytes") Vectors.to_bytes
+    +tag method
+
+p Serialize the current state to a binary string.
+
++aside-code("Example").
+    vectors_bytes = vectors.to_bytes()
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code **exclude]
+        +cell -
+        +cell Named attributes to prevent from being serialized.
+
+    +row("foot")
+        +cell returns
+        +cell bytes
+        +cell The serialized form of the #[code Vectors] object.
+
++h(2, "from_bytes") Vectors.from_bytes
+    +tag method
+
+p Load state from a binary string.
+
++aside-code("Example").
+    fron spacy.vectors import Vectors
+    vectors_bytes = vectors.to_bytes()
+    new_vectors = Vectors(StringStore())
+    new_vectors.from_bytes(vectors_bytes)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code bytes_data]
+        +cell bytes
+        +cell The data to load from.
+
+    +row
+        +cell #[code **exclude]
+        +cell -
+        +cell Named attributes to prevent from being loaded.
+
+    +row("foot")
+        +cell returns
+        +cell #[code Vectors]
+        +cell The #[code Vectors] object.
+
++h(2, "attributes") Attributes
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code data]
+        +cell #[code numpy.ndarray] / #[code cupy.ndarray]
+        +cell
+            |  Stored vectors data. #[code numpy] is used for CPU vectors,
+            |  #[code cupy] for GPU vectors.
+
+    +row
+        +cell #[code key2row]
+        +cell dict
+        +cell
+            |  Dictionary mapping word hashes to rows in the
+            |  #[code Vectors.data] table.
+
+    +row
+        +cell #[code keys]
+        +cell #[code numpy.ndarray]
+        +cell
+            |  Array keeping the keys in order, such that
+            |  #[code keys[vectors.key2row[key]] == key]

website/api/vocab.jade

@@ -1,17 +1,22 @@
 //- 💫 DOCS > API > VOCAB
 
-include ../../_includes/_mixins
+include ../_includes/_mixins
 
 p
-    |  A lookup table that allows you to access #[code Lexeme] objects. The
+    |  The #[code Vocab] object provides a lookup table that allows you to
-    |  #[code Vocab] instance also provides access to the #[code StringStore],
+    |  access #[+api("lexeme") #[code Lexeme]] objects, as well as the
-    |  and owns underlying C-data that is shared between #[code Doc] objects.
+    |  #[+api("stringstore") #[code StringStore]]. It also owns underlying
+    |  C-data that is shared between #[code Doc] objects.
 
 +h(2, "init") Vocab.__init__
     +tag method
 
 p Create the vocabulary.
 
++aside-code("Example").
+    from spacy.vocab import Vocab
+    vocab = Vocab(strings=[u'hello', u'world'])
+
 +table(["Name", "Type", "Description"])
     +row
         +cell #[code lex_attr_getters]
@@ -39,7 +44,7 @@ p Create the vocabulary.
             |  A #[+api("stringstore") #[code StringStore]] that maps
             |  strings to hash values, and vice versa, or a list of strings.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Vocab]
         +cell The newly constructed object.
@@ -54,7 +59,7 @@ p Get the current number of lexemes in the vocabulary.
     assert len(nlp.vocab) > 0
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The number of lexems in the vocabulary.
@@ -76,7 +81,7 @@ p
         +cell int / unicode
         +cell The hash value of a word, or its unicode string.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Lexeme]
         +cell The lexeme indicated by the given ID.
@@ -90,7 +95,7 @@ p Iterate over the lexemes in the vocabulary.
     stop_words = (lex for lex in nlp.vocab if lex.is_stop)
 
 +table(["Name", "Type", "Description"])
-    +footrow
+    +row("foot")
         +cell yields
         +cell #[code Lexeme]
         +cell An entry in the vocabulary.
@@ -115,7 +120,7 @@ p
         +cell unicode
         +cell The ID string.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bool
         +cell Whether the string has an entry in the vocabulary.
@@ -152,11 +157,100 @@ p
             |  which the flag will be stored. If #[code -1], the lowest
             |  available bit will be chosen.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell int
         +cell The integer ID by which the flag value can be checked.
 
++h(2, "add_flag") Vocab.clear_vectors
+    +tag method
+    +tag-new(2)
+
+p
+    |  Drop the current vector table. Because all vectors must be the same
+    |  width, you have to call this to change the size of the vectors.
+
++aside-code("Example").
+    nlp.vocab.clear_vectors(new_dim=300)
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code new_dim]
+        +cell int
+        +cell
+            |  Number of dimensions of the new vectors. If #[code None], size
+            |  is not changed.
+
++h(2, "add_flag") Vocab.get_vector
+    +tag method
+    +tag-new(2)
+
+p
+    |  Retrieve a vector for a word in the vocabulary. Words can be looked up
+    |  by string or hash value. If no vectors data is loaded, a
+    |  #[code ValueError] is raised.
+
++aside-code("Example").
+    nlp.vocab.get_vector(u'apple')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code orth]
+        +cell int / unicode
+        +cell The hash value of a word, or its unicode string.
+
+    +row("foot")
+        +cell returns
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
+        +cell
+            |  A word vector. Size and shape are determined by the
+            |  #[code Vocab.vectors] instance.
+
++h(2, "add_flag") Vocab.set_vector
+    +tag method
+    +tag-new(2)
+
+p
+    |  Set a vector for a word in the vocabulary. Words can be referenced by
+    |  by string or hash value.
+
++aside-code("Example").
+    nlp.vocab.set_vector(u'apple', array([...]))
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code orth]
+        +cell int / unicode
+        +cell The hash value of a word, or its unicode string.
+
+    +row
+        +cell #[code vector]
+        +cell #[code.u-break numpy.ndarray[ndim=1, dtype='float32']]
+        +cell The vector to set.
+
++h(2, "add_flag") Vocab.has_vector
+    +tag method
+    +tag-new(2)
+
+p
+    |  Check whether a word has a vector. Returns #[code False] if no vectors
+    |  are loaded. Words can be looked up by string or hash value.
+
++aside-code("Example").
+    if nlp.vocab.has_vector(u'apple'):
+        vector = nlp.vocab.get_vector(u'apple')
+
++table(["Name", "Type", "Description"])
+    +row
+        +cell #[code orth]
+        +cell int / unicode
+        +cell The hash value of a word, or its unicode string.
+
+    +row("foot")
+        +cell returns
+        +cell bool
+        +cell Whether the word has a vector.
+
 +h(2, "to_disk") Vocab.to_disk
     +tag method
     +tag-new(2)
@@ -192,7 +286,7 @@ p Loads state from a directory. Modifies the object in place and returns it.
             |  A path to a directory. Paths may be either strings or
             |  #[code Path]-like objects.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Vocab]
         +cell The modified #[code Vocab] object.
@@ -211,7 +305,7 @@ p Serialize the current state to a binary string.
         +cell -
         +cell Named attributes to prevent from being serialized.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell bytes
         +cell The serialized form of the #[code Vocab] object.
@@ -238,7 +332,7 @@ p Load state from a binary string.
         +cell -
         +cell Named attributes to prevent from being loaded.
 
-    +footrow
+    +row("foot")
         +cell returns
         +cell #[code Vocab]
         +cell The #[code Vocab] object.
@@ -256,3 +350,14 @@ p Load state from a binary string.
         +cell #[code strings]
         +cell #[code StringStore]
         +cell A table managing the string-to-int mapping.
+
+    +row
+        +cell #[code vectors]
+            +tag-new(2)
+        +cell #[code Vectors]
+        +cell A table associating word IDs to word vectors.
+
+    +row
+        +cell #[code vectors_length]
+        +cell int
+        +cell Number of dimensions for each word vector.

website/assets/css/_base/_animations.sass

@@ -19,3 +19,10 @@
 
     to
         transform: translate3d(0, 0, 0)
+
+
+//- Element rotates
+
+@keyframes rotate
+    to
+        transform: rotate(360deg)

website/assets/css/_base/_fonts.sass

@@ -1,41 +1,27 @@
 //- 💫 CSS > BASE > FONTS
 
-//  Source Sans Pro
+//  HK Grotesk
 
 @font-face
-    font-family: "Source Sans Pro"
+    font-family: "HK Grotesk"
     font-style: normal
-    font-weight: 400
+    font-weight: 500
-    src: url("/assets/fonts/sourcesanspro-regular.eot")
+    src: url("/assets/fonts/hkgrotesk-semibold.woff2") format("woff2"), url("/assets/fonts/hkgrotesk-semibold.woff") format("woff")
-    src: url("/assets/fonts/sourcesanspro-regular.eot?#iefix") format("embedded-opentype"), url("/assets/fonts/sourcesanspro-regular.woff2") format("woff2"), url("/assets/fonts/sourcesanspro-regular.woff") format("woff"), url("/assets/fonts/sourcesanspro-regular.ttf") format("truetype"), url("/assets/fonts/sourcesanspro-regular.svg#source_sans_proregular") format("svg")
 
 @font-face
-    font-family: "Source Sans Pro"
+    font-family: "HK Grotesk"
     font-style: italic
-    font-weight: 400
+    font-weight: 500
-    src: url("/assets/fonts/sourcesanspro-italic.eot")
+    src: url("/assets/fonts/hkgrotesk-semibolditalic.woff2") format("woff2"), url("/assets/fonts/hkgrotesk-semibolditalic.woff") format("woff")
-    src: url("/assets/fonts/sourcesanspro-italic.eot?#iefix") format("embedded-opentype"), url("/assets/fonts/sourcesanspro-italic.woff2") format("woff2"), url("/assets/fonts/sourcesanspro-italic.woff") format("woff"), url("/assets/fonts/sourcesanspro-italic.ttf") format("truetype"), url("/assets/fonts/sourcesanspro-italic.svg#source_sans_proitalic") format("svg")
 
 @font-face
-    font-family: "Source Sans Pro"
+    font-family: "HK Grotesk"
-    font-style: normal
-    font-weight: 700
-    src: url("/assets/fonts/sourcesanspro-bold.eot")
-    src: url("/assets/fonts/sourcesanspro-bold.eot?#iefix") format("embedded-opentype"), url("/assets/fonts/sourcesanspro-bold.woff2") format("woff2"), url("/assets/fonts/sourcesanspro-bold.woff") format("woff"), url("/assets/fonts/sourcesanspro-bold.ttf") format("truetype"), url("/assets/fonts/sourcesanspro-bold.svg#source_sans_probold") format("svg")
-
-@font-face
-    font-family: "Source Sans Pro"
-    font-style: italic
-    font-weight: 700
-    src: url("/assets/fonts/sourcesanspro-bolditalic.eot")
-    src: url("/assets/fonts/sourcesanspro-bolditalic.eot?#iefix") format("embedded-opentype"), url("/assets/fonts/sourcesanspro-bolditalic.woff2") format("woff2"), url("/assets/fonts/sourcesanspro-bolditalic.woff") format("woff"), url("/assets/fonts/sourcesanspro-bolditalic.ttf") format("truetype"), url("/assets/fonts/sourcesanspro-bolditalic.svg#source_sans_probold_italic") format("svg")
-
-
-//  Source Code Pro
-
-@font-face
-    font-family: "Source Code Pro"
     font-style: normal
     font-weight: 600
-    src: url("/assets/fonts/sourcecodepro-semibold.eot")
+    src: url("/assets/fonts/hkgrotesk-bold.woff2") format("woff2"), url("/assets/fonts/hkgrotesk-bold.woff") format("woff")
-    src: url("/assets/fonts/sourcecodepro-semibold.eot?#iefix") format("embedded-opentype"), url("/assets/fonts/sourcecodepro-semibold.woff") format("woff"), url("/assets/fonts/sourcecodepro-semibold.ttf") format("truetype"), url("/assets/fonts/sourcecodepro-semibold.svg#sourcecodepro_semibold") format("svg")
+
+@font-face
+    font-family: "HK Grotesk"
+    font-style: italic
+    font-weight: 600
+    src: url("/assets/fonts/hkgrotesk-bolditalic.woff2") format("woff2"), url("/assets/fonts/hkgrotesk-bolditalic.woff") format("woff")

website/assets/css/_base/_grid.sass

@@ -15,6 +15,15 @@
         align-items: center
         justify-content: center
 
+    &.o-grid--vcenter
+        align-items: center
+
+    &.o-grid--space
+        justify-content: space-between
+
+    &.o-grid--nowrap
+        flex-wrap: nowrap
+
 
 //- Grid column
 
@@ -22,7 +31,6 @@
     $grid-gutter: 2rem
 
     margin-top: $grid-gutter
-    overflow: hidden
 
     @include breakpoint(min, lg)
         display: flex

website/assets/css/_base/_layout.sass

@@ -12,6 +12,7 @@ body
     animation: fadeIn 0.25s ease
     background: $color-back
     color: $color-front
+    //scroll-behavior: smooth
 
 
 //- Paragraphs
@@ -19,6 +20,9 @@ body
 p
     @extend .o-block, .u-text
 
+p:empty
+    margin-bottom: 0
+
 
 //- Links
 

website/assets/css/_base/_objects.sass

@@ -43,12 +43,25 @@
     position: relative
     padding: 2.5rem 0
     overflow: auto
+    background: $color-subtle-light
+
+    .o-main &
+        border-top-left-radius: $border-radius
 
 
 //- Blocks
 
+.o-section
+    width: 100%
+    max-width: 100%
+
+    &:not(:last-child)
+        margin-bottom: 7rem
+        padding-bottom: 4rem
+        border-bottom: 1px dotted $color-subtle
+
 .o-block
-    margin-bottom: 3rem
+    margin-bottom: 4rem
 
 .o-block-small
     margin-bottom: 2rem
@@ -58,17 +71,18 @@
 
 .o-card
     background: $color-back
-    border-radius: 2px
+    border-radius: $border-radius
-    border: 1px solid $color-subtle
+    box-shadow: $box-shadow
-    padding: 3rem 2.5%
-
 
 //- Box
 
 .o-box
-    background: $color-theme-light
+    background: $color-subtle-light
     padding: 2rem
-    border-left: 4px solid $color-theme
+    border-radius: $border-radius
+
+.o-box__logos
+    padding-bottom: 1rem
 
 
 //- Icons
@@ -77,7 +91,14 @@
     vertical-align: middle
 
     &.o-icon--inline
-        margin: 0 0.5rem 0 0.25rem
+        margin: 0 0.5rem 0 0.1rem
+
+.o-emoji
+    margin-right: 0.75rem
+    vertical-align: text-bottom
+
+.o-badge
+    border-radius: 1em
 
 
 //- SVG
@@ -102,3 +123,45 @@
     fill: currentColor
     vertical-align: middle
     margin: 0 0.5rem
+
+
+//- Embeds
+
+.o-chart
+    max-width: 100%
+
+.cp_embed_iframe
+    border: 1px solid $color-subtle
+    border-radius: $border-radius
+
+
+//- Form fields
+
+.o-field
+    background: $color-back
+    padding: 0 0.25em
+    border-radius: 2em
+    border: 1px solid $color-subtle
+    margin-bottom: 0.25rem
+
+.o-field__input,
+.o-field__button
+    padding: 0 0.35em
+
+.o-field__input
+    width: 100%
+
+.o-field__select
+     background: transparent
+     color: $color-dark
+     height: 1.4em
+     border: none
+     text-align-last: center
+
+.o-empty:empty:before
+    @include size(1em)
+    border-radius: 50%
+    content: ""
+    display: inline-block
+    background: $color-red
+    vertical-align: middle

website/assets/css/_base/_reset.sass

@@ -1,6 +1,6 @@
 //- 💫 CSS > BASE > RESET
 
-*
+*, *:before, *:after
     box-sizing: border-box
     padding: 0
     margin: 0
@@ -94,7 +94,10 @@ ul, ol
 
 input, button
     appearance: none
+    background: transparent
 
 button
-    background: transparent
     cursor: pointer
+
+progress
+    appearance: none

website/assets/css/_base/_utilities.sass

@@ -2,38 +2,53 @@
 
 //- Text
 
+.u-text,
+.u-text-small,
+.u-text-tiny
+    font-family: $font-primary
+
 .u-text
-    font: 1.5rem/#{1.55} $font-primary
+    font-size: 1.35rem
+    line-height: 1.5
 
 .u-text-small
-    font: 1.4rem/#{1.375} $font-primary
+    font-size: 1.3rem
+    line-height: 1.375
 
 .u-text-tiny
-    font: 1.1rem/#{1.375} $font-primary
+    font-size: 1.1rem
-
+    line-height: 1.375
 
 //- Labels & Tags
 
 .u-text-label
-    font: normal 600 1.4rem/#{1.5} $font-code
+    font: normal 600 1.4rem/#{1.5} $font-secondary
     text-transform: uppercase
 
+    &.u-text-label--light,
     &.u-text-label--dark
         display: inline-block
+        border-radius: 1em
+        padding: 0 1rem 0.15rem
+
+    &.u-text-label--dark
         background: $color-dark
         box-shadow: inset 1px 1px 1px rgba($color-front, 0.25)
         color: $color-back
-        padding: 0 0.75rem
         margin: 1.5rem 0 0 2rem
-        border-radius: 2px
+
+    &.u-text-label--light
+        background: $color-back
+        color: $color-theme
+        margin-bottom: 1rem
 
 .u-text-tag
     display: inline-block
-    font: 600 1.1rem/#{1} $font-code
+    font: 600 1.1rem/#{1} $font-secondary
     background: $color-theme
     color: $color-back
-    padding: 0.15em 0.25em
+    padding: 0.15em 0.5em 0.35em
-    border-radius: 2px
+    border-radius: 1em
     text-transform: uppercase
     vertical-align: middle
 
@@ -45,7 +60,7 @@
 //- Headings
 
 .u-heading
-    margin-bottom: 2rem
+    margin-bottom: 1em
 
     @include breakpoint(max, md)
         word-wrap: break-word
@@ -53,12 +68,29 @@
     &:not(:first-child)
         padding-top: 3.5rem
 
+    &.u-heading--title:after
+        content: ""
+        display: block
+        width: 10%
+        min-width: 6rem
+        height: 6px
+        background: $color-theme
+        margin-top: 3rem
+
 .u-heading-0
-    font: normal bold 7rem/#{1} $font-primary
+    font: normal 600 7rem/#{1} $font-secondary
+
+    @include breakpoint(max, sm)
+        font-size: 6rem
+
 
 @each $level, $size in $headings
     .u-heading-#{$level}
-        font: normal bold #{$size}rem/#{1.25} $font-primary
+        font: normal 500 #{$size}rem/#{1.1} $font-secondary
+
+.u-heading__teaser
+    margin-top: 2rem
+    font-weight: normal
 
 
 //- Links
@@ -66,31 +98,59 @@
 .u-link
     color: $color-theme
     border-bottom: 1px solid
+    transition: color 0.2s ease
+
+    &:hover
+        color: $color-theme-dark
+
+.u-hide-link.u-hide-link
+    border: none
+    color: inherit
+
+    &:hover
+        color: inherit
 
 .u-permalink
     position: relative
 
+    &:before
+        content: "\00b6"
+        font-size: 0.9em
+        font-weight: normal
+        color: $color-subtle
+        @include position(absolute, top, left, 0.15em, -2.85rem)
+        opacity: 0
+        transition: opacity 0.2s ease
+
+    &:hover:before
+        opacity: 1
+
+    &:active:before
+        color: $color-theme
+
     &:target
         display: inline-block
-        padding-top: $nav-height * 1.25
 
-        & + *
+        &:before
-            margin-top: $nav-height * 1.25
+            bottom: 0.15em
+            top: initial
 
-.u-permalink__icon
-    @include position(absolute, bottom, left, 0.35em, -2.75rem)
-    @include size(1.5rem)
-    color: $color-subtle
 
-    .u-permalink:hover &
+[id]:target
-        color: $color-subtle-dark
+    padding-top: $nav-height * 1.25
 
-    .u-permalink:active &
-        color: $color-theme
 
 
 //- Layout
 
+.u-float-left
+    float: left
+    margin-right: 1rem
+
+.u-float-right
+    float: right
+    margin-left: 1rem
+
 .u-text-center
     text-align: center
 
@@ -104,14 +164,20 @@
     padding: 0.5em 0.75em
 
 .u-padding-medium
-    padding: 2.5rem
+    padding: 1.8rem
 
 .u-inline-block
     display: inline-block
 
+.u-flex-full
+    flex: 1
+
 .u-nowrap
     white-space: nowrap
 
+.u-wrap
+    white-space: pre-wrap
+
 .u-break.u-break
     word-wrap: break-word
     white-space: initial
@@ -123,13 +189,10 @@
     border: 1px solid $color-subtle
     border-radius: 2px
 
-.u-border-bottom
-    border: 1px solid $color-subtle
-
 .u-border-dotted
-    border-top: 1px dotted $color-subtle
+    border-bottom: 1px dotted $color-subtle
 
-@each $name, $color in (theme: $color-theme, subtle: $color-subtle-dark, light: $color-back, red: $color-red, green: $color-green, yellow: $color-yellow)
+@each $name, $color in (theme: $color-theme, dark: $color-dark, subtle: $color-subtle-dark, light: $color-back, red: $color-red, green: $color-green, yellow: $color-yellow)
     .u-color-#{$name}
         color: $color
 
@@ -145,6 +208,32 @@
     background: $pattern
 
 
+//- Loaders
+
+.u-loading,
+[data-loading]
+    $spinner-size: 75px
+    $spinner-bar: 8px
+
+    position: relative
+
+    & > *
+        opacity: 0.35
+
+    &:before
+        @include position(absolute, top, left, 0, 0)
+        @include size($spinner-size)
+        right: 0
+        bottom: 0
+        margin: auto
+        content: ""
+        border: $spinner-bar solid $color-subtle
+        border-right: $spinner-bar solid $color-theme
+        border-radius: 50%
+        animation: rotate 1s linear infinite
+        z-index: 10
+
+
 //- Hidden elements
 
 .u-hidden

website/assets/css/_components/_asides.sass

@@ -10,6 +10,8 @@
 
 .c-aside__content
     background: $color-front
+    border-top-left-radius: $border-radius
+    border-bottom-left-radius: $border-radius
     z-index: 10
 
     @include breakpoint(min, md)
@@ -21,12 +23,12 @@
         &:after
             $triangle-size: 2rem
 
-            @include position(absolute, bottom, left, -$triangle-size / 2, 0)
+            @include position(absolute, bottom, left, -$triangle-size / 2, $border-radius / 2)
             @include size(0)
             border-color: transparent
             border-style: solid
             border-top-color: $color-dark
-            border-width: $triangle-size / 2 0 0 $triangle-size
+            border-width: $triangle-size / 2 0 0 calc(#{$triangle-size} - #{$border-radius / 2})
             content: ""
 
     @include breakpoint(max, sm)

website/assets/css/_components/_buttons.sass

@@ -3,23 +3,50 @@
 .c-button
     display: inline-block
     font-weight: bold
-    padding: 0.75em 1em
+    padding: 0.8em 1.1em 1em
     margin-bottom: 1px
-    border: 2px solid
+    border: 2px solid $color-theme
-    border-radius: 2px
+    border-radius: 2em
     text-align: center
-    transition: background 0.25s ease
+    transition: background-color, color 0.25s ease
+
+    &:hover
+        border-color: $color-theme-dark
+
+    &.c-button--small
+        font-size: 1.1rem
+        padding: 0.65rem 1.1rem 0.825rem
 
     &.c-button--primary
         background: $color-theme
         color: $color-back
-        border-color: $color-theme
 
         &:hover
             background: $color-theme-dark
-            border-color: $color-theme-dark
 
     &.c-button--secondary
         background: $color-back
         color: $color-theme
-        border-color: $color-theme
+
+        &:hover
+            color: $color-theme-dark
+
+    &.c-button--secondary-light
+        background: transparent
+        color: $color-back
+        border-color: $color-back
+
+.c-icon-button
+    @include size(35px)
+    background: $color-subtle-light
+    color: $color-subtle-dark
+    border-radius: 50%
+    padding: 0.5rem
+    transition: color 0.2s ease
+
+    &:hover
+        color: $color-theme
+
+    &.c-icon-button--right
+        float: right
+        margin-left: 3rem

website/assets/css/_components/_chat.sass

@@ -24,9 +24,9 @@
         transform: translateX(110%)
 
     &:before
-        @include position(absolute, top, left, 1rem, 2rem)
+        @include position(absolute, top, left, 1.25rem, 2rem)
         content: attr(data-title)
-        font: bold 1.4rem $font-code
+        font: bold 1.4rem $font-secondary
         text-transform: uppercase
         color: $color-back
 
@@ -88,13 +88,18 @@
             background-image: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij48cGF0aCBmaWxsPSIjZmZmIiBkPSJNMTguOTg0IDYuNDIybC01LjU3OCA1LjU3OCA1LjU3OCA1LjU3OC0xLjQwNiAxLjQwNi01LjU3OC01LjU3OC01LjU3OCA1LjU3OC0xLjQwNi0xLjQwNiA1LjU3OC01LjU3OC01LjU3OC01LjU3OCAxLjQwNi0xLjQwNiA1LjU3OCA1LjU3OCA1LjU3OC01LjU3OHoiPjwvcGF0aD48L3N2Zz4=)
 
 .c-chat__button
-    @include position(fixed, bottom, right, 0, 2rem)
+    @include position(fixed, bottom, right, 1.5rem, 1.5rem)
-    padding: 1rem 1.5rem
+    z-index: 5
-    background: $color-front
     color: $color-back
-    border-top-left-radius: 4px
+    background: $color-front
-    border-top-right-radius: 4px
+    border-radius: 1em
-    z-index: 20
+    padding: 0.5rem 1.15rem 0.35rem
-    border-color: $color-theme
+    opacity: 0.7
-    border-style: solid
+    transition: opacity 0.2s ease
-    border-width: 1px 1px 0 1px
+
+    &:hover
+        opacity: 1
+
+
+.gitter-open-chat-button
+    display: none

website/assets/css/_components/_code.sass

@@ -4,9 +4,9 @@
 
 .c-code-block
     background: $color-front
-    color: $color-back
+    color: darken($color-back, 20)
     padding: 0.75em 0
-    border-radius: 2px
+    border-radius: $border-radius
     overflow: auto
     width: 100%
     max-width: 100%
@@ -16,6 +16,8 @@
     &.c-code-block--has-icon
         padding: 0
         display: flex
+        border-top-left-radius: 0
+        border-bottom-left-radius: 0
 
 .c-code-block__icon
     padding: 0 0 0 1rem
@@ -43,17 +45,26 @@
         opacity: 0.5
 
 
+//- Code
+
+code
+    -webkit-font-smoothing: subpixel-antialiased
+    -moz-osx-font-smoothing: auto
+
+
 //- Inline code
 
+*:not(a):not(.c-code-block) > code
+    color: $color-dark
+
 *:not(.c-code-block) > code
-    font: normal 600 0.8em/#{1} $font-code
+    font-size: 90%
-    background: darken($color-theme-light, 5)
+    background-color: $color-subtle-light
-    box-shadow: 1px 1px 0 rgba($color-front, 0.05)
+    padding: 0.2rem 0.4rem
-    text-shadow: 1px 1px 0 rgba($color-back, 0.5)
+    border-radius: 0.25rem
-    color: $color-front
+    font-family: $font-code
-    padding: 0.1em 0.5em
+    white-space: nowrap
     margin: 0
-    border-radius: 1px
     box-decoration-break: clone
     white-space: nowrap
 

website/assets/css/_components/_landing.sass

@@ -2,12 +2,11 @@
 
 .c-landing
     background: $color-theme
-    padding-top: 5rem
+    padding-top: $nav-height * 1.5
     width: 100%
 
 .c-landing__wrapper
     background: $pattern
-    padding-bottom: 6rem
     width: 100%
 
 .c-landing__content
@@ -15,9 +14,45 @@
     width: 100%
     min-height: 573px
 
+.c-landing__headlines
+    position: relative
+    top: -1.5rem
+    left: 1rem
+
 .c-landing__title
     color: $color-back
     text-align: center
+    margin-bottom: 0.75rem
+
+.c-landing__blocks
+    @include breakpoint(min, sm)
+        position: relative
+        top: -25rem
+        margin-bottom: -25rem
+
+.c-landing__card
+    padding: 3rem 2.5rem
+
+.c-landing__banner
+    background: $color-theme
+
+.c-landing__banner__content
+    @include breakpoint(min, md)
+        border: 4px solid
+        padding: 1rem 6.5rem 2rem 4rem
+
+
+.c-landing__banner__text
+    font-weight: 500
+
+    strong
+        font-weight: 800
+
+    p
+        font-size: 1.5rem
+
+    @include breakpoint(min, md)
+        padding-top: 7rem
 
 .c-landing__badge
     transform: rotate(7deg)

website/assets/css/_components/_lists.sass

@@ -9,6 +9,8 @@
 
             .c-list__item:before
                 content: counter(li, #{$counter}) '.'
+                font-size: 1em
+                padding-right: 1rem
 
 
 //- List Item
@@ -21,13 +23,14 @@
     &:before
         content: '\25CF'
         display: inline-block
-        font-size: 1em
+        font-size: 0.6em
         font-weight: bold
         padding-right: 1.25rem
         margin-left: -3.75rem
         text-align: right
         width: 2.5rem
         counter-increment: li
+        box-sizing: content-box
 
 
 //- List icon

website/assets/css/_components/_misc.sass

@@ -3,9 +3,8 @@
 .x-terminal
     background: $color-subtle-light
     color: $color-front
-    padding: 4px
+    padding: $border-radius
-    border: 1px dotted $color-subtle
+    border-radius: 1em
-    border-radius: 5px
     width: 100%
 
 .x-terminal__icons

website/assets/css/_components/_navigation.sass

@@ -1,22 +1,21 @@
 //- 💫 CSS > COMPONENTS > NAVIGATION
 
 .c-nav
-    @include position(absolute, top, left, 0, 0)
+    @include position(fixed, top, left, 0, 0)
     @include size(100%, $nav-height)
     background: $color-back
     color: $color-theme
     align-items: center
     display: flex
     justify-content: space-between
+    flex-flow: row wrap
     padding: 0 2rem 0 1rem
-    z-index: 20
+    z-index: 30
     width: 100%
-    border-bottom: 1px solid $color-subtle
+    box-shadow: $box-shadow
 
-    &.c-nav--theme
+    //@include breakpoint(min, md)
-        background: $color-theme
+    //    position: fixed
-        color: $color-back
-        border-bottom: none
 
     &.is-fixed
         animation: slideInDown 0.5s ease-in-out
@@ -28,12 +27,21 @@
     justify-content: flex-end
     flex-flow: row nowrap
     border-color: inherit
+    flex: 1
 
 .c-nav__menu__item
     display: flex
     align-items: center
     height: 100%
     text-transform: uppercase
+    font-family: $font-secondary
+    font-size: 1.6rem
+    font-weight: bold
+    color: $color-theme
 
-    &:not(:last-child)
+    &:not(:first-child)
-        margin-right: 1em
+        margin-left: 2em
+
+    &.is-active
+        color: $color-dark
+        pointer-events: none

website/assets/css/_components/_progress.sass

@@ -0,0 +1,24 @@
+//- 💫 CSS > COMPONENTS > PROGRESS
+
+.c-progress
+    display: block
+    flex: 105%
+    width: 105%
+    height: 3px
+    color: $color-theme
+    background: transparent
+    border: none
+    position: absolute
+    bottom: 0
+    left: -2.5%
+
+    &::-webkit-progress-bar
+        background: $color-back
+        border-radius: none
+
+    &::-webkit-progress-value
+        background: $color-theme
+        border-radius: none
+
+    &::-moz-progress-bar
+        background: $color-theme

website/assets/css/_components/_quickstart.sass

@@ -1,14 +1,17 @@
 //- 💫 CSS > COMPONENTS > QUICKSTART
 
 .c-quickstart
-    border: 1px solid $color-subtle
+    border-radius: $border-radius
-    border-radius: 2px
     display: none
     background: $color-subtle-light
 
     &:not([style]) + .c-quickstart__info
         display: none
 
+    .c-code-block
+        border-top-left-radius: 0
+        border-top-right-radius: 0
+
 .c-quickstart__content
     padding: 2rem 3rem
 
@@ -72,7 +75,6 @@
     flex: 100%
 
 .c-quickstart__legend
-    color: $color-subtle-dark
     margin-right: 2rem
     padding-top: 0.75rem
     flex: 1 1 35%
@@ -95,4 +97,4 @@
         padding: 1.5rem 0
 
 .c-quickstart__code
-    font-size: 1.6rem
+    font-size: 1.4rem

website/assets/css/_components/_sidebar.sass

@@ -3,16 +3,15 @@
 //- Sidebar container
 
 .c-sidebar
-    background: $color-subtle-light
     overflow-y: auto
 
     @include breakpoint(min, md)
         @include position(fixed, top, left, 0, 0)
-        @include size($sidebar-width, 100vh)
+        @include size($sidebar-width, calc(100vh - 3px))
+        @include scroll-shadow($color-back, $color-front, $nav-height)
         flex: 0 0 $sidebar-width
         padding: calc(#{$nav-height} + 1.5rem) 0 0
         z-index: 10
-        border-right: 1px solid $color-subtle
 
     @include breakpoint(max, sm)
         flex: 100%
@@ -27,7 +26,7 @@
 
 .c-sidebar__section
     & > *
-        padding: 0 2rem
+        padding: 0 2rem 0.35rem
 
     @include breakpoint(max, sm)
         flex: 1 1 0
@@ -38,7 +37,59 @@
         &:not(:last-child)
             border-right: 1px solid $color-subtle
 
-    .is-active
+.c-sidebar__item
+    color: $color-theme
+
+    &:hover
+        color: $color-theme-dark
+
+    & > .is-active
         font-weight: bold
-        color: $color-theme
+        color: $color-dark
-        background: rgba($color-subtle, 0.4)
+        margin-top: 1rem
+
+
+//- Sidebar subsections
+
+$crumb-bullet: 14px
+$crumb-bar: 2px
+
+.c-sidebar__crumb
+    display: block
+    padding-top: 1rem
+    padding-left: 1rem
+    position: relative
+
+.c-sidebar__crumb__item
+    margin-bottom: $crumb-bullet / 2
+    position: relative
+    padding-left: 2rem
+    color: $color-theme
+    font-size: 1.2rem
+
+    &:hover
+        color: $color-theme-dark
+
+    &:after
+        @include size($crumb-bullet)
+        @include position(absolute, top, left, $crumb-bullet / 4, 0)
+        content: ""
+        border-radius: 50%
+        background: $color-theme
+        z-index: 10
+
+    &:not(:last-child):before
+        @include size($crumb-bar, 100%)
+        @include position(absolute, top, left, $crumb-bullet, ($crumb-bullet - $crumb-bar) / 2)
+        content: ""
+        background: $color-subtle
+
+    &:first-child:before
+        height: calc(100% + #{$crumb-bullet * 2})
+        top: -$crumb-bullet / 2
+
+    &.is-active
+        color: $color-dark
+
+        &:after
+            background: $color-dark

website/assets/css/_components/_tables.sass

@@ -9,7 +9,7 @@
 //- Table row
 
 .c-table__row
-    &:nth-child(odd)
+    &:nth-child(odd):not(.c-table__row--head)
         background: rgba($color-subtle-light, 0.35)
 
     &.c-table__row--foot
@@ -38,7 +38,6 @@
 .c-table__head-cell
     font-weight: bold
     color: $color-theme
-    background: $color-back
     padding: 1rem 0.5rem
     border-bottom: 2px solid $color-theme
 

website/assets/css/_components/_tooltips.sass

@@ -4,24 +4,34 @@
     position: relative
 
     @include breakpoint(min, sm)
+        &[data-tooltip-style="code"]:before
+            -webkit-font-smoothing: subpixel-antialiased
+            -moz-osx-font-smoothing: auto
+            padding: 0.35em 0.85em 0.45em
+            font: normal 1rem/#{1.25} $font-code
+            white-space: nowrap
+            min-width: auto
+
         &:before
             @include position(absolute, top, left, 125%, 50%)
             display: inline-block
             content: attr(data-tooltip)
             background: $color-front
-            border-radius: 2px
+            border-radius: $border-radius
             border: 1px solid rgba($color-subtle-dark, 0.5)
             color: $color-back
-            font: normal 1.3rem/#{1.25} $font-primary
+            font: normal 1.2rem/#{1.25} $font-primary
             text-transform: none
+            text-align: left
             opacity: 0
-            padding: 0.5em 0.75em
             transform: translateX(-50%) translateY(-2px)
             transition: opacity 0.1s ease-out, transform 0.1s ease-out
             visibility: hidden
-            min-width: 200px
             max-width: 300px
+            min-width: 200px
+            padding: 0.75em 1em 1em
             z-index: 200
+            white-space: pre-wrap
 
         &:hover:before
             opacity: 1

website/assets/css/_mixins.sass

@@ -42,8 +42,8 @@
 // $scroll-shadow-side       - side to cover shadow (left or right)
 // $scroll-shadow-background - original background color to match
 
-@mixin scroll-shadow-base($scroll-shadow-color)
+@mixin scroll-shadow-base($scroll-shadow-color, $scroll-shadow-intensity: 0.2)
-    background: radial-gradient(left, ellipse, rgba(0,0,0, .2) 0%, rgba(0,0,0, 0) 75%) 0 center, radial-gradient(right, ellipse, rgba(0,0,0, .2) 0%, rgba(0,0,0, 0) 75%) 100% center
+    background: radial-gradient(ellipse at 0 50%, rgba($scroll-shadow-color, $scroll-shadow-intensity) 0%, rgba(0,0,0,0) 75%) 0 center, radial-gradient(ellipse at 100% 50%, rgba($scroll-shadow-color, $scroll-shadow-intensity) 0%, transparent 75%) 100% center
     background-attachment: scroll, scroll
     background-repeat: no-repeat
     background-size: 10px 100%, 10px 100%
@@ -58,3 +58,16 @@
     background-image: linear-gradient(to #{$scroll-gradient-direction}, rgba($scroll-shadow-background, 1) 50%, rgba($scroll-shadow-background, 0) 100%)
     background-repeat: no-repeat
     background-size: 20px 100%
+
+
+// Full vertical scroll shadows
+// adapted from: https://codepen.io/laustdeleuran/pen/DBaAu
+
+@mixin scroll-shadow($background-color, $shadow-color, $shadow-offset: 0, $shadow-intensity: 0.4, $cover-size: 40px, $shadow-size: 15px)
+    background: linear-gradient($background-color 30%, rgba($background-color,0)) 0 $shadow-offset, linear-gradient(rgba($background-color,0), $background-color 70%) 0 100%, radial-gradient(50% 0, farthest-side, rgba($shadow-color,$shadow-intensity), rgba($shadow-color,0)) 0 $shadow-offset, radial-gradient(50% 100%,farthest-side, rgba($shadow-color,$shadow-intensity), rgba($shadow-color,0)) 0 100%
+
+    background: linear-gradient($background-color 30%, rgba($background-color,0)) 0 $shadow-offset, linear-gradient(rgba($background-color,0), $background-color 70%) 0 100%, radial-gradient(farthest-side at 50% 0, rgba($shadow-color,$shadow-intensity), rgba($shadow-color,0)) -20px $shadow-offset, radial-gradient(farthest-side at 50% 100%, rgba($shadow-color, $shadow-intensity), rgba($shadow-color,0)) 0 100%
+    background-repeat: no-repeat
+    background-color: $background-color
+    background-size: 100% $cover-size, 100% $cover-size, 100% $shadow-size, 100% $shadow-size
+    background-attachment: local, local, scroll, scroll

website/assets/css/_variables.sass

@@ -4,47 +4,48 @@
 
 $type-base: 11px
 
-$nav-height: 45px
+$nav-height: 55px
 $content-width: 1250px
-$sidebar-width: 200px
+$sidebar-width: 235px
-$aside-width: 30vw
+$aside-width: 27.5vw
 $aside-padding: 25px
+$border-radius: 6px
 
 $logo-width: 85px
 $logo-height: 27px
 
 $grid: ( quarter: 4, third: 3, half: 2, two-thirds: 1.5, three-quarters: 1.33 )
 $breakpoints: ( sm: 768px, md: 992px, lg: 1200px )
-$headings: (1: 3, 2: 2.6, 3: 2, 4: 1.8, 5: 1.5)
+$headings: (1: 4.4, 2: 3.4, 3: 2.6, 4: 2.2, 5: 1.8)
-
 
 //  Fonts
 
-$font-primary: "Source Sans Pro", Tahoma, Geneva, sans-serif !default
+$font-primary: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol" !default
-$font-code: 'Source Code Pro', Consolas, 'Andale Mono', Menlo, Monaco, Courier, monospace !default
+$font-secondary: "HK Grotesk", Roboto, Helvetica, Arial, sans-serif !default
-
+$font-code: Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace !default
 
 // Colors
 
-$colors: ( blue: #09a3d5, red: #d9515d, green: #08c35e )
+$colors: ( blue: #09a3d5, green: #05b083 )
 
 $color-back: #fff !default
 $color-front: #1a1e23 !default
 $color-dark: lighten($color-front, 20) !default
 
 $color-theme: map-get($colors, $theme)
-$color-theme-dark: darken(map-get($colors, $theme), 5)
+$color-theme-dark: darken(map-get($colors, $theme), 10)
 $color-theme-light: rgba($color-theme, 0.05)
 
 $color-subtle: #ddd !default
 $color-subtle-light: #f6f6f6 !default
 $color-subtle-dark: #949e9b !default
 
-$color-red: #d9515d
+$color-red: #ef476f
-$color-green: #3ec930
+$color-green: #7ddf64
 $color-yellow: #f4c025
 
 $syntax-highlighting: ( comment: #949e9b, tag: #b084eb, number: #b084eb, selector: #ffb86c, operator: #ff2c6d, function: #35b3dc, keyword: #ff2c6d, regex: #f4c025 )
 
 $pattern: $color-theme url("/assets/img/pattern_#{$theme}.jpg") center top repeat
 $pattern-overlay: transparent url("/assets/img/pattern_landing.jpg") center -138px no-repeat
+$box-shadow: 0 1px 5px rgba(0, 0, 0, 0.2)

website/assets/css/style.sass

@@ -30,6 +30,7 @@ $theme: blue !default
 @import _components/lists
 @import _components/misc
 @import _components/navigation
+@import _components/progress
 @import _components/sidebar
 @import _components/tables
 @import _components/quickstart

website/assets/css/style_red.sass

@@ -1,4 +0,0 @@
-//- 💫 STYLESHEET (RED)
-
-$theme: red
-@import style

website/assets/fonts/sourcecodepro-semibold.svg

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