diff --git a/404.html b/404.html
index 0ca4e1f..3690398 100644
--- a/404.html
+++ b/404.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="/img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="/assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="/assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="/assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="/assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1090,10 +1090,6 @@
   <h1>404 - Not found</h1>
 
               
-                
-
-
-              
             </article>
           </div>
         </div>
@@ -1135,8 +1131,8 @@
       
     </div>
     
-      <script src="/assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="/assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="/assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="/assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
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diff --git a/CODE_OF_CONDUCT/index.html b/CODE_OF_CONDUCT/index.html
index 63e7b92..7fc2b57 100644
--- a/CODE_OF_CONDUCT/index.html
+++ b/CODE_OF_CONDUCT/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1275,8 +1275,8 @@
       
     </div>
     
-      <script src="../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/CONTRIBUTING/index.html b/CONTRIBUTING/index.html
index c83accc..53578a2 100644
--- a/CONTRIBUTING/index.html
+++ b/CONTRIBUTING/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1293,8 +1293,8 @@ mkdocs serve
       
     </div>
     
-      <script src="../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/assets/javascripts/bundle.6ced434e.min.js b/assets/javascripts/bundle.6ced434e.min.js
deleted file mode 100644
index 3e5ac17..0000000
--- a/assets/javascripts/bundle.6ced434e.min.js
+++ /dev/null
@@ -1,2 +0,0 @@
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t.pipe(Object(O.a)(n?400:100),Object(h.a)(s.a),Object(d.a)(({body:e})=>n?nt(e,a):rt(e)))})).subscribe(),Object(b.a)(document.body,"click").pipe(Object(m.a)(e=>!(e.metaKey||e.ctrlKey)),Object(m.a)(e=>{if(e.target instanceof HTMLElement){const t=e.target.closest("a");if(t&&D(t))return!0}return!1})).subscribe(()=>{X("drawer",!1)}),e.features.includes("navigation.instant")&&"file:"!==location.protocol){const e=new DOMParser;S.pipe(Object(f.a)(t=>Object(n.a)(fetch(t+"/sitemap.xml").then(e=>e.text()).then(t=>e.parseFromString(t,"text/xml")))),Object(j.a)(S),Object(g.a)(([e,t])=>{const c=_("loc",e).map(e=>e.textContent);if(c.length>1){const[e,a]=c.sort((e,t)=>e.length-t.length);let n=0;if(e===a)n=e.length;else for(;e.charAt(n)===a.charAt(n);)n++;for(let a=0;a<c.length;a++)c[a]=c[a].replace(e.slice(0,n),t+"/")}return c})).subscribe(e=>{qe(e,{document$:t,location$:c,viewport$:M})})}t.subscribe(()=>{const e=_("[data-md-state=indeterminate]");for(const t of 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diff --git a/assets/javascripts/bundle.6ced434e.min.js.map b/assets/javascripts/bundle.6ced434e.min.js.map
deleted file mode 100644
index 8f358c5..0000000
--- a/assets/javascripts/bundle.6ced434e.min.js.map
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\t// install a JSONP callback for chunk loading\n \tfunction webpackJsonpCallback(data) {\n \t\tvar chunkIds = data[0];\n \t\tvar moreModules = data[1];\n \t\tvar executeModules = data[2];\n\n \t\t// add \"moreModules\" to the modules object,\n \t\t// then flag all \"chunkIds\" as loaded and fire callback\n \t\tvar moduleId, chunkId, i = 0, resolves = [];\n \t\tfor(;i < chunkIds.length; i++) {\n \t\t\tchunkId = chunkIds[i];\n \t\t\tif(Object.prototype.hasOwnProperty.call(installedChunks, chunkId) && installedChunks[chunkId]) {\n \t\t\t\tresolves.push(installedChunks[chunkId][0]);\n \t\t\t}\n \t\t\tinstalledChunks[chunkId] = 0;\n \t\t}\n \t\tfor(moduleId in moreModules) {\n \t\t\tif(Object.prototype.hasOwnProperty.call(moreModules, moduleId)) {\n \t\t\t\tmodules[moduleId] = moreModules[moduleId];\n \t\t\t}\n \t\t}\n \t\tif(parentJsonpFunction) parentJsonpFunction(data);\n\n \t\twhile(resolves.length) {\n \t\t\tresolves.shift()();\n \t\t}\n\n \t\t// add entry modules from loaded chunk to deferred list\n \t\tdeferredModules.push.apply(deferredModules, executeModules || []);\n\n \t\t// run deferred modules when all chunks ready\n \t\treturn checkDeferredModules();\n \t};\n \tfunction checkDeferredModules() {\n \t\tvar result;\n \t\tfor(var i = 0; i < deferredModules.length; i++) {\n \t\t\tvar deferredModule = deferredModules[i];\n \t\t\tvar fulfilled = true;\n \t\t\tfor(var j = 1; j < deferredModule.length; j++) {\n \t\t\t\tvar depId = deferredModule[j];\n \t\t\t\tif(installedChunks[depId] !== 0) fulfilled = false;\n \t\t\t}\n \t\t\tif(fulfilled) {\n \t\t\t\tdeferredModules.splice(i--, 1);\n \t\t\t\tresult = __webpack_require__(__webpack_require__.s = deferredModule[0]);\n \t\t\t}\n \t\t}\n\n \t\treturn result;\n \t}\n\n \t// The module cache\n \tvar installedModules = {};\n\n \t// object to store loaded and loading chunks\n \t// undefined = chunk not loaded, null = chunk preloaded/prefetched\n \t// Promise = chunk loading, 0 = chunk loaded\n \tvar installedChunks = {\n \t\t0: 0\n \t};\n\n \tvar deferredModules = [];\n\n \t// The require function\n \tfunction __webpack_require__(moduleId) {\n\n \t\t// Check if module is in cache\n \t\tif(installedModules[moduleId]) {\n \t\t\treturn installedModules[moduleId].exports;\n \t\t}\n \t\t// Create a new module (and put it into the cache)\n \t\tvar module = installedModules[moduleId] = {\n \t\t\ti: moduleId,\n \t\t\tl: false,\n \t\t\texports: {}\n \t\t};\n\n \t\t// Execute the module function\n \t\tmodules[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n \t\t// Flag the module as loaded\n \t\tmodule.l = true;\n\n \t\t// Return the exports of the module\n \t\treturn module.exports;\n \t}\n\n\n \t// expose the modules object (__webpack_modules__)\n \t__webpack_require__.m = modules;\n\n \t// expose the module cache\n \t__webpack_require__.c = installedModules;\n\n \t// define getter function for harmony exports\n \t__webpack_require__.d = function(exports, name, getter) {\n \t\tif(!__webpack_require__.o(exports, name)) {\n \t\t\tObject.defineProperty(exports, name, { enumerable: true, get: getter });\n \t\t}\n \t};\n\n \t// define __esModule on exports\n \t__webpack_require__.r = function(exports) {\n \t\tif(typeof Symbol !== 'undefined' && Symbol.toStringTag) {\n \t\t\tObject.defineProperty(exports, Symbol.toStringTag, { value: 'Module' });\n \t\t}\n \t\tObject.defineProperty(exports, '__esModule', { value: true });\n \t};\n\n \t// create a fake namespace object\n \t// mode & 1: value is a module id, require it\n \t// mode & 2: merge all properties of value into the ns\n \t// mode & 4: return value when already ns object\n \t// mode & 8|1: behave like require\n \t__webpack_require__.t = function(value, mode) {\n \t\tif(mode & 1) value = __webpack_require__(value);\n \t\tif(mode & 8) return value;\n \t\tif((mode & 4) && typeof value === 'object' && value && value.__esModule) return value;\n \t\tvar ns = Object.create(null);\n \t\t__webpack_require__.r(ns);\n \t\tObject.defineProperty(ns, 'default', { enumerable: true, value: value });\n \t\tif(mode & 2 && typeof value != 'string') for(var key in value) __webpack_require__.d(ns, key, function(key) { return value[key]; }.bind(null, key));\n \t\treturn ns;\n \t};\n\n \t// getDefaultExport function for compatibility with non-harmony modules\n \t__webpack_require__.n = function(module) {\n \t\tvar getter = module && module.__esModule ?\n \t\t\tfunction getDefault() { return module['default']; } :\n \t\t\tfunction getModuleExports() { return module; };\n \t\t__webpack_require__.d(getter, 'a', getter);\n \t\treturn getter;\n \t};\n\n \t// Object.prototype.hasOwnProperty.call\n \t__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };\n\n \t// __webpack_public_path__\n \t__webpack_require__.p = \"\";\n\n \tvar jsonpArray = window[\"webpackJsonp\"] = window[\"webpackJsonp\"] || [];\n \tvar oldJsonpFunction = jsonpArray.push.bind(jsonpArray);\n \tjsonpArray.push = webpackJsonpCallback;\n \tjsonpArray = jsonpArray.slice();\n \tfor(var i = 0; i < jsonpArray.length; i++) webpackJsonpCallback(jsonpArray[i]);\n \tvar parentJsonpFunction = oldJsonpFunction;\n\n\n \t// add entry module to deferred list\n \tdeferredModules.push([51,1]);\n \t// run deferred modules when ready\n \treturn checkDeferredModules();\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve an element matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @return Element or nothing\n */\nexport function getElement<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T | undefined {\n  return node.querySelector<T>(selector) || undefined\n}\n\n/**\n * Retrieve an element matching a query selector or throw a reference error\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @return Element\n */\nexport function getElementOrThrow<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T {\n  const el = getElement<T>(selector, node)\n  if (typeof el === \"undefined\")\n    throw new ReferenceError(\n      `Missing element: expected \"${selector}\" to be present`\n    )\n  return el\n}\n\n/**\n * Retrieve the currently active element\n *\n * @return Element or nothing\n */\nexport function getActiveElement(): HTMLElement | undefined {\n  return document.activeElement instanceof HTMLElement\n    ? document.activeElement\n    : undefined\n}\n\n/**\n * Retrieve all elements matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @return Elements\n */\nexport function getElements<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T[] {\n  return Array.from(node.querySelectorAll<T>(selector))\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Create an element\n *\n * @template T - Tag name type\n *\n * @param tagName - Tag name\n *\n * @return Element\n */\nexport function createElement<T extends keyof HTMLElementTagNameMap>(\n  tagName: T\n): HTMLElementTagNameMap[T] {\n  return document.createElement(tagName)\n}\n\n/**\n * Replace an element with another element\n *\n * @param source - Source element\n * @param target - Target element\n */\nexport function replaceElement(\n  source: HTMLElement, target: Node\n): void {\n  source.replaceWith(target)\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\nimport { getActiveElement } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set element focus\n *\n * @param el - Element\n * @param value - Whether the element should be focused\n */\nexport function setElementFocus(\n  el: HTMLElement, value: boolean = true\n): void {\n  if (value)\n    el.focus()\n  else\n    el.blur()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element focus\n *\n * @param el - Element\n *\n * @return Element focus observable\n */\nexport function watchElementFocus(\n  el: HTMLElement\n): Observable<boolean> {\n  return merge(\n    fromEvent<FocusEvent>(el, \"focus\"),\n    fromEvent<FocusEvent>(el, \"blur\")\n  )\n    .pipe(\n      map(({ type }) => type === \"focus\"),\n      startWith(el === getActiveElement())\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Element offset\n */\nexport interface ElementOffset {\n  x: number                            /* Horizontal offset */\n  y: number                            /* Vertical offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element offset\n *\n * @param el - Element\n *\n * @return Element offset\n */\nexport function getElementOffset(el: HTMLElement): ElementOffset {\n  return {\n    x: el.scrollLeft,\n    y: el.scrollTop\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element offset\n *\n * @param el - Element\n *\n * @return Element offset observable\n */\nexport function watchElementOffset(\n  el: HTMLElement\n): Observable<ElementOffset> {\n  return merge(\n    fromEvent(el, \"scroll\"),\n    fromEvent(window, \"resize\")\n  )\n    .pipe(\n      map(() => getElementOffset(el)),\n      startWith(getElementOffset(el))\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport ResizeObserver from \"resize-observer-polyfill\"\nimport {\n  NEVER,\n  Observable,\n  Subject,\n  defer,\n  merge,\n  of\n} from \"rxjs\"\nimport {\n  filter,\n  finalize,\n  map,\n  shareReplay,\n  startWith,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Element offset\n */\nexport interface ElementSize {\n  width: number                        /* Element width */\n  height: number                       /* Element height */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Resize observer entry subject\n */\nconst entry$ = new Subject<ResizeObserverEntry>()\n\n/**\n * Resize observer observable\n *\n * This observable will create a `ResizeObserver` on the first subscription\n * and will automatically terminate it when there are no more subscribers.\n * It's quite important to centralize observation in a single `ResizeObserver`,\n * as the performance difference can be quite dramatic, as the link shows.\n *\n * @see https://bit.ly/3iIYfEm - Google Groups on performance\n */\nconst observer$ = defer(() => of(\n  new ResizeObserver(entries => {\n    for (const entry of entries)\n      entry$.next(entry)\n  })\n))\n  .pipe(\n    switchMap(resize => merge(of(resize), NEVER)\n      .pipe(\n        finalize(() => resize.disconnect())\n      )\n    ),\n    shareReplay({ bufferSize: 1, refCount: true })\n  )\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element size\n *\n * @param el - Element\n *\n * @return Element size\n */\nexport function getElementSize(el: HTMLElement): ElementSize {\n  return {\n    width:  el.offsetWidth,\n    height: el.offsetHeight\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element size\n *\n * This function returns an observable that will subscribe to a single internal\n * instance of `ResizeObserver` upon subscription, and emit resize events until\n * termination. Note that this function should not be called with the same\n * element twice, as the first unsubscription will terminate observation.\n *\n * @param el - Element\n *\n * @return Element size observable\n */\nexport function watchElementSize(\n  el: HTMLElement\n): Observable<ElementSize> {\n  return observer$\n    .pipe(\n      tap(observer => observer.observe(el)),\n      switchMap(observer => entry$\n        .pipe(\n          filter(({ target }) => target === el),\n          finalize(() => observer.unobserve(el)),\n          map(({ contentRect }) => ({\n            width:  contentRect.width,\n            height: contentRect.height\n          }))\n        )\n      ),\n      startWith(getElementSize(el))\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { BehaviorSubject, Subject } from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve location\n *\n * This function will return a `URL` object (and not `Location`) in order to\n * normalize typings across the application. Furthermore, locations need to be\n * tracked without setting them and `Location` is a singleton which represents\n * the current location.\n *\n * @return URL\n */\nexport function getLocation(): URL {\n  return new URL(location.href)\n}\n\n/**\n * Set location\n *\n * @param url - URL to change to\n */\nexport function setLocation(url: URL): void {\n  location.href = url.href\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Check whether a URL is a local link or a file (except `.html`)\n *\n * @param url - URL or HTML anchor element\n * @param ref - Reference URL\n *\n * @return Test result\n */\nexport function isLocalLocation(\n  url: URL | HTMLAnchorElement,\n  ref: URL | Location = location\n): boolean {\n  return url.host === ref.host\n      && /^(?:\\/[\\w-]+)*(?:\\/?|\\.html)$/i.test(url.pathname)\n}\n\n/**\n * Check whether a URL is an anchor link on the current page\n *\n * @param url - URL or HTML anchor element\n * @param ref - Reference URL\n *\n * @return Test result\n */\nexport function isAnchorLocation(\n  url: URL | HTMLAnchorElement,\n  ref: URL | Location = location\n): boolean {\n  return url.pathname === ref.pathname\n      && url.hash.length > 0\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location\n *\n * @return Location subject\n */\nexport function watchLocation(): Subject<URL> {\n  return new BehaviorSubject<URL>(getLocation())\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { filter, map, share, startWith } from \"rxjs/operators\"\n\nimport { createElement } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve location hash\n *\n * @return Location hash\n */\nexport function getLocationHash(): string {\n  return location.hash.substring(1)\n}\n\n/**\n * Set location hash\n *\n * Setting a new fragment identifier via `location.hash` will have no effect\n * if the value doesn't change. When a new fragment identifier is set, we want\n * the browser to target the respective element at all times, which is why we\n * use this dirty little trick.\n *\n * @param hash - Location hash\n */\nexport function setLocationHash(hash: string): void {\n  const el = createElement(\"a\")\n  el.href = hash\n  el.addEventListener(\"click\", ev => ev.stopPropagation())\n  el.click()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location hash\n *\n * @return Location hash observable\n */\nexport function watchLocationHash(): Observable<string> {\n  return fromEvent<HashChangeEvent>(window, \"hashchange\")\n    .pipe(\n      map(getLocationHash),\n      startWith(getLocationHash()),\n      filter(hash => hash.length > 0),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport { shareReplay, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch media query\n *\n * @param query - Media query\n *\n * @return Media observable\n */\nexport function watchMedia(query: string): Observable<boolean> {\n  const media = matchMedia(query)\n  return new Observable<boolean>(subscriber => {\n    media.addListener(ev => subscriber.next(ev.matches))\n  })\n    .pipe(\n      startWith(media.matches),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\nimport { getElementOrThrow } from \"../element\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Toggle\n */\nexport type Toggle =\n  | \"drawer\"                           /* Toggle for drawer */\n  | \"search\"                           /* Toggle for search */\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Toggle map\n */\nconst toggles: Record<Toggle, HTMLInputElement> = {\n  drawer: getElementOrThrow(`[data-md-toggle=drawer]`),\n  search: getElementOrThrow(`[data-md-toggle=search]`)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve the value of a toggle\n *\n * @param name - Toggle\n *\n * @return Toggle value\n */\nexport function getToggle(name: Toggle): boolean {\n  return toggles[name].checked\n}\n\n/**\n * Set toggle\n *\n * Simulating a click event seems to be the most cross-browser compatible way\n * of changing the value while also emitting a `change` event. Before, Material\n * used `CustomEvent` to programmatically change the value of a toggle, but this\n * is a much simpler and cleaner solution which doesn't require a polyfill.\n *\n * @param name - Toggle\n * @param value - Toggle value\n */\nexport function setToggle(name: Toggle, value: boolean): void {\n  if (toggles[name].checked !== value)\n    toggles[name].click()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch toggle\n *\n * @param name - Toggle\n *\n * @return Toggle value observable\n */\nexport function watchToggle(name: Toggle): Observable<boolean> {\n  const el = toggles[name]\n  return fromEvent(el, \"change\")\n    .pipe(\n      map(() => el.checked),\n      startWith(el.checked)\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport offset\n */\nexport interface ViewportOffset {\n  x: number                            /* Horizontal offset */\n  y: number                            /* Vertical offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve viewport offset\n *\n * On iOS Safari, viewport offset can be negative due to overflow scrolling.\n * As this may induce strange behaviors downstream, we'll just limit it to 0.\n *\n * @return Viewport offset\n */\nexport function getViewportOffset(): ViewportOffset {\n  return {\n    x: Math.max(0, pageXOffset),\n    y: Math.max(0, pageYOffset)\n  }\n}\n\n/**\n * Set viewport offset\n *\n * @param offset - Viewport offset\n */\nexport function setViewportOffset(\n  { x, y }: Partial<ViewportOffset>\n): void {\n  window.scrollTo(x || 0, y || 0)\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport offset\n *\n * @return Viewport offset observable\n */\nexport function watchViewportOffset(): Observable<ViewportOffset> {\n  return merge(\n    fromEvent(window, \"scroll\", { passive: true }),\n    fromEvent(window, \"resize\", { passive: true })\n  )\n    .pipe(\n      map(getViewportOffset),\n      startWith(getViewportOffset())\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport size\n */\nexport interface ViewportSize {\n  width: number                        /* Viewport width */\n  height: number                       /* Viewport height */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve viewport size\n *\n * @return Viewport size\n */\nexport function getViewportSize(): ViewportSize {\n  return {\n    width:  innerWidth,\n    height: innerHeight\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport size\n *\n * @return Viewport size observable\n */\nexport function watchViewportSize(): Observable<ViewportSize> {\n  return fromEvent(window, \"resize\", { passive: true })\n    .pipe(\n      map(getViewportSize),\n      startWith(getViewportSize())\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, combineLatest } from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  map,\n  shareReplay\n} from \"rxjs/operators\"\n\nimport { Header } from \"components\"\n\nimport {\n  ViewportOffset,\n  watchViewportOffset\n} from \"../offset\"\nimport {\n  ViewportSize,\n  watchViewportSize\n} from \"../size\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport\n */\nexport interface Viewport {\n  offset: ViewportOffset               /* Viewport offset */\n  size: ViewportSize                   /* Viewport size */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch at options\n */\ninterface WatchAtOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport\n *\n * @return Viewport observable\n */\nexport function watchViewport(): Observable<Viewport> {\n  return combineLatest([\n    watchViewportOffset(),\n    watchViewportSize()\n  ])\n    .pipe(\n      map(([offset, size]) => ({ offset, size })),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n\n/**\n * Watch viewport relative to element\n *\n * @param el - Element\n * @param options - Options\n *\n * @return Viewport observable\n */\nexport function watchViewportAt(\n  el: HTMLElement, { header$, viewport$ }: WatchAtOptions\n): Observable<Viewport> {\n  const size$ = viewport$\n    .pipe(\n      distinctUntilKeyChanged(\"size\")\n    )\n\n  /* Compute element offset */\n  const offset$ = combineLatest([size$, header$])\n    .pipe(\n      map((): ViewportOffset => ({\n        x: el.offsetLeft,\n        y: el.offsetTop\n      }))\n    )\n\n  /* Compute relative viewport, return hot observable */\n  return combineLatest([header$, viewport$, offset$])\n    .pipe(\n      map(([{ height }, { offset, size }, { x, y }]) => ({\n        offset: {\n          x: offset.x - x,\n          y: offset.y - y + height\n        },\n        size\n      }))\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { EMPTY, Observable, of } from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  map,\n  scan,\n  shareReplay,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { getElement, replaceElement } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Component\n */\nexport type Component =\n  | \"announce\"                         /* Announcement bar */\n  | \"container\"                        /* Container */\n  | \"header\"                           /* Header */\n  | \"header-title\"                     /* Header title */\n  | \"main\"                             /* Main area */\n  | \"navigation\"                       /* Navigation */\n  | \"search\"                           /* Search */\n  | \"search-query\"                     /* Search input */\n  | \"search-reset\"                     /* Search reset */\n  | \"search-result\"                    /* Search results */\n  | \"skip\"                             /* Skip link */\n  | \"tabs\"                             /* Tabs */\n  | \"toc\"                              /* Table of contents */\n\n/**\n * Component map\n */\nexport type ComponentMap = {\n  [P in Component]?: HTMLElement\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Component map observable\n */\nlet components$: Observable<ComponentMap>\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up bindings to components with given names\n *\n * This function will maintain bindings to the elements identified by the given\n * names in-between document switches and update the elements in-place.\n *\n * @param names - Component names\n * @param options - Options\n */\nexport function setupComponents(\n  names: Component[], { document$ }: WatchOptions\n): void {\n  components$ = document$\n    .pipe(\n\n      /* Build component map */\n      map(document => names.reduce<ComponentMap>((components, name) => {\n        const el = getElement(`[data-md-component=${name}]`, document)\n        return {\n          ...components,\n          ...typeof el !== \"undefined\" ? { [name]: el } : {}\n        }\n      }, {})),\n\n      /* Re-compute component map on document switch */\n      scan((prev, next) => {\n        for (const name of names) {\n          switch (name) {\n\n            /* Top-level components: update */\n            case \"announce\":\n            case \"header-title\":\n            case \"container\":\n            case \"skip\":\n              if (name in prev && typeof prev[name] !== \"undefined\") {\n                replaceElement(prev[name]!, next[name]!)\n                prev[name] = next[name]\n              }\n              break\n\n            /* All other components: rebind */\n            default:\n              if (typeof next[name] !== \"undefined\")\n                prev[name] = getElement(`[data-md-component=${name}]`)\n              else\n                delete prev[name]\n          }\n        }\n        return prev\n      }),\n\n      /* Convert to hot observable */\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n\n/**\n * Retrieve a component\n *\n * The returned observable will only re-emit if the element changed, i.e. if\n * it was replaced from a document which was switched to.\n *\n * @template T - Element type\n *\n * @param name - Component name\n *\n * @return Component observable\n */\nexport function useComponent<T extends HTMLInputElement>(\n  name: \"search-query\"\n): Observable<T>\nexport function useComponent<T extends HTMLElement>(\n  name: Component\n): Observable<T>\nexport function useComponent<T extends HTMLElement>(\n  name: Component\n): Observable<T> {\n  return components$\n    .pipe(\n      switchMap(components => (\n        typeof components[name] !== \"undefined\"\n          ? of(components[name] as T)\n          : EMPTY\n      )),\n      distinctUntilChanged()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, combineLatest, pipe } from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  filter,\n  map,\n  startWith,\n  switchMap,\n  zipWith\n} from \"rxjs/operators\"\n\nimport {\n  Viewport,\n  getElement,\n  watchViewportAt\n} from \"browser\"\n\nimport { useComponent } from \"../../_\"\nimport {\n  applyHeaderType,\n  watchHeader\n} from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Header type\n */\nexport type HeaderType =\n  | \"site\"                             /* Header shows site title */\n  | \"page\"                             /* Header shows page title */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Header\n */\nexport interface Header {\n  type: HeaderType                     /* Header type */\n  sticky: boolean                      /* Header stickyness */\n  height: number                       /* Header visible height */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  document$: Observable<Document>      /* Document observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount header from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountHeader(\n  { document$, viewport$ }: MountOptions\n): OperatorFunction<HTMLElement, Header> {\n  return pipe(\n    switchMap(el => {\n      const header$ = watchHeader(el, { document$ })\n\n      /* Compute whether the header should switch to page header */\n      const type$ = useComponent(\"main\")\n        .pipe(\n          map(main => getElement(\"h1, h2, h3, h4, h5, h6\", main)!),\n          filter(hx => typeof hx !== \"undefined\"),\n          zipWith(useComponent(\"header-title\")),\n          switchMap(([hx, title]) => watchViewportAt(hx, { header$, viewport$ })\n            .pipe(\n              map(({ offset: { y } }) => {\n                return y >= hx.offsetHeight ? \"page\" : \"site\"\n              }),\n              distinctUntilChanged(),\n              applyHeaderType(title)\n            )\n          ),\n          startWith<HeaderType>(\"site\")\n        )\n\n      /* Combine into single observable */\n      return combineLatest([header$, type$])\n        .pipe(\n          map(([header, type]): Header => ({ type, ...header }))\n        )\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  of,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  finalize,\n  map,\n  observeOn,\n  shareReplay,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { watchElementSize } from \"browser\"\n\nimport { Header, HeaderType } from \"../_\"\nimport {\n  resetHeaderTitleActive,\n  setHeaderTitleActive\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch header\n *\n * @param el - Header element\n *\n * @return Header observable\n */\nexport function watchHeader(\n  el: HTMLElement, { document$ }: WatchOptions\n): Observable<Omit<Header, \"type\">> {\n  return document$\n    .pipe(\n      map(() => {\n        const styles = getComputedStyle(el)\n        return [\n          \"sticky\",                    /* Modern browsers */\n          \"-webkit-sticky\"             /* Safari */\n        ].includes(styles.position)\n      }),\n      distinctUntilChanged(),\n      switchMap(sticky => {\n        if (sticky) {\n          return watchElementSize(el)\n            .pipe(\n              map(({ height }) => ({\n                sticky: true,\n                height\n              }))\n            )\n        } else {\n          return of({\n            sticky: false,\n            height: 0\n          })\n        }\n      }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply header title type\n *\n * @param el - Header title element\n *\n * @return Operator function\n */\nexport function applyHeaderType(\n  el: HTMLElement\n): MonoTypeOperatorFunction<HeaderType> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(type => {\n      setHeaderTitleActive(el, type === \"page\")\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetHeaderTitleActive(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set header title active\n *\n * @param el - Header title element\n * @param value - Whether the title is shown\n */\nexport function setHeaderTitleActive(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"active\" : \"\")\n}\n\n/**\n * Reset header title active\n *\n * @param el - Header title element\n */\nexport function resetHeaderTitleActive(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  OperatorFunction,\n  Subject,\n  noop,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  finalize,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { Viewport } from \"browser\"\n\nimport { useComponent } from \"../../_\"\nimport { Header } from \"../../header\"\nimport {\n  applyHeaderShadow,\n  watchMain\n} from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Main area\n */\nexport interface Main {\n  offset: number                       /* Main area top offset */\n  height: number                       /* Main area visible height */\n  active: boolean                      /* Scrolled past top offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount main area from source observable\n *\n * The header must be connected to the main area observable outside of the\n * operator function, as the header will persist in-between document switches\n * while the main area is replaced. However, the header observable must be\n * passed to this function, so we connect both via a long-living subject.\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountMain(\n  { header$, viewport$ }: MountOptions\n): OperatorFunction<HTMLElement, Main> {\n  const main$ = new Subject<Main>()\n\n  /* Connect to main area observable via long-living subject */\n  useComponent(\"header\")\n    .pipe(\n      switchMap(header => main$\n        .pipe(\n          distinctUntilKeyChanged(\"active\"),\n          applyHeaderShadow(header)\n        )\n      )\n    )\n      .subscribe(noop)\n\n  /* Return operator */\n  return pipe(\n    switchMap(el => watchMain(el, { header$, viewport$ })),\n    tap(main => main$.next(main)),\n    finalize(() => main$.complete())\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  combineLatest,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  finalize,\n  map,\n  observeOn,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { Viewport, watchElementSize } from \"browser\"\n\nimport { Header } from \"../../header\"\nimport { Main } from \"../_\"\nimport {\n  resetHeaderShadow,\n  setHeaderShadow\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch main area\n *\n * This function returns an observable that computes the visual parameters of\n * the main area which depends on the viewport vertical offset and height, as\n * well as the height of the header element, if the header is fixed.\n *\n * @param el - Main area element\n * @param options - Options\n *\n * @return Main area observable\n */\nexport function watchMain(\n  el: HTMLElement, { header$, viewport$ }: WatchOptions\n): Observable<Main> {\n\n  /* Compute necessary adjustment for header */\n  const adjust$ = header$\n    .pipe(\n      map(({ height }) => height),\n      distinctUntilChanged()\n    )\n\n  /* Compute the main area's top and bottom borders */\n  const border$ = adjust$\n    .pipe(\n      switchMap(() => watchElementSize(el)\n        .pipe(\n          map(({ height }) => ({\n            top:    el.offsetTop,\n            bottom: el.offsetTop + height\n          })),\n          distinctUntilKeyChanged(\"bottom\")\n        )\n      )\n    )\n\n  /* Compute the main area's offset, visible height and if we scrolled past */\n  return combineLatest([adjust$, border$, viewport$])\n    .pipe(\n      map(([header, { top, bottom }, { offset: { y }, size: { height } }]) => {\n        height = Math.max(0, height\n          - Math.max(0, top    - y,  header)\n          - Math.max(0, height + y - bottom)\n        )\n        return {\n          offset: top - header,\n          height,\n          active: top - header <= y\n        }\n      }),\n      distinctUntilChanged<Main>((a, b) => {\n        return a.offset === b.offset\n            && a.height === b.height\n            && a.active === b.active\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply header shadow\n *\n * @param el - Header element\n *\n * @return Operator function\n */\nexport function applyHeaderShadow(\n  el: HTMLElement\n): MonoTypeOperatorFunction<Main> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(({ active }) => {\n      setHeaderShadow(el, active)\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetHeaderShadow(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set header shadow\n *\n * @param el - Header element\n * @param value - Whether the shadow is shown\n */\nexport function setHeaderShadow(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"shadow\" : \"\")\n}\n\n/**\n * Reset header shadow\n *\n * @param el - Header element\n */\nexport function resetHeaderShadow(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set sidebar offset\n *\n * @param el - Sidebar element\n * @param value - Sidebar offset\n */\nexport function setSidebarOffset(\n  el: HTMLElement, value: number\n): void {\n  el.style.top = `${value}px`\n}\n\n/**\n * Reset sidebar offset\n *\n * @param el - Sidebar element\n */\nexport function resetSidebarOffset(\n  el: HTMLElement\n): void {\n  el.style.top = \"\"\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Set sidebar height\n *\n * This function doesn't set the height of the actual sidebar, but of its first\n * child – the `.md-sidebar__scrollwrap` element in order to mitigiate jittery\n * sidebars when the footer is scrolled into view. At some point we switched\n * from `absolute` / `fixed` positioning to `sticky` positioning, which greatly\n * reduced jitter in some browsers (respectively Firefox and Safari) when\n * scrolling from the top. However, top-aligned sticky positioning means that\n * the sidebar snaps to the bottom when the end of the container is reached.\n * This is what leads to the mentioned jitter, as the sidebar's height may be\n * updated to slowly.\n *\n * By setting the height of the sidebar to zero (while preserving `padding`),\n * and the height on its first element, this behaviour can be mitigiated. We\n * must assume that the top- and bottom offset (`padding`) are equal, as the\n * `offsetBottom` value is `undefined`.\n *\n * @param el - Sidebar element\n * @param value - Sidebar height\n */\nexport function setSidebarHeight(\n  el: HTMLElement, value: number\n): void {\n  const scrollwrap = el.firstElementChild as HTMLElement\n  scrollwrap.style.height = `${value - 2 * scrollwrap.offsetTop}px`\n}\n\n/**\n * Reset sidebar height\n *\n * @param el - Sidebar element\n */\nexport function resetSidebarHeight(\n  el: HTMLElement\n): void {\n  const scrollwrap = el.firstElementChild as HTMLElement\n  scrollwrap.style.height = \"\"\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  combineLatest,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  finalize,\n  map,\n  observeOn,\n  tap,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport { Viewport } from \"browser\"\n\nimport { Header } from \"../../../header\"\nimport { Main } from \"../../../main\"\nimport { Sidebar } from \"../_\"\nimport {\n  resetSidebarHeight,\n  resetSidebarOffset,\n  setSidebarHeight,\n  setSidebarOffset\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  main$: Observable<Main>              /* Main area observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/**\n * Apply options\n */\ninterface ApplyOptions {\n  header$: Observable<Header>          /* Header observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch sidebar\n *\n * This function returns an observable that computes the visual parameters of\n * the sidebar which depends on the vertical viewport offset, as well as the\n * height of the main area. When the page is scrolled beyond the header, the\n * sidebar is locked and fills the remaining space.\n *\n * @param el - Sidebar element\n * @param options - Options\n *\n * @return Sidebar observable\n */\nexport function watchSidebar(\n  el: HTMLElement, { main$, viewport$ }: WatchOptions\n): Observable<Sidebar> {\n  const adjust = el.parentElement!.offsetTop\n               - el.parentElement!.parentElement!.offsetTop\n\n  /* Compute the sidebar's available height and if it should be locked */\n  return combineLatest([main$, viewport$])\n    .pipe(\n      map(([{ offset, height }, { offset: { y } }]) => {\n        height = height\n          + Math.min(adjust, Math.max(0, y - offset))\n          - adjust\n        return {\n          height,\n          lock: y >= offset + adjust\n        }\n      }),\n      distinctUntilChanged<Sidebar>((a, b) => {\n        return a.height === b.height\n            && a.lock   === b.lock\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply sidebar\n *\n * @param el - Sidebar element\n * @param options - Options\n *\n * @return Operator function\n */\nexport function applySidebar(\n  el: HTMLElement, { header$ }: ApplyOptions\n): MonoTypeOperatorFunction<Sidebar> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    withLatestFrom(header$),\n    tap(([{ height, lock }, { height: offset }]) => {\n      setSidebarHeight(el, height)\n\n      /* Set offset in locked state depending on header height */\n      if (lock)\n        setSidebarOffset(el, offset)\n      else\n        resetSidebarOffset(el)\n    }),\n\n    /* Re-map to sidebar */\n    map(([sidebar]) => sidebar),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetSidebarOffset(el)\n      resetSidebarHeight(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search transformation function\n *\n * @param value - Query value\n *\n * @return Transformed query value\n */\nexport type SearchTransformFn = (value: string) => string\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Default transformation function\n *\n * 1. Search for terms in quotation marks and prepend a `+` modifier to denote\n *    that the resulting document must contain all terms, converting the query\n *    to an `AND` query (as opposed to the default `OR` behavior). While users\n *    may expect terms enclosed in quotation marks to map to span queries, i.e.\n *    for which order is important, `lunr` doesn't support them, so the best\n *    we can do is to convert the terms to an `AND` query.\n *\n * 2. Replace control characters which are not located at the beginning of the\n *    query or preceded by white space, or are not followed by a non-whitespace\n *    character or are at the end of the query string. Furthermore, filter\n *    unmatched quotation marks.\n *\n * 3. Trim excess whitespace from left and right.\n *\n * @param query - Query value\n *\n * @return Transformed query value\n */\nexport function defaultTransform(query: string): string {\n  return query\n    .split(/\"([^\"]+)\"/g)                            /* => 1 */\n      .map((terms, index) => index & 1\n        ? terms.replace(/^\\b|^(?![^\\x00-\\x7F]|$)|\\s+/g, \" +\")\n        : terms\n      )\n      .join(\"\")\n    .replace(/\"|(?:^|\\s+)[*+\\-:^~]+(?=\\s+|$)/g, \"\") /* => 2 */\n    .trim()                                         /* => 3 */\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n// tslint:disable no-null-keyword\n\nimport { JSX as JSXInternal } from \"preact\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * HTML attributes\n */\ntype Attributes =\n  & JSXInternal.HTMLAttributes\n  & JSXInternal.SVGAttributes\n  & Record<string, any>\n\n/**\n * Child element\n */\ntype Child =\n  | HTMLElement\n  | Text\n  | string\n  | number\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Append a child node to an element\n *\n * @param el - Element\n * @param child - Child node(s)\n */\nfunction appendChild(el: HTMLElement, child: Child | Child[]): void {\n\n  /* Handle primitive types (including raw HTML) */\n  if (typeof child === \"string\" || typeof child === \"number\") {\n    el.innerHTML += child.toString()\n\n  /* Handle nodes */\n  } else if (child instanceof Node) {\n    el.appendChild(child)\n\n  /* Handle nested children */\n  } else if (Array.isArray(child)) {\n    for (const node of child)\n      appendChild(el, node)\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * JSX factory\n *\n * @param tag - HTML tag\n * @param attributes - HTML attributes\n * @param children - Child elements\n *\n * @return Element\n */\nexport function h(\n  tag: string, attributes: Attributes | null, ...children: Child[]\n): HTMLElement {\n  const el = document.createElement(tag)\n\n  /* Set attributes, if any */\n  if (attributes)\n    for (const attr of Object.keys(attributes))\n      if (typeof attributes[attr] !== \"boolean\")\n        el.setAttribute(attr, attributes[attr])\n      else if (attributes[attr])\n        el.setAttribute(attr, \"\")\n\n  /* Append child nodes */\n  for (const child of children)\n    appendChild(el, child)\n\n  /* Return element */\n  return el\n}\n\n/* ----------------------------------------------------------------------------\n * Namespace\n * ------------------------------------------------------------------------- */\n\nexport declare namespace h {\n  namespace JSX {\n    type Element = HTMLElement\n    type IntrinsicElements = JSXInternal.IntrinsicElements\n  }\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { getElementOrThrow } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Translation keys\n */\ntype TranslateKey =\n  | \"clipboard.copy\"                   /* Copy to clipboard */\n  | \"clipboard.copied\"                 /* Copied to clipboard */\n  | \"search.config.lang\"               /* Search language */\n  | \"search.config.pipeline\"           /* Search pipeline */\n  | \"search.config.separator\"          /* Search separator */\n  | \"search.placeholder\"               /* Search */\n  | \"search.result.placeholder\"        /* Type to start searching */\n  | \"search.result.none\"               /* No matching documents */\n  | \"search.result.one\"                /* 1 matching document */\n  | \"search.result.other\"              /* # matching documents */\n  | \"search.result.more.one\"           /* 1 more on this page */\n  | \"search.result.more.other\"         /* # more on this page */\n  | \"search.result.term.missing\"       /* Missing */\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Translations\n */\nlet lang: Record<string, string>\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Translate the given key\n *\n * @param key - Key to be translated\n * @param value - Value to be replaced\n *\n * @return Translation\n */\nexport function translate(\n  key: TranslateKey, value?: string | number\n): string {\n  if (typeof lang === \"undefined\") {\n    const el = getElementOrThrow(\"#__lang\")\n    lang = JSON.parse(el.textContent!)\n  }\n  if (typeof lang[key] === \"undefined\") {\n    throw new ReferenceError(`Invalid translation: ${key}`)\n  }\n  return typeof value !== \"undefined\"\n    ? lang[key].replace(\"#\", value.toString())\n    : lang[key]\n}\n\n/**\n * Truncate a string after the given number of characters\n *\n * This is not a very reasonable approach, since the summaries kind of suck.\n * It would be better to create something more intelligent, highlighting the\n * search occurrences and making a better summary out of it, but this note was\n * written three years ago, so who knows if we'll ever fix it.\n *\n * @param value - Value to be truncated\n * @param n - Number of characters\n *\n * @return Truncated value\n */\nexport function truncate(value: string, n: number): string {\n  let i = n\n  if (value.length > i) {\n    while (value[i] !== \" \" && --i > 0); // tslint:disable-line\n    return `${value.substring(0, i)}...`\n  }\n  return value\n}\n\n/**\n * Round a number for display with source facts\n *\n * This is a reverse engineered version of GitHub's weird rounding algorithm\n * for stars, forks and all other numbers. While all numbers below `1,000` are\n * returned as-is, bigger numbers are converted to fixed numbers:\n *\n * - `1,049` => `1k`\n * - `1,050` => `1.1k`\n * - `1,949` => `1.9k`\n * - `1,950` => `2k`\n *\n * @param value - Original value\n *\n * @return Rounded value\n */\nexport function round(value: number): string {\n  if (value > 999) {\n    const digits = +((value - 950) % 1000 > 99)\n    return `${((value + 0.000001) / 1000).toFixed(digits)}k`\n  } else {\n    return value.toString()\n  }\n}\n\n/**\n * Simple hash function\n *\n * @see https://bit.ly/2wsVjJ4 - Original source\n *\n * @param value - Value to be hashed\n *\n * @return Hash as 32bit integer\n */\nexport function hash(value: string): number {\n  let h = 0\n  for (let i = 0, len = value.length; i < len; i++) {\n    h  = ((h << 5) - h) + value.charCodeAt(i)\n    h |= 0 // Convert to 32bit integer\n  }\n  return h\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SearchIndex, SearchResult } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search message type\n */\nexport const enum SearchMessageType {\n  SETUP,                               /* Search index setup */\n  READY,                               /* Search index ready */\n  QUERY,                               /* Search query */\n  RESULT                               /* Search results */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * A message containing the data necessary to setup the search index\n */\nexport interface SearchSetupMessage {\n  type: SearchMessageType.SETUP        /* Message type */\n  data: SearchIndex                    /* Message data */\n}\n\n/**\n * A message indicating the search index is ready\n */\nexport interface SearchReadyMessage {\n  type: SearchMessageType.READY        /* Message type */\n}\n\n/**\n * A message containing a search query\n */\nexport interface SearchQueryMessage {\n  type: SearchMessageType.QUERY        /* Message type */\n  data: string                         /* Message data */\n}\n\n/**\n * A message containing results for a search query\n */\nexport interface SearchResultMessage {\n  type: SearchMessageType.RESULT       /* Message type */\n  data: SearchResult[]                 /* Message data */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * A message exchanged with the search worker\n */\nexport type SearchMessage =\n  | SearchSetupMessage\n  | SearchReadyMessage\n  | SearchQueryMessage\n  | SearchResultMessage\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Type guard for search setup messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchSetupMessage(\n  message: SearchMessage\n): message is SearchSetupMessage {\n  return message.type === SearchMessageType.SETUP\n}\n\n/**\n * Type guard for search ready messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchReadyMessage(\n  message: SearchMessage\n): message is SearchReadyMessage {\n  return message.type === SearchMessageType.READY\n}\n\n/**\n * Type guard for search query messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchQueryMessage(\n  message: SearchMessage\n): message is SearchQueryMessage {\n  return message.type === SearchMessageType.QUERY\n}\n\n/**\n * Type guard for search result messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchResultMessage(\n  message: SearchMessage\n): message is SearchResultMessage {\n  return message.type === SearchMessageType.RESULT\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, Subject, asyncScheduler } from \"rxjs\"\nimport {\n  map,\n  observeOn,\n  share,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport { WorkerHandler, watchWorker } from \"browser\"\nimport { translate } from \"utilities\"\n\nimport { SearchIndex, SearchIndexPipeline } from \"../../_\"\nimport {\n  SearchMessage,\n  SearchMessageType,\n  SearchSetupMessage,\n  isSearchResultMessage\n} from \"../message\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  index$: Observable<SearchIndex>      /* Search index observable */\n  base$: Observable<string>            /* Location base observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up search index\n *\n * @param data - Search index\n *\n * @return Search index\n */\nfunction setupSearchIndex(\n  { config, docs, index }: SearchIndex\n): SearchIndex {\n\n  /* Override default language with value from translation */\n  if (config.lang.length === 1 && config.lang[0] === \"en\")\n    config.lang = [translate(\"search.config.lang\")]\n\n  /* Override default separator with value from translation */\n  if (config.separator === \"[\\\\s\\\\-]+\")\n    config.separator = translate(\"search.config.separator\")\n\n  /* Set pipeline from translation */\n  const pipeline = translate(\"search.config.pipeline\")\n    .split(/\\s*,\\s*/)\n    .filter(Boolean) as SearchIndexPipeline\n\n  /* Return search index after defaulting */\n  return { config, docs, index, pipeline }\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up search web worker\n *\n * This function will create a web worker to set up and query the search index\n * which is done using `lunr`. The index must be passed as an observable to\n * enable hacks like _localsearch_ via search index embedding as JSON.\n *\n * @param url - Worker URL\n * @param options - Options\n *\n * @return Worker handler\n */\nexport function setupSearchWorker(\n  url: string, { index$, base$ }: SetupOptions\n): WorkerHandler<SearchMessage> {\n  const worker = new Worker(url)\n\n  /* Create communication channels and resolve relative links */\n  const tx$ = new Subject<SearchMessage>()\n  const rx$ = watchWorker(worker, { tx$ })\n    .pipe(\n      withLatestFrom(base$),\n      map(([message, base]) => {\n        if (isSearchResultMessage(message)) {\n          for (const result of message.data)\n            for (const document of result)\n              document.location = `${base}/${document.location}`\n        }\n        return message\n      }),\n      share()\n    )\n\n  /* Set up search index */\n  index$\n    .pipe(\n      map<SearchIndex, SearchSetupMessage>(data => ({\n        type: SearchMessageType.SETUP,\n        data: setupSearchIndex(data)\n      })),\n      observeOn(asyncScheduler)\n    )\n      .subscribe(tx$.next.bind(tx$))\n\n  /* Return worker handler */\n  return { tx$, rx$ }\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, Subject, fromEvent } from \"rxjs\"\nimport {\n  map,\n  share,\n  switchMapTo,\n  tap,\n  throttle\n} from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Worker message\n */\nexport interface WorkerMessage {\n  type: unknown                        /* Message type */\n  data?: unknown                       /* Message data */\n}\n\n/**\n * Worker handler\n *\n * @template T - Message type\n */\nexport interface WorkerHandler<\n  T extends WorkerMessage\n> {\n  tx$: Subject<T>                      /* Message transmission subject */\n  rx$: Observable<T>                   /* Message receive observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n *\n * @template T - Worker message type\n */\ninterface WatchOptions<T extends WorkerMessage> {\n  tx$: Observable<T>                   /* Message transmission observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch a web worker\n *\n * This function returns an observable that will send all values emitted by the\n * message observable to the web worker. Web worker communication is expected\n * to be bidirectional (request-response) and synchronous. Messages that are\n * emitted during a pending request are throttled, the last one is emitted.\n *\n * @param worker - Web worker\n * @param options - Options\n *\n * @return Worker message observable\n */\nexport function watchWorker<T extends WorkerMessage>(\n  worker: Worker, { tx$ }: WatchOptions<T>\n): Observable<T> {\n\n  /* Intercept messages from worker-like objects */\n  const rx$ = fromEvent<MessageEvent>(worker, \"message\")\n    .pipe<T>(\n      map(({ data }) => data)\n    )\n\n  /* Send and receive messages, return hot observable */\n  return tx$\n    .pipe(\n      throttle(() => rx$, { leading: true, trailing: true }),\n      tap(message => worker.postMessage(message)),\n      switchMapTo(rx$),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  SearchDocument,\n  SearchMetadata,\n  SearchResult\n} from \"integrations/search\"\nimport { h, translate, truncate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Render flag\n */\nconst enum Flag {\n  TEASER = 1,                          /* Render teaser */\n  PARENT = 2                           /* Render as parent */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper function\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a search document\n *\n * @param section - Search document\n * @param flag - Render flags\n *\n * @return Element\n */\nfunction renderSearchDocument(\n  document: SearchDocument & SearchMetadata, flag: Flag\n) {\n  const parent = flag & Flag.PARENT\n  const teaser = flag & Flag.TEASER\n\n  /* Render missing query terms */\n  const missing = Object.keys(document.terms)\n    .filter(key => !document.terms[key])\n    .map(key => [<del>{key}</del>, \" \"])\n    .flat()\n    .slice(0, -1)\n\n  /* Render article or section, depending on flags */\n  const url = document.location\n  return (\n    <a href={url} class=\"md-search-result__link\" tabIndex={-1}>\n      <article\n        class={[\"md-search-result__article\", ...parent\n          ? [\"md-search-result__article--document\"]\n          : []\n        ].join(\" \")}\n        data-md-score={document.score.toFixed(2)}\n      >\n        {parent > 0 && <div class=\"md-search-result__icon md-icon\"></div>}\n        <h1 class=\"md-search-result__title\">{document.title}</h1>\n        {teaser > 0 && document.text.length > 0 &&\n          <p class=\"md-search-result__teaser\">\n            {truncate(document.text, 320)}\n          </p>\n        }\n        {teaser > 0 && missing.length > 0 &&\n          <p class=\"md-search-result__terms\">\n            {translate(\"search.result.term.missing\")}: {...missing}\n          </p>\n        }\n      </article>\n    </a>\n  )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a search result\n *\n * @param result - Search result\n * @param threshold - Score threshold\n *\n * @return Element\n */\nexport function renderSearchResult(\n  result: SearchResult, threshold: number = Infinity\n) {\n  const docs = [...result]\n\n  /* Find and extract parent article */\n  const parent = docs.findIndex(doc => !doc.location.includes(\"#\"))\n  const [article] = docs.splice(parent, 1)\n\n  /* Determine last index above threshold */\n  let index = docs.findIndex(doc => doc.score < threshold)\n  if (index === -1)\n    index = docs.length\n\n  /* Partition sections */\n  const best = docs.slice(0, index)\n  const more = docs.slice(index)\n\n  /* Render children */\n  const children = [\n    renderSearchDocument(article, Flag.PARENT | +(!parent && index === 0)),\n    ...best.map(section => renderSearchDocument(section, Flag.TEASER)),\n    ...more.length ? [\n      <details class=\"md-search-result__more\">\n        <summary tabIndex={-1}>\n          {more.length > 0 && more.length === 1\n            ? translate(\"search.result.more.one\")\n            : translate(\"search.result.more.other\", more.length)\n          }\n        </summary>\n        {...more.map(section => renderSearchDocument(section, Flag.TEASER))}\n      </details>\n    ] : []\n  ]\n\n  /* Render search result */\n  return (\n    <li class=\"md-search-result__item\">\n      {children}\n    </li>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SourceFacts } from \"patches/source\"\nimport { h } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render source facts\n *\n * @param facts - Source facts\n *\n * @return Element\n */\nexport function renderSource(\n  facts: SourceFacts\n) {\n  return (\n    <ul class=\"md-source__facts\">\n      {facts.map(fact => (\n        <li class=\"md-source__fact\">{fact}</li>\n      ))}\n    </ul>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport * as ClipboardJS from \"clipboard\"\nimport { NEVER, Observable, Subject } from \"rxjs\"\nimport { mapTo, share, tap } from \"rxjs/operators\"\n\nimport { getElements } from \"browser\"\nimport { renderClipboardButton } from \"templates\"\nimport { translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  document$: Observable<Document>      /* Document observable */\n  dialog$: Subject<string>             /* Dialog subject */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up clipboard\n *\n * This function implements the Clipboard.js integration and injects a button\n * into all code blocks when the document changes.\n *\n * @param options - Options\n *\n * @return Clipboard observable\n */\nexport function setupClipboard(\n  { document$, dialog$ }: SetupOptions\n): Observable<ClipboardJS.Event> {\n  if (!ClipboardJS.isSupported())\n    return NEVER\n\n  /* Inject 'copy-to-clipboard' buttons */\n  document$.subscribe(() => {\n    const blocks = getElements(\"pre > code\")\n    blocks.forEach((block, index) => {\n      const parent = block.parentElement!\n      parent.id = `__code_${index}`\n      parent.insertBefore(\n        renderClipboardButton(parent.id),\n        block\n      )\n    })\n  })\n\n  /* Initialize clipboard */\n  const clipboard$ = new Observable<ClipboardJS.Event>(subscriber => {\n    new ClipboardJS(\".md-clipboard\").on(\"success\", ev => subscriber.next(ev))\n  })\n    .pipe(\n      share()\n    )\n\n  /* Display notification for clipboard event */\n  clipboard$\n    .pipe(\n      tap(ev => ev.clearSelection()),\n      mapTo(translate(\"clipboard.copied\"))\n    )\n      .subscribe(dialog$)\n\n  /* Return clipboard */\n  return clipboard$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h, translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a 'copy-to-clipboard' button\n *\n * @param id - Unique identifier\n *\n * @return Element\n */\nexport function renderClipboardButton(id: string) {\n  return (\n    <button\n      class=\"md-clipboard md-icon\"\n      title={translate(\"clipboard.copy\")}\n      data-clipboard-target={`#${id} > code`}\n    ></button>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { NEVER, Observable, Subject, from, fromEvent, merge, of } from \"rxjs\"\nimport {\n  bufferCount,\n  catchError,\n  debounceTime,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  filter,\n  map,\n  sample,\n  share,\n  skip,\n  switchMap\n} from \"rxjs/operators\"\n\nimport {\n  Viewport,\n  ViewportOffset,\n  getElement,\n  isAnchorLocation,\n  isLocalLocation,\n  replaceElement,\n  setLocation,\n  setLocationHash,\n  setToggle,\n  setViewportOffset\n} from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * History state\n */\ninterface State {\n  url: URL                             /* State URL */\n  offset?: ViewportOffset              /* State viewport offset */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  document$: Subject<Document>         /* Document subject */\n  location$: Subject<URL>              /* Location subject */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up instant loading\n *\n * When fetching, theoretically, we could use `responseType: \"document\"`, but\n * since all MkDocs links are relative, we need to make sure that the current\n * location matches the document we just loaded. Otherwise any relative links\n * in the document could use the old location.\n *\n * This is the reason why we need to synchronize history events and the process\n * of fetching the document for navigation changes (except `popstate` events):\n *\n * 1. Fetch document via `XMLHTTPRequest`\n * 2. Set new location via `history.pushState`\n * 3. Parse and emit fetched document\n *\n * For `popstate` events, we must not use `history.pushState`, or the forward\n * history will be irreversibly overwritten. In case the request fails, the\n * location change is dispatched regularly.\n *\n * @param options - Options\n */\nexport function setupInstantLoading(\n  urls: string[], { document$, viewport$, location$ }: SetupOptions\n): void {\n\n  /* Disable automatic scroll restoration */\n  if (\"scrollRestoration\" in history)\n    history.scrollRestoration = \"manual\"\n\n  /* Hack: ensure that reloads restore viewport offset */\n  fromEvent(window, \"beforeunload\")\n    .subscribe(() => {\n      history.scrollRestoration = \"auto\"\n    })\n\n  /* Hack: ensure absolute favicon link to omit 404s on document switch */\n  const favicon = getElement<HTMLLinkElement>(`link[rel=\"shortcut icon\"]`)\n  if (typeof favicon !== \"undefined\")\n    favicon.href = favicon.href // tslint:disable-line no-self-assignment\n\n  /* Intercept link clicks and convert to state change */\n  const state$ = fromEvent<MouseEvent>(document.body, \"click\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      switchMap(ev => {\n        if (ev.target instanceof HTMLElement) {\n          const el = ev.target.closest(\"a\")\n          if (\n            el && !el.target &&\n            isLocalLocation(el) &&\n            urls.includes(el.href)\n          ) {\n            if (!isAnchorLocation(el))\n              ev.preventDefault()\n            return of(el)\n          }\n        }\n        return NEVER\n      }),\n      map(el => ({ url: new URL(el.href) })),\n      share<State>()\n    )\n\n  /* Always close search on link click */\n  state$.subscribe(() => {\n    setToggle(\"search\", false)\n  })\n\n  /* Filter state changes to dispatch */\n  const push$ = state$\n    .pipe(\n      filter(({ url }) => !isAnchorLocation(url)),\n      share()\n    )\n\n  /* Intercept popstate events (history back and forward) */\n  const pop$ = fromEvent<PopStateEvent>(window, \"popstate\")\n    .pipe(\n      filter(ev => ev.state !== null),\n      map(ev => ({\n        url: new URL(location.href),\n        offset: ev.state\n      })),\n      share<State>()\n    )\n\n  /* Emit location change */\n  merge(push$, pop$)\n    .pipe(\n      distinctUntilChanged((prev, next) => prev.url.href === next.url.href),\n      map(({ url }) => url)\n    )\n      .subscribe(location$)\n\n  /* Fetch document on location change */\n  const ajax$ = location$\n    .pipe(\n      distinctUntilKeyChanged(\"pathname\"),\n      skip(1),\n      switchMap(url => from(fetch(url.href, {\n        credentials: \"same-origin\"\n      }).then(res => res.text()))\n        .pipe(\n          catchError(() => {\n            setLocation(url)\n            return NEVER\n          })\n        )\n      ),\n      share()\n    )\n\n  /* Set new location as soon as the document was fetched */\n  push$\n    .pipe(\n      sample(ajax$)\n    )\n      .subscribe(({ url }) => {\n        history.pushState({}, \"\", url.toString())\n      })\n\n  /* Parse and emit document */\n  const dom = new DOMParser()\n  ajax$\n    .pipe(\n      map(response => dom.parseFromString(response, \"text/html\"))\n    )\n      .subscribe(document$)\n\n  /* Intercept instant loading */\n  const instant$ = merge(push$, pop$)\n    .pipe(\n      sample(document$)\n    )\n\n  // TODO: this must be combined with search scroll restoration on mobile\n  instant$.subscribe(({ url, offset }) => {\n    if (url.hash && !offset) {\n      setLocationHash(url.hash)\n    } else {\n      setViewportOffset(offset || { y: 0 })\n    }\n  })\n\n  /* Replace document metadata */\n  document$\n    .pipe(\n      skip(1) // Skip initial\n    )\n      .subscribe(({ title, head }) => {\n        document.title = title\n\n        /* Replace meta tags */\n        for (const selector of [\n          `link[rel=\"canonical\"]`,\n          `meta[name=\"author\"]`,\n          `meta[name=\"description\"]`\n        ]) {\n          const next = getElement(selector, head)\n          const prev = getElement(selector, document.head)\n          if (\n            typeof next !== \"undefined\" &&\n            typeof prev !== \"undefined\"\n          ) {\n            replaceElement(prev, next)\n          }\n        }\n\n        /* Finished, dispatch document switch event */\n        document.dispatchEvent(new CustomEvent(\"DOMContentSwitch\"))\n      })\n\n  /* Debounce update of viewport offset */\n  viewport$\n    .pipe(\n      debounceTime(250),\n      distinctUntilKeyChanged(\"offset\")\n    )\n      .subscribe(({ offset }) => {\n        history.replaceState(offset, \"\")\n      })\n\n  /* Set viewport offset from history */\n  merge(state$, pop$)\n    .pipe(\n      bufferCount(2, 1),\n      filter(([prev, next]) => {\n        return prev.url.pathname === next.url.pathname\n            && !isAnchorLocation(next.url)\n      }),\n      map(([, state]) => state)\n    )\n      .subscribe(({ offset }) => {\n        setViewportOffset(offset || { y: 0 })\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport {\n  filter,\n  map,\n  share,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport {\n  Key,\n  getActiveElement,\n  getElement,\n  getElements,\n  getToggle,\n  isSusceptibleToKeyboard,\n  setElementFocus,\n  setElementSelection,\n  setToggle,\n  watchKeyboard\n} from \"browser\"\nimport { useComponent } from \"components\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Keyboard mode\n */\nexport type KeyboardMode =\n  | \"global\"                           /* Global */\n  | \"search\"                           /* Search is open */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Keyboard\n */\nexport interface Keyboard extends Key {\n  mode: KeyboardMode                   /* Keyboard mode */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up keyboard\n *\n * This function will set up the keyboard handlers and ensure that keys are\n * correctly propagated. Currently there are two modes:\n *\n * - `global`: This mode is active when the search is closed. It is intended\n *   to assign hotkeys to specific functions of the site. Currently the search,\n *   previous and next page can be triggered.\n *\n * - `search`: This mode is active when the search is open. It maps certain\n *   navigational keys to offer search results that can be entirely navigated\n *   through keyboard input.\n *\n * The keyboard observable is returned and can be used to monitor the keyboard\n * in order toassign further hotkeys to custom functions.\n *\n * @return Keyboard observable\n */\nexport function setupKeyboard(): Observable<Keyboard> {\n  const keyboard$ = watchKeyboard()\n    .pipe(\n      map<Key, Keyboard>(key => ({\n        mode: getToggle(\"search\") ? \"search\" : \"global\",\n        ...key\n      })),\n      filter(({ mode }) => {\n        if (mode === \"global\") {\n          const active = getActiveElement()\n          if (typeof active !== \"undefined\")\n            return !isSusceptibleToKeyboard(active)\n        }\n        return true\n      }),\n      share()\n    )\n\n  /* Set up search keyboard handlers */\n  keyboard$\n    .pipe(\n      filter(({ mode }) => mode === \"search\"),\n      withLatestFrom(\n        useComponent(\"search-query\"),\n        useComponent(\"search-result\")\n      )\n    )\n      .subscribe(([key, query, result]) => {\n        const active = getActiveElement()\n        switch (key.type) {\n\n          /* Enter: prevent form submission */\n          case \"Enter\":\n            if (active === query)\n              key.claim()\n            break\n\n          /* Escape or Tab: close search */\n          case \"Escape\":\n          case \"Tab\":\n            setToggle(\"search\", false)\n            setElementFocus(query, false)\n            break\n\n          /* Vertical arrows: select previous or next search result */\n          case \"ArrowUp\":\n          case \"ArrowDown\":\n            if (typeof active === \"undefined\") {\n              setElementFocus(query)\n            } else {\n              const els = [query, ...getElements(\n                \":not(details) > [href], summary, details[open] [href]\",\n                result\n              )]\n              const i = Math.max(0, (\n                Math.max(0, els.indexOf(active)) + els.length + (\n                  key.type === \"ArrowUp\" ? -1 : +1\n                )\n              ) % els.length)\n              setElementFocus(els[i])\n            }\n\n            /* Prevent scrolling of page */\n            key.claim()\n            break\n\n          /* All other keys: hand to search query */\n          default:\n            if (query !== getActiveElement())\n              setElementFocus(query)\n        }\n      })\n\n  /* Set up global keyboard handlers */\n  keyboard$\n    .pipe(\n      filter(({ mode }) => mode === \"global\"),\n      withLatestFrom(useComponent(\"search-query\"))\n    )\n      .subscribe(([key, query]) => {\n        switch (key.type) {\n\n          /* Open search and select query */\n          case \"f\":\n          case \"s\":\n          case \"/\":\n            setElementFocus(query)\n            setElementSelection(query)\n            key.claim()\n            break\n\n          /* Go to previous page */\n          case \"p\":\n          case \",\":\n            const prev = getElement(\"[href][rel=prev]\")\n            if (typeof prev !== \"undefined\")\n              prev.click()\n            break\n\n          /* Go to next page */\n          case \"n\":\n          case \".\":\n            const next = getElement(\"[href][rel=next]\")\n            if (typeof next !== \"undefined\")\n              next.click()\n            break\n        }\n      })\n\n  /* Return keyboard */\n  return keyboard$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { filter, map, share } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Key\n */\nexport interface Key {\n  type: string                         /* Key type */\n  claim(): void                        /* Key claim */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Check whether an element may receive keyboard input\n *\n * @param el - Element\n *\n * @return Test result\n */\nexport function isSusceptibleToKeyboard(el: HTMLElement): boolean {\n  switch (el.tagName) {\n\n    /* Form elements */\n    case \"INPUT\":\n    case \"SELECT\":\n    case \"TEXTAREA\":\n      return true\n\n    /* Everything else */\n    default:\n      return el.isContentEditable\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch keyboard\n *\n * @return Keyboard observable\n */\nexport function watchKeyboard(): Observable<Key> {\n  return fromEvent<KeyboardEvent>(window, \"keydown\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      map(ev => ({\n        type: ev.key,\n        claim() {\n          ev.preventDefault()\n          ev.stopPropagation()\n        }\n      })),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set element text selection\n *\n * @param el - Element\n */\nexport function setElementSelection(\n  el: HTMLElement\n): void {\n  if (el instanceof HTMLInputElement)\n    el.select()\n  else\n    throw new Error(\"Not implemented\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set search query placeholder\n *\n * @param el - Search query element\n * @param value - Placeholder\n */\nexport function setSearchQueryPlaceholder(\n  el: HTMLInputElement, value: string\n): void {\n  el.placeholder = value\n}\n\n/**\n * Reset search query placeholder\n *\n * @param el - Search query element\n */\nexport function resetSearchQueryPlaceholder(\n  el: HTMLInputElement\n): void {\n  el.placeholder = translate(\"search.placeholder\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  combineLatest,\n  fromEvent,\n  merge,\n  pipe\n} from \"rxjs\"\nimport {\n  delay,\n  distinctUntilChanged,\n  finalize,\n  map,\n  startWith,\n  tap\n} from \"rxjs/operators\"\n\nimport { watchElementFocus } from \"browser\"\nimport { SearchTransformFn, defaultTransform } from \"integrations\"\n\nimport { SearchQuery } from \"../_\"\nimport {\n  resetSearchQueryPlaceholder,\n  setSearchQueryPlaceholder\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  transform?: SearchTransformFn        /* Transformation function */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch search query\n *\n * Note that the focus event which triggers re-reading the current query value\n * is delayed by `1ms` so the input's empty state is allowed to propagate.\n *\n * @param el - Search query element\n * @param options - Options\n *\n * @return Search query observable\n */\nexport function watchSearchQuery(\n  el: HTMLInputElement, { transform }: WatchOptions = {}\n): Observable<SearchQuery> {\n  const fn = transform || defaultTransform\n\n  /* Intercept keyboard events */\n  const value$ = merge(\n    fromEvent(el, \"keyup\"),\n    fromEvent(el, \"focus\").pipe(delay(1))\n  )\n    .pipe(\n      map(() => fn(el.value)),\n      startWith(fn(el.value)),\n      distinctUntilChanged()\n    )\n\n  /* Intercept focus events */\n  const focus$ = watchElementFocus(el)\n\n  /* Combine into single observable */\n  return combineLatest([value$, focus$])\n    .pipe(\n      map(([value, focus]) => ({ value, focus }))\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply search query\n *\n * @param el - Search query element\n *\n * @return Operator function\n */\nexport function applySearchQuery(\n  el: HTMLInputElement\n): MonoTypeOperatorFunction<SearchQuery> {\n  return pipe(\n\n    /* Hide placeholder when search is focused */\n    tap(({ focus }) => {\n      if (focus) {\n        setSearchQueryPlaceholder(el, \"\")\n      } else {\n        resetSearchQueryPlaceholder(el)\n      }\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetSearchQueryPlaceholder(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { OperatorFunction, pipe } from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  map,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { WorkerHandler, setToggle } from \"browser\"\nimport {\n  SearchMessage,\n  SearchMessageType,\n  SearchQueryMessage,\n  SearchTransformFn\n} from \"integrations\"\n\nimport {\n  applySearchQuery,\n  watchSearchQuery\n} from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search query\n */\nexport interface SearchQuery {\n  value: string                        /* Query value */\n  focus: boolean                       /* Query focus */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  transform?: SearchTransformFn        /* Transformation function */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search query from source observable\n *\n * @param handler - Worker handler\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountSearchQuery(\n  { tx$ }: WorkerHandler<SearchMessage>, options: MountOptions = {}\n): OperatorFunction<HTMLInputElement, SearchQuery> {\n  return pipe(\n    switchMap(el => {\n      const query$ = watchSearchQuery(el, options)\n\n      /* Subscribe worker to search query */\n      query$\n        .pipe(\n          distinctUntilKeyChanged(\"value\"),\n          map(({ value }): SearchQueryMessage => ({\n            type: SearchMessageType.QUERY,\n            data: value\n          }))\n        )\n          .subscribe(tx$.next.bind(tx$))\n\n      /* Toggle search on focus */\n      query$\n        .pipe(\n          distinctUntilKeyChanged(\"focus\")\n        )\n          .subscribe(({ focus }) => {\n            if (focus)\n              setToggle(\"search\", focus)\n          })\n\n      /* Return search query */\n      return query$\n        .pipe(\n          applySearchQuery(el)\n        )\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { OperatorFunction, pipe } from \"rxjs\"\nimport {\n  mapTo,\n  startWith,\n  switchMap,\n  switchMapTo,\n  tap\n} from \"rxjs/operators\"\n\nimport { setElementFocus } from \"browser\"\n\nimport { useComponent } from \"../../../_\"\nimport { watchSearchReset } from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search reset from source observable\n *\n * @return Operator function\n */\nexport function mountSearchReset(): OperatorFunction<HTMLElement, void> {\n  return pipe(\n    switchMap(el => watchSearchReset(el)\n      .pipe(\n        switchMapTo(useComponent(\"search-query\")),\n        tap(setElementFocus),\n        mapTo(undefined)\n      )\n    ),\n    startWith(undefined)\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { mapTo } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch search reset\n *\n * @param el - Search reset element\n *\n * @return Search reset observable\n */\nexport function watchSearchReset(\n  el: HTMLElement\n): Observable<void> {\n  return fromEvent(el, \"click\")\n    .pipe(\n      mapTo(undefined)\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set number of search results\n *\n * @param el - Search result metadata element\n * @param value - Number of results\n */\nexport function setSearchResultMeta(\n  el: HTMLElement, value: number\n): void {\n  switch (value) {\n\n    /* No results */\n    case 0:\n      el.textContent = translate(\"search.result.none\")\n      break\n\n    /* One result */\n    case 1:\n      el.textContent = translate(\"search.result.one\")\n      break\n\n    /* Multiple result */\n    default:\n      el.textContent = translate(\"search.result.other\", value)\n  }\n}\n\n/**\n * Reset number of search results\n *\n * @param el - Search result metadata element\n */\nexport function resetSearchResultMeta(\n  el: HTMLElement\n): void {\n  el.textContent = translate(\"search.result.placeholder\")\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Add an element to the search result list\n *\n * @param el - Search result list element\n * @param child - Search result element\n */\nexport function addToSearchResultList(\n  el: HTMLElement, child: Element\n): void {\n  el.appendChild(child)\n}\n\n/**\n * Reset search result list\n *\n * @param el - Search result list element\n */\nexport function resetSearchResultList(\n  el: HTMLElement\n): void {\n  el.innerHTML = \"\"\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  pipe\n} from \"rxjs\"\nimport {\n  finalize,\n  map,\n  mapTo,\n  observeOn,\n  scan,\n  switchMap,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport { getElementOrThrow } from \"browser\"\nimport { SearchResult } from \"integrations/search\"\nimport { renderSearchResult } from \"templates\"\n\nimport { SearchQuery } from \"../../query\"\nimport {\n  addToSearchResultList,\n  resetSearchResultList,\n  resetSearchResultMeta,\n  setSearchResultMeta\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Apply options\n */\ninterface ApplyOptions {\n  query$: Observable<SearchQuery>     /* Search query observable */\n  ready$: Observable<boolean>         /* Search ready observable */\n  fetch$: Observable<boolean>         /* Result fetch observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Apply search results\n *\n * This function will perform a lazy rendering of the search results, depending\n * on the vertical offset of the search result container. When the scroll offset\n * reaches the bottom of the element, more results are fetched and rendered.\n *\n * @param el - Search result element\n * @param options - Options\n *\n * @return Operator function\n */\nexport function applySearchResult(\n  el: HTMLElement, { query$, ready$, fetch$ }: ApplyOptions\n): MonoTypeOperatorFunction<SearchResult[]> {\n  const list = getElementOrThrow(\".md-search-result__list\", el)\n  const meta = getElementOrThrow(\".md-search-result__meta\", el)\n  return pipe(\n\n    /* Apply search result metadata */\n    withLatestFrom(query$, ready$),\n    map(([result, query]) => {\n      if (query.value) {\n        setSearchResultMeta(meta, result.length)\n      } else {\n        resetSearchResultMeta(meta)\n      }\n      return result\n    }),\n\n    /* Apply search result list */\n    switchMap(result => {\n      const thresholds = [...result.map(([best]) => best.score), 0]\n      return fetch$\n        .pipe(\n\n          /* Defer repaint to next animation frame */\n          observeOn(animationFrameScheduler),\n          scan(index => {\n            const container = el.parentElement!\n            while (index < result.length) {\n              addToSearchResultList(list, renderSearchResult(\n                result[index++], thresholds[index]\n              ))\n              if (container.scrollHeight - container.offsetHeight > 16)\n                break\n            }\n            return index\n          }, 0),\n\n          /* Re-map to search result */\n          mapTo(result),\n\n          /* Reset on complete or error */\n          finalize(() => {\n            resetSearchResultList(list)\n          })\n        )\n      }\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, pipe } from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  filter,\n  map,\n  mapTo,\n  startWith,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { WorkerHandler, watchElementOffset } from \"browser\"\nimport {\n  SearchMessage,\n  SearchResult,\n  isSearchReadyMessage,\n  isSearchResultMessage\n} from \"integrations\"\n\nimport { SearchQuery } from \"../../query\"\nimport { applySearchResult } from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search result from source observable\n *\n * @param handler - Worker handler\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountSearchResult(\n  { rx$ }: WorkerHandler<SearchMessage>, { query$ }: MountOptions\n): OperatorFunction<HTMLElement, SearchResult[]> {\n  return pipe(\n    switchMap(el => {\n      const container = el.parentElement!\n\n      /* Compute if search is ready */\n      const ready$ = rx$\n        .pipe(\n          filter(isSearchReadyMessage),\n          mapTo(true)\n        )\n\n      /* Compute whether there are more search results to fetch */\n      const fetch$ = watchElementOffset(container)\n        .pipe(\n          map(({ y }) => {\n            return y >= container.scrollHeight - container.offsetHeight - 16\n          }),\n          distinctUntilChanged(),\n          filter(Boolean)\n        )\n\n      /* Apply search results */\n      return rx$\n        .pipe(\n          filter(isSearchResultMessage),\n          map(({ data }) => data),\n          applySearchResult(el, { query$, ready$, fetch$ }),\n          startWith([])\n        )\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, of, pipe } from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  map,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { Viewport, watchViewportAt } from \"browser\"\n\nimport { Header } from \"../../header\"\nimport { applyTabs } from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Tabs\n */\nexport interface Tabs {\n  hidden: boolean                      /* Whether the tabs are hidden */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  screen$: Observable<boolean>         /* Media screen observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount tabs from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountTabs(\n  { header$, viewport$, screen$ }: MountOptions\n): OperatorFunction<HTMLElement, Tabs> {\n  return pipe(\n    switchMap(el => screen$\n      .pipe(\n        switchMap(screen => {\n\n          /* [screen +]: Mount tabs above screen breakpoint */\n          if (screen) {\n            return watchViewportAt(el, { header$, viewport$ })\n              .pipe(\n                map(({ offset: { y } }) => ({ hidden: y >= 10 })),\n                distinctUntilKeyChanged(\"hidden\"),\n                applyTabs(el)\n              )\n\n          /* [screen -]: Unmount tabs below screen breakpoint */\n          } else {\n            return of({ hidden: true })\n          }\n        })\n      )\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  animationFrameScheduler,\n  pipe\n} from \"rxjs\"\nimport { finalize, observeOn, tap } from \"rxjs/operators\"\n\nimport { Tabs } from \"../_\"\nimport {\n  resetTabsHidden,\n  setTabsHidden\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Apply tabs\n *\n * @param el - Tabs element\n *\n * @return Operator function\n */\nexport function applyTabs(\n  el: HTMLElement\n): MonoTypeOperatorFunction<Tabs> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(({ hidden }) => {\n      setTabsHidden(el, hidden)\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetTabsHidden(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set tabs hidden\n *\n * @param el - Tabs element\n * @param value - Whether the element is hidden\n */\nexport function setTabsHidden(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"hidden\" : \"\")\n}\n\n/**\n * Reset tabs hidden\n *\n * @param el - Tabs element\n */\nexport function resetTabsHidden(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set anchor blur\n *\n * @param el - Anchor element\n * @param value - Whether the anchor is blurred\n */\nexport function setAnchorBlur(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"blur\" : \"\")\n}\n\n/**\n * Reset anchor blur\n *\n * @param el - Anchor element\n */\nexport function resetAnchorBlur(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Set anchor active\n *\n * @param el - Anchor element\n * @param value - Whether the anchor is active\n */\nexport function setAnchorActive(\n  el: HTMLElement, value: boolean\n): void {\n  el.classList.toggle(\"md-nav__link--active\", value)\n}\n\n/**\n * Reset anchor active\n *\n * @param el - Anchor element\n */\nexport function resetAnchorActive(\n  el: HTMLElement\n): void {\n  el.classList.remove(\"md-nav__link--active\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  OperatorFunction,\n  combineLatest,\n  of,\n  pipe\n} from \"rxjs\"\nimport { map, switchMap } from \"rxjs/operators\"\n\nimport { Viewport, getElements } from \"browser\"\n\nimport { Header } from \"../../header\"\nimport { Main } from \"../../main\"\nimport {\n  Sidebar,\n  applySidebar,\n  watchSidebar\n} from \"../../shared\"\nimport {\n  AnchorList,\n  applyAnchorList,\n  watchAnchorList\n} from \"../anchor\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Table of contents for [tablet -]\n */\ninterface TableOfContentsBelowTablet {} // tslint:disable-line\n\n/**\n * Table of contents for [tablet +]\n */\ninterface TableOfContentsAboveTablet {\n  sidebar: Sidebar                     /* Sidebar */\n  anchors: AnchorList                  /* Anchor list */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Table of contents\n */\nexport type TableOfContents =\n  | TableOfContentsBelowTablet\n  | TableOfContentsAboveTablet\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  tablet$: Observable<boolean>         /* Tablet media observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount table of contents from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountTableOfContents(\n  { header$, main$, viewport$, tablet$ }: MountOptions\n): OperatorFunction<HTMLElement, TableOfContents> {\n  return pipe(\n    switchMap(el => tablet$\n      .pipe(\n        switchMap(tablet => {\n\n          /* [tablet +]: Mount table of contents in sidebar */\n          if (tablet) {\n            const els = getElements<HTMLAnchorElement>(\".md-nav__link\", el)\n\n            /* Watch and apply sidebar */\n            const sidebar$ = watchSidebar(el, { main$, viewport$ })\n              .pipe(\n                applySidebar(el, { header$ })\n              )\n\n            /* Watch and apply anchor list (scroll spy) */\n            const anchors$ = watchAnchorList(els, { header$, viewport$ })\n              .pipe(\n                applyAnchorList(els)\n              )\n\n            /* Combine into single hot observable */\n            return combineLatest([sidebar$, anchors$])\n              .pipe(\n                map(([sidebar, anchors]) => ({ sidebar, anchors }))\n              )\n\n          /* [tablet -]: Unmount table of contents */\n          } else {\n            return of({})\n          }\n        })\n      )\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  combineLatest,\n  pipe\n} from \"rxjs\"\nimport {\n  bufferCount,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  finalize,\n  map,\n  observeOn,\n  scan,\n  startWith,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { Viewport, getElement, watchElementSize } from \"browser\"\n\nimport { Header } from \"../../../header\"\nimport { AnchorList } from \"../_\"\nimport {\n  resetAnchorActive,\n  resetAnchorBlur,\n  setAnchorActive,\n  setAnchorBlur\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch anchor list\n *\n * This is effectively a scroll-spy implementation which will account for the\n * fixed header and automatically re-calculate anchor offsets when the viewport\n * is resized. The returned observable will only emit if the anchor list needs\n * to be repainted.\n *\n * This implementation tracks an anchor element's entire path starting from its\n * level up to the top-most anchor element, e.g. `[h3, h2, h1]`. Although the\n * Material theme currently doesn't make use of this information, it enables\n * the styling of the entire hierarchy through customization.\n *\n * Note that the current anchor is the last item of the `prev` anchor list.\n *\n * @param els - Anchor elements\n * @param options - Options\n *\n * @return Anchor list observable\n */\nexport function watchAnchorList(\n  els: HTMLAnchorElement[], { header$, viewport$ }: WatchOptions\n): Observable<AnchorList> {\n  const table = new Map<HTMLAnchorElement, HTMLElement>()\n  for (const el of els) {\n    const id = decodeURIComponent(el.hash.substring(1))\n    const target = getElement(`[id=\"${id}\"]`)\n    if (typeof target !== \"undefined\")\n      table.set(el, target)\n  }\n\n  /* Compute necessary adjustment for header */\n  const adjust$ = header$\n    .pipe(\n      map(header => 18 + header.height)\n    )\n\n  /* Compute partition of previous and next anchors */\n  const partition$ = watchElementSize(document.body)\n    .pipe(\n      distinctUntilKeyChanged(\"height\"),\n\n      /* Build index to map anchor paths to vertical offsets */\n      map(() => {\n        let path: HTMLAnchorElement[] = []\n        return [...table].reduce((index, [anchor, target]) => {\n          while (path.length) {\n            const last = table.get(path[path.length - 1])!\n            if (last.tagName >= target.tagName) {\n              path.pop()\n            } else {\n              break\n            }\n          }\n\n          /* If the current anchor is hidden, continue with its parent */\n          let offset = target.offsetTop\n          while (!offset && target.parentElement) {\n            target = target.parentElement\n            offset = target.offsetTop\n          }\n\n          /* Map reversed anchor path to vertical offset */\n          return index.set(\n            [...path = [...path, anchor]].reverse(),\n            offset\n          )\n        }, new Map<HTMLAnchorElement[], number>())\n      }),\n\n      /* Re-compute partition when viewport offset changes */\n      switchMap(index => combineLatest([adjust$, viewport$])\n        .pipe(\n          scan(([prev, next], [adjust, { offset: { y } }]) => {\n\n            /* Look forward */\n            while (next.length) {\n              const [, offset] = next[0]\n              if (offset - adjust < y) {\n                prev = [...prev, next.shift()!]\n              } else {\n                break\n              }\n            }\n\n            /* Look backward */\n            while (prev.length) {\n              const [, offset] = prev[prev.length - 1]\n              if (offset - adjust >= y) {\n                next = [prev.pop()!, ...next]\n              } else {\n                break\n              }\n            }\n\n            /* Return partition */\n            return [prev, next]\n          }, [[], [...index]]),\n          distinctUntilChanged((a, b) => {\n            return a[0] === b[0]\n                && a[1] === b[1]\n          })\n        )\n      )\n    )\n\n  /* Compute and return anchor list migrations */\n  return partition$\n    .pipe(\n      map(([prev, next]) => ({\n        prev: prev.map(([path]) => path),\n        next: next.map(([path]) => path)\n      })),\n\n      /* Extract anchor list migrations */\n      startWith({ prev: [], next: [] }),\n      bufferCount(2, 1),\n      map(([a, b]) => {\n\n        /* Moving down */\n        if (a.prev.length < b.prev.length) {\n          return {\n            prev: b.prev.slice(Math.max(0, a.prev.length - 1), b.prev.length),\n            next: []\n          }\n\n        /* Moving up */\n        } else {\n          return {\n            prev: b.prev.slice(-1),\n            next: b.next.slice(0, b.next.length - a.next.length)\n          }\n        }\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply anchor list\n *\n * @param els - Anchor elements\n *\n * @return Operator function\n */\nexport function applyAnchorList(\n  els: HTMLAnchorElement[]\n): MonoTypeOperatorFunction<AnchorList> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(({ prev, next }) => {\n\n      /* Look forward */\n      for (const [el] of next) {\n        resetAnchorActive(el)\n        resetAnchorBlur(el)\n      }\n\n      /* Look backward */\n      prev.forEach(([el], index) => {\n        setAnchorActive(el, index === prev.length - 1)\n        setAnchorBlur(el, true)\n      })\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      for (const el of els) {\n        resetAnchorActive(el)\n        resetAnchorBlur(el)\n      }\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { NEVER, Observable, fromEvent, iif, merge } from \"rxjs\"\nimport { map, mapTo, shareReplay, switchMap } from \"rxjs/operators\"\n\nimport { getElements } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Check whether the given device is an Apple device\n *\n * @return Test result\n */\nfunction isAppleDevice(): boolean {\n  return /(iPad|iPhone|iPod)/.test(navigator.userAgent)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all elements with `data-md-scrollfix` attributes\n *\n * This is a year-old patch which ensures that overflow scrolling works at the\n * top and bottom of containers on iOS by ensuring a `1px` scroll offset upon\n * the start of a touch event.\n *\n * @see https://bit.ly/2SCtAOO - Original source\n *\n * @param options - Options\n */\nexport function patchScrollfix(\n  { document$ }: PatchOptions\n): void {\n  const els$ = document$\n    .pipe(\n      map(() => getElements(\"[data-md-scrollfix]\")),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* Remove marker attribute, so we'll only add the fix once */\n  els$.subscribe(els => {\n    for (const el of els)\n      el.removeAttribute(\"data-md-scrollfix\")\n  })\n\n  /* Patch overflow scrolling on touch start */\n  iif(isAppleDevice, els$, NEVER)\n    .pipe(\n      switchMap(els => merge(...els.map(el => (\n        fromEvent(el, \"touchstart\")\n          .pipe(\n            mapTo(el)\n          )\n      ))))\n    )\n      .subscribe(el => {\n        const top = el.scrollTop\n\n        /* We're at the top of the container */\n        if (top === 0) {\n          el.scrollTop = 1\n\n        /* We're at the bottom of the container */\n        } else if (top + el.offsetHeight === el.scrollHeight) {\n          el.scrollTop = top - 1\n        }\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { NEVER, Observable } from \"rxjs\"\nimport { catchError, filter, map, switchMap } from \"rxjs/operators\"\n\nimport { getElementOrThrow, getElements } from \"browser\"\nimport { renderSource } from \"templates\"\nimport { cache, hash } from \"utilities\"\n\nimport { fetchSourceFactsFromGitHub } from \"./github\"\nimport { fetchSourceFactsFromGitLab } from \"./gitlab\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Source facts\n */\nexport type SourceFacts = string[]\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch source facts\n *\n * @param url - Source repository URL\n *\n * @return Source facts observable\n */\nfunction fetchSourceFacts(\n  url: string\n): Observable<SourceFacts> {\n  const [type] = url.match(/(git(?:hub|lab))/i) || []\n  switch (type.toLowerCase()) {\n\n    /* GitHub repository */\n    case \"github\":\n      const [, user, repo] = url.match(/^.+github\\.com\\/([^\\/]+)\\/?([^\\/]+)?/i)!\n      return fetchSourceFactsFromGitHub(user, repo)\n\n    /* GitLab repository */\n    case \"gitlab\":\n      const [, base, slug] = url.match(/^.+?([^\\/]*gitlab[^\\/]+)\\/(.+?)\\/?$/i)!\n      return fetchSourceFactsFromGitLab(base, slug)\n\n    /* Everything else */\n    default:\n      return NEVER\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch elements containing repository information\n *\n * This function will retrieve the URL from the repository link and try to\n * query data from integrated source code platforms like GitHub or GitLab.\n *\n * @param options - Options\n */\nexport function patchSource(\n  { document$ }: PatchOptions\n): void {\n  document$\n    .pipe(\n      map(() => getElementOrThrow<HTMLAnchorElement>(\".md-source[href]\")),\n      switchMap(({ href }) => (\n        cache(`${hash(href)}`, () => fetchSourceFacts(href))\n      )),\n      filter(facts => facts.length > 0),\n      catchError(() => NEVER)\n    )\n      .subscribe(facts => {\n        for (const el of getElements(\".md-source__repository\")) {\n          if (!el.hasAttribute(\"data-md-state\")) {\n            el.setAttribute(\"data-md-state\", \"done\")\n            el.appendChild(renderSource(facts))\n          }\n        }\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Repo, User } from \"github-types\"\nimport { Observable, from } from \"rxjs\"\nimport {\n  defaultIfEmpty,\n  filter,\n  map,\n  share,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { round } from \"utilities\"\n\nimport { SourceFacts } from \"..\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch GitHub source facts\n *\n * @param user - GitHub user\n * @param repo - GitHub repository\n *\n * @return Source facts observable\n */\nexport function fetchSourceFactsFromGitHub(\n  user: string, repo?: string\n): Observable<SourceFacts> {\n  const url = typeof repo !== \"undefined\"\n    ? `https://api.github.com/repos/${user}/${repo}`\n    : `https://api.github.com/users/${user}`\n  return from(fetch(url))\n    .pipe(\n      filter(res => res.status === 200),\n      switchMap(res => res.json()),\n      map(data => {\n\n        /* GitHub repository */\n        if (typeof repo !== \"undefined\") {\n          const { stargazers_count, forks_count }: Repo = data\n          return [\n            `${round(stargazers_count!)} Stars`,\n            `${round(forks_count!)} Forks`\n          ]\n\n        /* GitHub user/organization */\n        } else {\n          const { public_repos }: User = data\n          return [\n            `${round(public_repos!)} Repositories`\n          ]\n        }\n      }),\n      defaultIfEmpty([]),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ProjectSchema } from \"gitlab\"\nimport { Observable, from } from \"rxjs\"\nimport {\n  defaultIfEmpty,\n  filter,\n  map,\n  share,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { round } from \"utilities\"\n\nimport { SourceFacts } from \"..\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch GitLab source facts\n *\n * @param base - GitLab base\n * @param project - GitLab project\n *\n * @return Source facts observable\n */\nexport function fetchSourceFactsFromGitLab(\n  base: string, project: string\n): Observable<SourceFacts> {\n  const url = `https://${base}/api/v4/projects/${encodeURIComponent(project)}`\n  return from(fetch(url))\n    .pipe(\n      filter(res => res.status === 200),\n      switchMap(res => res.json()),\n      map(({ star_count, forks_count }: ProjectSchema) => ([\n        `${round(star_count)} Stars`,\n        `${round(forks_count)} Forks`\n      ])),\n      defaultIfEmpty([]),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, defer, of } from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Cache the last value emitted by an observable in session storage\n *\n * If the key is not found in session storage, the factory is executed and the\n * latest value emitted will automatically be persisted to sessions storage.\n * Note that the values emitted by the returned observable must be serializable\n * as `JSON`, or data will be lost.\n *\n * @template T - Value type\n *\n * @param key - Cache key\n * @param factory - Observable factory\n *\n * @return Value observable\n */\nexport function cache<T>(\n  key: string, factory: () => Observable<T>\n): Observable<T> {\n  return defer(() => {\n    const data = sessionStorage.getItem(key)\n    if (data) {\n      return of(JSON.parse(data) as T)\n\n    /* Retrieve value from observable factory and write to storage */\n    } else {\n      const value$ = factory()\n      value$.subscribe(value => {\n        try {\n          sessionStorage.setItem(key, JSON.stringify(value))\n        } catch (err) {\n          /* Uncritical, just swallow */\n        }\n      })\n\n      /* Return value */\n      return value$\n    }\n  })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n// DISCLAIMER: this file is still WIP. There're some refactoring opportunities\n// which must be tackled after we gathered some feedback on v5.\n// tslint:disable\n\nimport \"focus-visible\"\n\nimport {\n  merge,\n  combineLatest,\n  animationFrameScheduler,\n  fromEvent,\n  from,\n  defer,\n  of,\n  NEVER\n} from \"rxjs\"\nimport {\n  delay,\n  switchMap,\n  tap,\n  filter,\n  withLatestFrom,\n  observeOn,\n  take,\n  shareReplay,\n  catchError,\n  map,\n  bufferCount,\n  distinctUntilKeyChanged\n} from \"rxjs/operators\"\n\nimport {\n  watchToggle,\n  setToggle,\n  getElements,\n  watchMedia,\n  watchDocument,\n  watchLocation,\n  watchLocationHash,\n  watchViewport,\n  isLocalLocation,\n  setLocationHash,\n  watchLocationBase,\n  getElement\n} from \"browser\"\nimport {\n  mountHeader,\n  mountMain,\n  mountNavigation,\n  mountSearch,\n  mountTableOfContents,\n  mountTabs,\n  useComponent,\n  setupComponents,\n  mountSearchQuery,\n  mountSearchReset,\n  mountSearchResult\n} from \"components\"\nimport {\n  setupClipboard,\n  setupDialog,\n  setupKeyboard,\n  setupInstantLoading,\n  setupSearchWorker,\n  SearchIndex,\n  SearchIndexPipeline\n} from \"integrations\"\nimport {\n  patchCodeBlocks,\n  patchTables,\n  patchDetails,\n  patchScrollfix,\n  patchSource,\n  patchScripts\n} from \"patches\"\nimport { isConfig } from \"utilities\"\n\n/* ------------------------------------------------------------------------- */\n\n/* Denote that JavaScript is available */\ndocument.documentElement.classList.remove(\"no-js\")\ndocument.documentElement.classList.add(\"js\")\n\n/* Test for iOS */\nif (navigator.userAgent.match(/(iPad|iPhone|iPod)/g))\n  document.documentElement.classList.add(\"ios\")\n\n/**\n * Set scroll lock\n *\n * @param el - Scrollable element\n * @param value - Vertical offset\n */\nexport function setScrollLock(\n  el: HTMLElement, value: number\n): void {\n  el.setAttribute(\"data-md-state\", \"lock\")\n  el.style.top = `-${value}px`\n}\n\n/**\n * Reset scroll lock\n *\n * @param el - Scrollable element\n */\nexport function resetScrollLock(\n  el: HTMLElement\n): void {\n  const value = -1 * parseInt(el.style.top, 10)\n  el.removeAttribute(\"data-md-state\")\n  el.style.top = \"\"\n  if (value)\n    window.scrollTo(0, value)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Initialize Material for MkDocs\n *\n * @param config - Configuration\n */\nexport function initialize(config: unknown) {\n  if (!isConfig(config))\n    throw new SyntaxError(`Invalid configuration: ${JSON.stringify(config)}`)\n\n  /* Set up subjects */\n  const document$ = watchDocument()\n  const location$ = watchLocation()\n\n  /* Set up user interface observables */\n  const base$     = watchLocationBase(config.base, { location$ })\n  const hash$     = watchLocationHash()\n  const viewport$ = watchViewport()\n  const tablet$   = watchMedia(\"(min-width: 960px)\")\n  const screen$   = watchMedia(\"(min-width: 1220px)\")\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Set up component bindings */\n  setupComponents([\n    \"announce\",                        /* Announcement bar */\n    \"container\",                       /* Container */\n    \"header\",                          /* Header */\n    \"header-title\",                    /* Header title */\n    \"main\",                            /* Main area */\n    \"navigation\",                      /* Navigation */\n    \"search\",                          /* Search */\n    \"search-query\",                    /* Search input */\n    \"search-reset\",                    /* Search reset */\n    \"search-result\",                   /* Search results */\n    \"skip\",                            /* Skip link */\n    \"tabs\",                            /* Tabs */\n    \"toc\"                              /* Table of contents */\n  ], { document$ })\n\n  const keyboard$ = setupKeyboard()\n\n  // Hack: only make code blocks focusable on non-touch devices\n  if (matchMedia(\"(hover)\").matches)\n    patchCodeBlocks({ document$, viewport$ })\n  patchDetails({ document$, hash$ })\n  patchScripts({ document$ })\n  patchSource({ document$ })\n  patchTables({ document$ })\n\n  /* Force 1px scroll offset to trigger overflow scrolling */\n  patchScrollfix({ document$ })\n\n  /* Set up clipboard and dialog */\n  const dialog$ = setupDialog()\n  const clipboard$ = setupClipboard({ document$, dialog$ })\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Create header observable */\n  const header$ = useComponent(\"header\")\n    .pipe(\n      mountHeader({ document$, viewport$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  const main$ = useComponent(\"main\")\n    .pipe(\n      mountMain({ header$, viewport$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  const navigation$ = useComponent(\"navigation\")\n    .pipe(\n      mountNavigation({ header$, main$, viewport$, screen$ }),\n      shareReplay({ bufferSize: 1, refCount: true }) // shareReplay because there might be late subscribers\n    )\n\n  const toc$ = useComponent(\"toc\")\n    .pipe(\n      mountTableOfContents({ header$, main$, viewport$, tablet$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  const tabs$ = useComponent(\"tabs\")\n    .pipe(\n      mountTabs({ header$, viewport$, screen$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Search worker - only if search is present */\n  const worker$ = useComponent(\"search\")\n    .pipe(\n      switchMap(() => defer(() => {\n        const index = config.search && config.search.index\n          ? config.search.index\n          : undefined\n\n        /* Fetch index if it wasn't passed explicitly */\n        const index$ = (\n          typeof index !== \"undefined\"\n            ? from(index)\n            : base$\n                .pipe(\n                  switchMap(base => fetch(`${base}/search/search_index.json`, {\n                    credentials: \"same-origin\"\n                  }).then(res => res.json())) // SearchIndex\n                )\n        )\n\n        return of(setupSearchWorker(config.search.worker, {\n          base$, index$\n        }))\n      }))\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Mount search query */\n  const search$ = worker$\n    .pipe(\n      switchMap(worker => {\n\n        const query$ = useComponent(\"search-query\")\n          .pipe(\n            mountSearchQuery(worker, { transform: config.search.transform }),\n            shareReplay({ bufferSize: 1, refCount: true })\n          )\n\n        /* Mount search reset */\n        const reset$ = useComponent(\"search-reset\")\n          .pipe(\n            mountSearchReset(),\n            shareReplay({ bufferSize: 1, refCount: true })\n          )\n\n        /* Mount search result */\n        const result$ = useComponent(\"search-result\")\n          .pipe(\n            mountSearchResult(worker, { query$ }),\n            shareReplay({ bufferSize: 1, refCount: true })\n          )\n\n        return useComponent(\"search\")\n          .pipe(\n            mountSearch(worker, { query$, reset$, result$ }),\n          )\n      }),\n      catchError(() => {\n        useComponent(\"search\")\n          .subscribe(el => el.hidden = true) // TODO: Hack\n        return NEVER\n      }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  // // put into search...\n  hash$\n    .pipe(\n      tap(() => setToggle(\"search\", false)),\n      delay(125), // ensure that it runs after the body scroll reset...\n    )\n      .subscribe(hash => setLocationHash(`#${hash}`))\n\n  // TODO: scroll restoration must be centralized\n  combineLatest([\n    watchToggle(\"search\"),\n    tablet$,\n  ])\n    .pipe(\n      withLatestFrom(viewport$),\n      switchMap(([[toggle, tablet], { offset: { y }}]) => {\n        const active = toggle && !tablet\n        return document$\n          .pipe(\n            delay(active ? 400 : 100),\n            observeOn(animationFrameScheduler),\n            tap(({ body }) => active\n              ? setScrollLock(body, y)\n              : resetScrollLock(body)\n            )\n          )\n      })\n    )\n      .subscribe()\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Always close drawer on click */\n  fromEvent<MouseEvent>(document.body, \"click\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      filter(ev => {\n        if (ev.target instanceof HTMLElement) {\n          const el = ev.target.closest(\"a\") // TODO: abstract as link click?\n          if (el && isLocalLocation(el)) {\n            return true\n          }\n        }\n        return false\n      })\n    )\n      .subscribe(() => {\n        setToggle(\"drawer\", false)\n      })\n\n  /* Enable instant loading, if not on file:// protocol */\n  if (\n    config.features.includes(\"navigation.instant\") &&\n    location.protocol !== \"file:\"\n  ) {\n    const dom = new DOMParser()\n\n    /* Fetch sitemap and extract URL whitelist */\n    base$\n      .pipe(\n        switchMap(base => from(fetch(`${base}/sitemap.xml`)\n          .then(res => res.text())\n          .then(text => dom.parseFromString(text, \"text/xml\"))\n        )),\n        withLatestFrom(base$),\n        map(([document, base]) => {\n          const urls = getElements(\"loc\", document)\n            .map(node => node.textContent!)\n\n          // Hack: This is a temporary fix to normalize instant loading lookup\n          // on localhost and Netlify previews. If this approach proves to be\n          // suitable, we'll refactor URL whitelisting anyway. We take the two\n          // shortest URLs and determine the common prefix to isolate the\n          // domain. If there're no two domains, we just leave it as-is, as\n          // there isn't anything to be loaded anway.\n          if (urls.length > 1) {\n            const [a, b] = urls.sort((a, b) => a.length - b.length)\n\n            /* Determine common prefix */\n            let index = 0\n            if (a === b)\n              index = a.length\n            else\n              while (a.charAt(index) === b.charAt(index))\n                index++\n\n            /* Replace common prefix (i.e. base) with effective base */\n            for (let i = 0; i < urls.length; i++)\n              urls[i] = urls[i].replace(a.slice(0, index), `${base}/`)\n          }\n          return urls\n        })\n      )\n        .subscribe(urls => {\n          setupInstantLoading(urls, { document$, location$, viewport$ })\n        })\n  }\n\n  /* ----------------------------------------------------------------------- */\n\n  // Make indeterminate toggles indeterminate to expand navigation on screen\n  document$.subscribe(() => {\n    const toggles = getElements<HTMLInputElement>(\"[data-md-state=indeterminate]\")\n    for (const toggle of toggles) {\n      toggle.dataset.mdState = \"\"\n      toggle.indeterminate = true\n      toggle.checked = false\n    }\n  })\n\n  // Auto hide header - this is still experimental, so there might be some\n  // opportunities for refactoring, but we'll address them when this feature\n  // got some feedback from the community.\n  if (config.features.includes(\"header.autohide\")) {\n    viewport$\n      .pipe(\n        map(({ offset }) => offset.y),\n        bufferCount(2, 1),\n        map(([a, b]) => [a < b, b] as const),\n        distinctUntilKeyChanged(0),\n        switchMap(([direction, y0]) => viewport$\n          .pipe(\n            map(({ offset }) => offset.y),\n            filter(y1 => y1 > 400),\n            map(y1 => Math.abs(y0 - y1)),\n            filter(y => y > 100),\n            map(() => direction),\n            take(1)\n          )\n        )\n      )\n        .subscribe(hide => {\n          const header = getElement(\"[data-md-component=header]\")\n          header?.setAttribute(\"data-md-state\", hide ? \"hidden\": \"shadow\")\n        })\n  }\n\n  /* ----------------------------------------------------------------------- */\n\n  const state = {\n\n    /* Browser observables */\n    document$,\n    location$,\n    viewport$,\n\n    /* Component observables */\n    header$,\n    main$,\n    navigation$,\n    search$,\n    tabs$,\n    toc$,\n\n    /* Integration observables */\n    clipboard$,\n    keyboard$,\n    dialog$\n  }\n\n  /* Subscribe to all observables */\n  merge(...Object.values(state))\n    .subscribe()\n  return state\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SearchIndex, SearchTransformFn } from \"integrations\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Feature flags\n */\nexport type Feature =\n  | \"header.autohide\"                  /* Hide header */\n  | \"navigation.tabs\"                  /* Tabs navigation */\n  | \"navigation.instant\"               /* Instant loading */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Configuration\n */\nexport interface Config {\n  base: string                         /* Base URL */\n  features: Feature[]                  /* Feature flags */\n  search: {\n    worker: string                     /* Worker URL */\n    index?: Promise<SearchIndex>       /* Promise resolving with index */\n    transform?: SearchTransformFn      /* Transformation function */\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Ensure that the given value is a valid configuration\n *\n * We could use `jsonschema` or any other schema validation framework, but that\n * would just add more bloat to the bundle, so we'll keep it plain and simple.\n *\n * @param config - Configuration\n *\n * @return Test result\n */\nexport function isConfig(config: any): config is Config {\n  return typeof config === \"object\"\n      && typeof config.base === \"string\"\n      && typeof config.features === \"object\"\n      && typeof config.search === \"object\"\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ReplaySubject, Subject, fromEvent } from \"rxjs\"\nimport { mapTo } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch document\n *\n * Documents must be implemented as subjects, so all downstream observables are\n * automatically updated when a new document is emitted. This enabled features\n * like instant loading.\n *\n * @return Document subject\n */\nexport function watchDocument(): Subject<Document> {\n  const document$ = new ReplaySubject<Document>()\n  fromEvent(document, \"DOMContentLoaded\")\n    .pipe(\n      mapTo(document)\n    )\n      .subscribe(document$)\n\n  /* Return document */\n  return document$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport { map, shareReplay, take } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  location$: Observable<URL>           /* Location observable */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location base\n *\n * @return Location base observable\n */\nexport function watchLocationBase(\n  base: string, { location$ }: WatchOptions\n): Observable<string> {\n  return location$\n    .pipe(\n      take(1),\n      map(({ href }) => new URL(base, href)\n        .toString()\n        .replace(/\\/$/, \"\")\n      ),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, combineLatest } from \"rxjs\"\nimport { distinctUntilKeyChanged, map } from \"rxjs/operators\"\n\nimport { Viewport, getElements } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  document$: Observable<Document>      /* Document observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `code` elements\n *\n * This function will make overflowing code blocks focusable via keyboard, so\n * they can be scrolled without a mouse.\n *\n * @param options - Options\n */\nexport function patchCodeBlocks(\n  { document$, viewport$ }: MountOptions\n): void {\n  const els$ = document$\n    .pipe(\n      map(() => getElements<HTMLTableElement>(\"pre > code\"))\n    )\n\n  /* Observe viewport size only */\n  const size$ = viewport$\n    .pipe(\n      distinctUntilKeyChanged(\"size\")\n    )\n\n  /* Make overflowing elements focusable */\n  combineLatest([els$, size$])\n    .subscribe(([els]) => {\n      for (const el of els) {\n        if (el.scrollWidth > el.clientWidth)\n          el.setAttribute(\"tabindex\", \"0\")\n        else\n          el.removeAttribute(\"tabindex\")\n      }\n    })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport {\n  filter,\n  map,\n  switchMapTo,\n  tap\n} from \"rxjs/operators\"\n\nimport {\n  getElement,\n  getElements,\n  watchMedia\n} from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n  hash$: Observable<string>            /* Location hash observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `details` elements\n *\n * This function will ensure that all `details` tags are opened prior to\n * printing, so the whole content of the page is included, and on anchor jumps.\n *\n * @param options - Options\n */\nexport function patchDetails(\n  { document$, hash$ }: PatchOptions\n): void {\n  const els$ = document$\n    .pipe(\n      map(() => getElements<HTMLDetailsElement>(\"details\"))\n    )\n\n  /* Open all details before printing */\n  merge(\n    watchMedia(\"print\").pipe(filter(Boolean)),  /* Webkit */\n    fromEvent(window, \"beforeprint\")            /* IE, FF */\n  )\n    .pipe(\n      switchMapTo(els$)\n    )\n      .subscribe(els => {\n        for (const el of els)\n          el.setAttribute(\"open\", \"\")\n      })\n\n  /* Open parent details and fix anchor jump */\n  hash$\n    .pipe(\n      map(id => getElement(`[id=\"${id}\"]`)!),\n      filter(el => typeof el !== \"undefined\"),\n      tap(el => {\n        const details = el.closest(\"details\")\n        if (details && !details.open)\n          details.setAttribute(\"open\", \"\")\n      })\n    )\n      .subscribe(el => el.scrollIntoView())\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { EMPTY, Observable, noop, of } from \"rxjs\"\nimport {\n  concatMap,\n  map,\n  skip,\n  switchMap,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport {\n  createElement,\n  getElements,\n  replaceElement\n} from \"browser\"\nimport { useComponent } from \"components\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `script` elements\n *\n * This function must be run after a document switch, which means the first\n * emission must be ignored.\n *\n * @param options - Options\n */\nexport function patchScripts(\n  { document$ }: PatchOptions\n): void {\n  const els$ = document$\n    .pipe(\n      skip(1),\n      withLatestFrom(useComponent(\"container\")),\n      map(([, el]) => getElements<HTMLScriptElement>(\"script\", el))\n    )\n\n  /* Evaluate all scripts via replacement in order */\n  els$\n    .pipe(\n      switchMap(els => of(...els)),\n      concatMap(el => {\n        const script = createElement(\"script\")\n        if (el.src) {\n          script.src = el.src\n          replaceElement(el, script)\n\n          /* Complete when script is loaded */\n          return new Observable(observer => {\n            script.onload = () => observer.complete()\n          })\n\n        /* Complete immediately */\n        } else {\n          script.textContent = el.textContent!\n          replaceElement(el, script)\n          return EMPTY\n        }\n      })\n    )\n      .subscribe(noop)\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport { map } from \"rxjs/operators\"\n\nimport {\n  createElement,\n  getElements,\n  replaceElement\n} from \"browser\"\nimport { renderTable } from \"templates\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `table` elements\n *\n * This function will re-render all tables by wrapping them to improve overflow\n * scrolling on smaller screen sizes.\n *\n * @param options - Options\n */\nexport function patchTables(\n  { document$ }: MountOptions\n): void {\n  const sentinel = createElement(\"table\")\n  document$\n    .pipe(\n      map(() => getElements<HTMLTableElement>(\"table:not([class])\"))\n    )\n      .subscribe(els => {\n        for (const el of els) {\n          replaceElement(el, sentinel)\n          replaceElement(sentinel, renderTable(el))\n        }\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a table inside a wrapper to improve scrolling on mobile\n *\n * @param table - Table element\n *\n * @return Element\n */\nexport function renderTable(\n  table: HTMLTableElement\n) {\n  return (\n    <div class=\"md-typeset__scrollwrap\">\n      <div class=\"md-typeset__table\">\n        {table}\n      </div>\n    </div>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Subject, animationFrameScheduler, noop, of } from \"rxjs\"\nimport {\n  delay,\n  map,\n  observeOn,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { createElement } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  duration?: number                    /* Display duration (default: 2s) */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up dialog\n *\n * @param options - Options\n *\n * @return Dialog observable\n */\nexport function setupDialog(\n  { duration }: SetupOptions = {}\n): Subject<string> {\n  const dialog$ = new Subject<string>()\n\n  /* Create dialog */\n  const dialog = createElement(\"div\")                                           // TODO: improve scoping\n  dialog.classList.add(\"md-dialog\", \"md-typeset\")\n\n  /* Display dialog */\n  dialog$\n    .pipe(\n      switchMap(text => of(document.body) // useComponent(\"container\")\n        .pipe(\n          map(container => container.appendChild(dialog)),\n          observeOn(animationFrameScheduler),\n          delay(1), // Strangley it doesnt work when we push things to the new animation frame...\n          tap(el => {\n            el.innerHTML = text\n            el.setAttribute(\"data-md-state\", \"open\")\n          }),\n          delay(duration || 2000),\n          tap(el => el.removeAttribute(\"data-md-state\")),\n          delay(400),\n          tap(el => {\n            el.innerHTML = \"\"\n            el.remove()\n          })\n        )\n      )\n    )\n      .subscribe(noop)\n\n  /* Return dialog */\n  return dialog$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, of, pipe } from \"rxjs\"\nimport { map, switchMap } from \"rxjs/operators\"\n\nimport { Viewport } from \"browser\"\n\nimport { Header } from \"../header\"\nimport { Main } from \"../main\"\nimport {\n  Sidebar,\n  applySidebar,\n  watchSidebar\n} from \"../shared\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Navigation for [screen -]\n */\ninterface NavigationBelowScreen {} // tslint:disable-line\n\n/**\n * Navigation for [screen +]\n */\ninterface NavigationAboveScreen {\n  sidebar: Sidebar                     /* Sidebar */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Navigation\n */\nexport type Navigation =\n  | NavigationBelowScreen\n  | NavigationAboveScreen\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  screen$: Observable<boolean>         /* Screen media observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount navigation from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountNavigation(\n  { header$, main$, viewport$, screen$ }: MountOptions\n): OperatorFunction<HTMLElement, Navigation> {\n  return pipe(\n    switchMap(el => screen$\n      .pipe(\n        switchMap(screen => {\n\n          /* [screen +]: Mount navigation in sidebar */\n          if (screen) {\n            return watchSidebar(el, { main$, viewport$ })\n              .pipe(\n                applySidebar(el, { header$ }),\n                map(sidebar => ({ sidebar }))\n              )\n\n          /* [screen -]: Mount navigation in drawer */\n          } else {\n            return of({})\n          }\n        })\n      )\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, combineLatest, pipe } from \"rxjs\"\nimport {\n  filter,\n  map,\n  mapTo,\n  sample,\n  startWith,\n  switchMap,\n  take\n} from \"rxjs/operators\"\n\nimport { WorkerHandler } from \"browser\"\nimport {\n  SearchMessage,\n  SearchResult,\n  isSearchQueryMessage,\n  isSearchReadyMessage\n} from \"integrations/search\"\n\nimport { SearchQuery } from \"../query\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search status\n */\nexport type SearchStatus =\n  | \"waiting\"                          /* Search waiting for initialization */\n  | \"ready\"                            /* Search ready */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Search\n */\nexport interface Search {\n  status: SearchStatus                 /* Search status */\n  query: SearchQuery                   /* Search query */\n  result: SearchResult[]               /* Search result list */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n  reset$: Observable<void>             /* Search reset observable */\n  result$: Observable<SearchResult[]>  /* Search result observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search from source observable\n *\n * @param handler - Worker handler\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountSearch(\n  { rx$, tx$ }: WorkerHandler<SearchMessage>,\n  { query$, reset$, result$ }: MountOptions\n): OperatorFunction<HTMLElement, Search> {\n  return pipe(\n    switchMap(() => {\n\n      /* Compute search status */\n      const status$ = rx$\n        .pipe(\n          filter(isSearchReadyMessage),\n          mapTo<SearchStatus>(\"ready\"),\n          startWith(\"waiting\")\n        ) as Observable<SearchStatus>\n\n      /* Re-emit the latest query when search is ready */\n      tx$\n        .pipe(\n          filter(isSearchQueryMessage),\n          sample(status$),\n          take(1)\n        )\n          .subscribe(tx$.next.bind(tx$))\n\n      /* Combine into single observable */\n      return combineLatest([status$, query$, result$, reset$])\n        .pipe(\n          map(([status, query, result]) => ({\n            status,\n            query,\n            result\n          }))\n        )\n    })\n  )\n}\n"],"sourceRoot":""}
\ No newline at end of file
diff --git a/assets/javascripts/bundle.83e5331e.min.js b/assets/javascripts/bundle.83e5331e.min.js
new file mode 100644
index 0000000..af4ac07
--- /dev/null
+++ b/assets/javascripts/bundle.83e5331e.min.js
@@ -0,0 +1,2 @@
+!function(e,t){for(var c in t)e[c]=t[c]}(window,function(e){function t(t){for(var a,o,i=t[0],s=t[1],b=t[2],p=0,f=[];p<i.length;p++)o=i[p],Object.prototype.hasOwnProperty.call(n,o)&&n[o]&&f.push(n[o][0]),n[o]=0;for(a in s)Object.prototype.hasOwnProperty.call(s,a)&&(e[a]=s[a]);for(u&&u(t);f.length;)f.shift()();return r.push.apply(r,b||[]),c()}function c(){for(var e,t=0;t<r.length;t++){for(var c=r[t],a=!0,i=1;i<c.length;i++){var s=c[i];0!==n[s]&&(a=!1)}a&&(r.splice(t--,1),e=o(o.s=c[0]))}return e}var a={},n={0:0},r=[];function o(t){if(a[t])return a[t].exports;var c=a[t]={i:t,l:!1,exports:{}};return e[t].call(c.exports,c,c.exports,o),c.l=!0,c.exports}o.m=e,o.c=a,o.d=function(e,t,c){o.o(e,t)||Object.defineProperty(e,t,{enumerable:!0,get:c})},o.r=function(e){"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},o.t=function(e,t){if(1&t&&(e=o(e)),8&t)return e;if(4&t&&"object"==typeof 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S(e,t=document){const c=E(e,t);if(void 0===c)throw new ReferenceError(`Missing element: expected "${e}" to be present`);return c}function k(){return document.activeElement instanceof HTMLElement?document.activeElement:void 0}function _(e,t=document){return Array.from(t.querySelectorAll(e))}function A(e){return document.createElement(e)}function T(e,t){e.replaceWith(t)}var C=c(52);function R(e,t=!0){t?e.focus():e.blur()}function M(e){return{x:e.scrollLeft,y:e.scrollTop}}var L=c(21),z=c(55);const P=new L.a,U=Object(a.a)(()=>Object(r.a)(new ResizeObserver(e=>{for(const t of e)P.next(t)}))).pipe(Object(f.a)(e=>o.a.pipe(Object(C.a)(e)).pipe(Object(z.a)(()=>e.disconnect()))),Object(p.a)({bufferSize:1,refCount:!0}));function H(e){return U.pipe(Object(d.a)(t=>t.observe(e)),Object(f.a)(t=>P.pipe(Object(m.a)(({target:t})=>t===e),Object(z.a)(()=>t.unobserve(e)),Object(g.a)(({contentRect:e})=>({width:e.width,height:e.height})))),Object(C.a)(function(e){return{width:e.offsetWidth,height:e.offsetHeight}}(e)))}var q=c(71);var I=c(58);function N(e,t=location){return e.host===t.host&&/^(?:\/[\w-]+)*(?:\/?|\.html)$/i.test(e.pathname)}function D(e,t=location){return e.pathname===t.pathname&&e.hash.length>0}function Y(){return new I.a(new URL(location.href))}function F(){return location.hash.substring(1)}function J(e){const t=A("a");t.href=e,t.addEventListener("click",e=>e.stopPropagation()),t.click()}var K=c(5);function W(e){const t=matchMedia(e);return new K.a(e=>{t.addListener(t=>e.next(t.matches))}).pipe(Object(C.a)(t.matches),Object(p.a)({bufferSize:1,refCount:!0}))}const B={drawer:S("[data-md-toggle=drawer]"),search:S("[data-md-toggle=search]")};function Q(e,t){B[e].checked!==t&&B[e].click()}function X(e){const t=B[e];return Object(b.a)(t,"change").pipe(Object(g.a)(()=>t.checked),Object(C.a)(t.checked))}function V(){return{x:Math.max(0,pageXOffset),y:Math.max(0,pageYOffset)}}function G({x:e,y:t}){window.scrollTo(e||0,t||0)}function Z(){return{width:innerWidth,height:innerHeight}}function ee(e,{header$:t,viewport$:c}){const a=c.pipe(Object($.a)("size")),n=Object(i.a)([a,t]).pipe(Object(g.a)(()=>({x:e.offsetLeft,y:e.offsetTop})));return Object(i.a)([t,c,n]).pipe(Object(g.a)(([{height:e},{offset:t,size:c},{x:a,y:n}])=>({offset:{x:t.x-a,y:t.y-n+e},size:c})))}var te=c(60),ce=c(61);var ae=c(19),ne=c(75),re=c(43);let oe;function ie(e){return oe.pipe(Object(f.a)(t=>void 0!==t[e]?Object(r.a)(t[e]):ae.a),Object(re.a)())}var se=c(39),be=c(76);function ue({document$:e,viewport$:t}){return Object(se.a)(Object(f.a)(c=>{const a=function(e,{document$:t}){return t.pipe(Object(g.a)(()=>{const 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\t// install a JSONP callback for chunk loading\n \tfunction webpackJsonpCallback(data) {\n \t\tvar chunkIds = data[0];\n \t\tvar moreModules = data[1];\n \t\tvar executeModules = data[2];\n\n \t\t// add \"moreModules\" to the modules object,\n \t\t// then flag all \"chunkIds\" as loaded and fire callback\n \t\tvar moduleId, chunkId, i = 0, resolves = [];\n \t\tfor(;i < chunkIds.length; i++) {\n \t\t\tchunkId = chunkIds[i];\n \t\t\tif(Object.prototype.hasOwnProperty.call(installedChunks, chunkId) && installedChunks[chunkId]) {\n \t\t\t\tresolves.push(installedChunks[chunkId][0]);\n \t\t\t}\n \t\t\tinstalledChunks[chunkId] = 0;\n \t\t}\n \t\tfor(moduleId in moreModules) {\n \t\t\tif(Object.prototype.hasOwnProperty.call(moreModules, moduleId)) {\n \t\t\t\tmodules[moduleId] = moreModules[moduleId];\n \t\t\t}\n \t\t}\n \t\tif(parentJsonpFunction) parentJsonpFunction(data);\n\n \t\twhile(resolves.length) {\n \t\t\tresolves.shift()();\n \t\t}\n\n \t\t// add entry modules from loaded chunk to deferred list\n \t\tdeferredModules.push.apply(deferredModules, executeModules || []);\n\n \t\t// run deferred modules when all chunks ready\n \t\treturn checkDeferredModules();\n \t};\n \tfunction checkDeferredModules() {\n \t\tvar result;\n \t\tfor(var i = 0; i < deferredModules.length; i++) {\n \t\t\tvar deferredModule = deferredModules[i];\n \t\t\tvar fulfilled = true;\n \t\t\tfor(var j = 1; j < deferredModule.length; j++) {\n \t\t\t\tvar depId = deferredModule[j];\n \t\t\t\tif(installedChunks[depId] !== 0) fulfilled = false;\n \t\t\t}\n \t\t\tif(fulfilled) {\n \t\t\t\tdeferredModules.splice(i--, 1);\n \t\t\t\tresult = __webpack_require__(__webpack_require__.s = deferredModule[0]);\n \t\t\t}\n \t\t}\n\n \t\treturn result;\n \t}\n\n \t// The module cache\n \tvar installedModules = {};\n\n \t// object to store loaded and loading chunks\n \t// undefined = chunk not loaded, null = chunk preloaded/prefetched\n \t// Promise = chunk loading, 0 = chunk loaded\n \tvar installedChunks = {\n \t\t0: 0\n \t};\n\n \tvar deferredModules = [];\n\n \t// The require function\n \tfunction __webpack_require__(moduleId) {\n\n \t\t// Check if module is in cache\n \t\tif(installedModules[moduleId]) {\n \t\t\treturn installedModules[moduleId].exports;\n \t\t}\n \t\t// Create a new module (and put it into the cache)\n \t\tvar module = installedModules[moduleId] = {\n \t\t\ti: moduleId,\n \t\t\tl: false,\n \t\t\texports: {}\n \t\t};\n\n \t\t// Execute the module function\n \t\tmodules[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n \t\t// Flag the module as loaded\n \t\tmodule.l = true;\n\n \t\t// Return the exports of the module\n \t\treturn module.exports;\n \t}\n\n\n \t// expose the modules object (__webpack_modules__)\n \t__webpack_require__.m = modules;\n\n \t// expose the module cache\n \t__webpack_require__.c = installedModules;\n\n \t// define getter function for harmony exports\n \t__webpack_require__.d = function(exports, name, getter) {\n \t\tif(!__webpack_require__.o(exports, name)) {\n \t\t\tObject.defineProperty(exports, name, { enumerable: true, get: getter });\n \t\t}\n \t};\n\n \t// define __esModule on exports\n \t__webpack_require__.r = function(exports) {\n \t\tif(typeof Symbol !== 'undefined' && Symbol.toStringTag) {\n \t\t\tObject.defineProperty(exports, Symbol.toStringTag, { value: 'Module' });\n \t\t}\n \t\tObject.defineProperty(exports, '__esModule', { value: true });\n \t};\n\n \t// create a fake namespace object\n \t// mode & 1: value is a module id, require it\n \t// mode & 2: merge all properties of value into the ns\n \t// mode & 4: return value when already ns object\n \t// mode & 8|1: behave like require\n \t__webpack_require__.t = function(value, mode) {\n \t\tif(mode & 1) value = __webpack_require__(value);\n \t\tif(mode & 8) return value;\n \t\tif((mode & 4) && typeof value === 'object' && value && value.__esModule) return value;\n \t\tvar ns = Object.create(null);\n \t\t__webpack_require__.r(ns);\n \t\tObject.defineProperty(ns, 'default', { enumerable: true, value: value });\n \t\tif(mode & 2 && typeof value != 'string') for(var key in value) __webpack_require__.d(ns, key, function(key) { return value[key]; }.bind(null, key));\n \t\treturn ns;\n \t};\n\n \t// getDefaultExport function for compatibility with non-harmony modules\n \t__webpack_require__.n = function(module) {\n \t\tvar getter = module && module.__esModule ?\n \t\t\tfunction getDefault() { return module['default']; } :\n \t\t\tfunction getModuleExports() { return module; };\n \t\t__webpack_require__.d(getter, 'a', getter);\n \t\treturn getter;\n \t};\n\n \t// Object.prototype.hasOwnProperty.call\n \t__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };\n\n \t// __webpack_public_path__\n \t__webpack_require__.p = \"\";\n\n \tvar jsonpArray = window[\"webpackJsonp\"] = window[\"webpackJsonp\"] || [];\n \tvar oldJsonpFunction = jsonpArray.push.bind(jsonpArray);\n \tjsonpArray.push = webpackJsonpCallback;\n \tjsonpArray = jsonpArray.slice();\n \tfor(var i = 0; i < jsonpArray.length; i++) webpackJsonpCallback(jsonpArray[i]);\n \tvar parentJsonpFunction = oldJsonpFunction;\n\n\n \t// add entry module to deferred list\n \tdeferredModules.push([49,1]);\n \t// run deferred modules when ready\n \treturn checkDeferredModules();\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve an element matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @return Element or nothing\n */\nexport function getElement<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T | undefined {\n  return node.querySelector<T>(selector) || undefined\n}\n\n/**\n * Retrieve an element matching a query selector or throw a reference error\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @return Element\n */\nexport function getElementOrThrow<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T {\n  const el = getElement<T>(selector, node)\n  if (typeof el === \"undefined\")\n    throw new ReferenceError(\n      `Missing element: expected \"${selector}\" to be present`\n    )\n  return el\n}\n\n/**\n * Retrieve the currently active element\n *\n * @return Element or nothing\n */\nexport function getActiveElement(): HTMLElement | undefined {\n  return document.activeElement instanceof HTMLElement\n    ? document.activeElement\n    : undefined\n}\n\n/**\n * Retrieve all elements matching the query selector\n *\n * @template T - Element type\n *\n * @param selector - Query selector\n * @param node - Node of reference\n *\n * @return Elements\n */\nexport function getElements<T extends HTMLElement>(\n  selector: string, node: ParentNode = document\n): T[] {\n  return Array.from(node.querySelectorAll<T>(selector))\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Create an element\n *\n * @template T - Tag name type\n *\n * @param tagName - Tag name\n *\n * @return Element\n */\nexport function createElement<T extends keyof HTMLElementTagNameMap>(\n  tagName: T\n): HTMLElementTagNameMap[T] {\n  return document.createElement(tagName)\n}\n\n/**\n * Replace an element with another element\n *\n * @param source - Source element\n * @param target - Target element\n */\nexport function replaceElement(\n  source: HTMLElement, target: Node\n): void {\n  source.replaceWith(target)\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\nimport { getActiveElement } from \"../_\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set element focus\n *\n * @param el - Element\n * @param value - Whether the element should be focused\n */\nexport function setElementFocus(\n  el: HTMLElement, value: boolean = true\n): void {\n  if (value)\n    el.focus()\n  else\n    el.blur()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element focus\n *\n * @param el - Element\n *\n * @return Element focus observable\n */\nexport function watchElementFocus(\n  el: HTMLElement\n): Observable<boolean> {\n  return merge(\n    fromEvent<FocusEvent>(el, \"focus\"),\n    fromEvent<FocusEvent>(el, \"blur\")\n  )\n    .pipe(\n      map(({ type }) => type === \"focus\"),\n      startWith(el === getActiveElement())\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Element offset\n */\nexport interface ElementOffset {\n  x: number                            /* Horizontal offset */\n  y: number                            /* Vertical offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element offset\n *\n * @param el - Element\n *\n * @return Element offset\n */\nexport function getElementOffset(el: HTMLElement): ElementOffset {\n  return {\n    x: el.scrollLeft,\n    y: el.scrollTop\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element offset\n *\n * @param el - Element\n *\n * @return Element offset observable\n */\nexport function watchElementOffset(\n  el: HTMLElement\n): Observable<ElementOffset> {\n  return merge(\n    fromEvent(el, \"scroll\"),\n    fromEvent(window, \"resize\")\n  )\n    .pipe(\n      map(() => getElementOffset(el)),\n      startWith(getElementOffset(el))\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  NEVER,\n  Observable,\n  Subject,\n  defer,\n  of\n} from \"rxjs\"\nimport {\n  filter,\n  finalize,\n  map,\n  shareReplay,\n  startWith,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Element offset\n */\nexport interface ElementSize {\n  width: number                        /* Element width */\n  height: number                       /* Element height */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Resize observer entry subject\n */\nconst entry$ = new Subject<ResizeObserverEntry>()\n\n/**\n * Resize observer observable\n *\n * This observable will create a `ResizeObserver` on the first subscription\n * and will automatically terminate it when there are no more subscribers.\n * It's quite important to centralize observation in a single `ResizeObserver`,\n * as the performance difference can be quite dramatic, as the link shows.\n *\n * @see https://bit.ly/3iIYfEm - Google Groups on performance\n */\nconst observer$ = defer(() => of(\n  new ResizeObserver(entries => {\n    for (const entry of entries)\n      entry$.next(entry)\n  })\n))\n  .pipe(\n    switchMap(resize => NEVER.pipe(startWith(resize))\n      .pipe(\n        finalize(() => resize.disconnect())\n      )\n    ),\n    shareReplay({ bufferSize: 1, refCount: true })\n  )\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve element size\n *\n * @param el - Element\n *\n * @return Element size\n */\nexport function getElementSize(el: HTMLElement): ElementSize {\n  return {\n    width:  el.offsetWidth,\n    height: el.offsetHeight\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch element size\n *\n * This function returns an observable that will subscribe to a single internal\n * instance of `ResizeObserver` upon subscription, and emit resize events until\n * termination. Note that this function should not be called with the same\n * element twice, as the first unsubscription will terminate observation.\n *\n * @param el - Element\n *\n * @return Element size observable\n */\nexport function watchElementSize(\n  el: HTMLElement\n): Observable<ElementSize> {\n  return observer$\n    .pipe(\n      tap(observer => observer.observe(el)),\n      switchMap(observer => entry$\n        .pipe(\n          filter(({ target }) => target === el),\n          finalize(() => observer.unobserve(el)),\n          map(({ contentRect }) => ({\n            width:  contentRect.width,\n            height: contentRect.height\n          }))\n        )\n      ),\n      startWith(getElementSize(el))\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { BehaviorSubject, Subject } from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve location\n *\n * This function will return a `URL` object (and not `Location`) in order to\n * normalize typings across the application. Furthermore, locations need to be\n * tracked without setting them and `Location` is a singleton which represents\n * the current location.\n *\n * @return URL\n */\nexport function getLocation(): URL {\n  return new URL(location.href)\n}\n\n/**\n * Set location\n *\n * @param url - URL to change to\n */\nexport function setLocation(url: URL): void {\n  location.href = url.href\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Check whether a URL is a local link or a file (except `.html`)\n *\n * @param url - URL or HTML anchor element\n * @param ref - Reference URL\n *\n * @return Test result\n */\nexport function isLocalLocation(\n  url: URL | HTMLAnchorElement,\n  ref: URL | Location = location\n): boolean {\n  return url.host === ref.host\n      && /^(?:\\/[\\w-]+)*(?:\\/?|\\.html)$/i.test(url.pathname)\n}\n\n/**\n * Check whether a URL is an anchor link on the current page\n *\n * @param url - URL or HTML anchor element\n * @param ref - Reference URL\n *\n * @return Test result\n */\nexport function isAnchorLocation(\n  url: URL | HTMLAnchorElement,\n  ref: URL | Location = location\n): boolean {\n  return url.pathname === ref.pathname\n      && url.hash.length > 0\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location\n *\n * @return Location subject\n */\nexport function watchLocation(): Subject<URL> {\n  return new BehaviorSubject<URL>(getLocation())\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { filter, map, share, startWith } from \"rxjs/operators\"\n\nimport { createElement } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve location hash\n *\n * @return Location hash\n */\nexport function getLocationHash(): string {\n  return location.hash.substring(1)\n}\n\n/**\n * Set location hash\n *\n * Setting a new fragment identifier via `location.hash` will have no effect\n * if the value doesn't change. When a new fragment identifier is set, we want\n * the browser to target the respective element at all times, which is why we\n * use this dirty little trick.\n *\n * @param hash - Location hash\n */\nexport function setLocationHash(hash: string): void {\n  const el = createElement(\"a\")\n  el.href = hash\n  el.addEventListener(\"click\", ev => ev.stopPropagation())\n  el.click()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location hash\n *\n * @return Location hash observable\n */\nexport function watchLocationHash(): Observable<string> {\n  return fromEvent<HashChangeEvent>(window, \"hashchange\")\n    .pipe(\n      map(getLocationHash),\n      startWith(getLocationHash()),\n      filter(hash => hash.length > 0),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport { shareReplay, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch media query\n *\n * @param query - Media query\n *\n * @return Media observable\n */\nexport function watchMedia(query: string): Observable<boolean> {\n  const media = matchMedia(query)\n  return new Observable<boolean>(subscriber => {\n    media.addListener(ev => subscriber.next(ev.matches))\n  })\n    .pipe(\n      startWith(media.matches),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\nimport { getElementOrThrow } from \"../element\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Toggle\n */\nexport type Toggle =\n  | \"drawer\"                           /* Toggle for drawer */\n  | \"search\"                           /* Toggle for search */\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Toggle map\n */\nconst toggles: Record<Toggle, HTMLInputElement> = {\n  drawer: getElementOrThrow(`[data-md-toggle=drawer]`),\n  search: getElementOrThrow(`[data-md-toggle=search]`)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve the value of a toggle\n *\n * @param name - Toggle\n *\n * @return Toggle value\n */\nexport function getToggle(name: Toggle): boolean {\n  return toggles[name].checked\n}\n\n/**\n * Set toggle\n *\n * Simulating a click event seems to be the most cross-browser compatible way\n * of changing the value while also emitting a `change` event. Before, Material\n * used `CustomEvent` to programmatically change the value of a toggle, but this\n * is a much simpler and cleaner solution which doesn't require a polyfill.\n *\n * @param name - Toggle\n * @param value - Toggle value\n */\nexport function setToggle(name: Toggle, value: boolean): void {\n  if (toggles[name].checked !== value)\n    toggles[name].click()\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch toggle\n *\n * @param name - Toggle\n *\n * @return Toggle value observable\n */\nexport function watchToggle(name: Toggle): Observable<boolean> {\n  const el = toggles[name]\n  return fromEvent(el, \"change\")\n    .pipe(\n      map(() => el.checked),\n      startWith(el.checked)\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport offset\n */\nexport interface ViewportOffset {\n  x: number                            /* Horizontal offset */\n  y: number                            /* Vertical offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve viewport offset\n *\n * On iOS Safari, viewport offset can be negative due to overflow scrolling.\n * As this may induce strange behaviors downstream, we'll just limit it to 0.\n *\n * @return Viewport offset\n */\nexport function getViewportOffset(): ViewportOffset {\n  return {\n    x: Math.max(0, pageXOffset),\n    y: Math.max(0, pageYOffset)\n  }\n}\n\n/**\n * Set viewport offset\n *\n * @param offset - Viewport offset\n */\nexport function setViewportOffset(\n  { x, y }: Partial<ViewportOffset>\n): void {\n  window.scrollTo(x || 0, y || 0)\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport offset\n *\n * @return Viewport offset observable\n */\nexport function watchViewportOffset(): Observable<ViewportOffset> {\n  return merge(\n    fromEvent(window, \"scroll\", { passive: true }),\n    fromEvent(window, \"resize\", { passive: true })\n  )\n    .pipe(\n      map(getViewportOffset),\n      startWith(getViewportOffset())\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { map, startWith } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport size\n */\nexport interface ViewportSize {\n  width: number                        /* Viewport width */\n  height: number                       /* Viewport height */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Retrieve viewport size\n *\n * @return Viewport size\n */\nexport function getViewportSize(): ViewportSize {\n  return {\n    width:  innerWidth,\n    height: innerHeight\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport size\n *\n * @return Viewport size observable\n */\nexport function watchViewportSize(): Observable<ViewportSize> {\n  return fromEvent(window, \"resize\", { passive: true })\n    .pipe(\n      map(getViewportSize),\n      startWith(getViewportSize())\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, combineLatest } from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  map,\n  shareReplay\n} from \"rxjs/operators\"\n\nimport { Header } from \"components\"\n\nimport {\n  ViewportOffset,\n  watchViewportOffset\n} from \"../offset\"\nimport {\n  ViewportSize,\n  watchViewportSize\n} from \"../size\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Viewport\n */\nexport interface Viewport {\n  offset: ViewportOffset               /* Viewport offset */\n  size: ViewportSize                   /* Viewport size */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch at options\n */\ninterface WatchAtOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch viewport\n *\n * @return Viewport observable\n */\nexport function watchViewport(): Observable<Viewport> {\n  return combineLatest([\n    watchViewportOffset(),\n    watchViewportSize()\n  ])\n    .pipe(\n      map(([offset, size]) => ({ offset, size })),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n\n/**\n * Watch viewport relative to element\n *\n * @param el - Element\n * @param options - Options\n *\n * @return Viewport observable\n */\nexport function watchViewportAt(\n  el: HTMLElement, { header$, viewport$ }: WatchAtOptions\n): Observable<Viewport> {\n  const size$ = viewport$\n    .pipe(\n      distinctUntilKeyChanged(\"size\")\n    )\n\n  /* Compute element offset */\n  const offset$ = combineLatest([size$, header$])\n    .pipe(\n      map((): ViewportOffset => ({\n        x: el.offsetLeft,\n        y: el.offsetTop\n      }))\n    )\n\n  /* Compute relative viewport, return hot observable */\n  return combineLatest([header$, viewport$, offset$])\n    .pipe(\n      map(([{ height }, { offset, size }, { x, y }]) => ({\n        offset: {\n          x: offset.x - x,\n          y: offset.y - y + height\n        },\n        size\n      }))\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { EMPTY, Observable, of } from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  map,\n  scan,\n  shareReplay,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { getElement, replaceElement } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Component\n */\nexport type Component =\n  | \"announce\"                         /* Announcement bar */\n  | \"container\"                        /* Container */\n  | \"header\"                           /* Header */\n  | \"header-title\"                     /* Header title */\n  | \"main\"                             /* Main area */\n  | \"navigation\"                       /* Navigation */\n  | \"search\"                           /* Search */\n  | \"search-query\"                     /* Search input */\n  | \"search-reset\"                     /* Search reset */\n  | \"search-result\"                    /* Search results */\n  | \"skip\"                             /* Skip link */\n  | \"tabs\"                             /* Tabs */\n  | \"toc\"                              /* Table of contents */\n\n/**\n * Component map\n */\nexport type ComponentMap = {\n  [P in Component]?: HTMLElement\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Component map observable\n */\nlet components$: Observable<ComponentMap>\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up bindings to components with given names\n *\n * This function will maintain bindings to the elements identified by the given\n * names in-between document switches and update the elements in-place.\n *\n * @param names - Component names\n * @param options - Options\n */\nexport function setupComponents(\n  names: Component[], { document$ }: WatchOptions\n): void {\n  components$ = document$\n    .pipe(\n\n      /* Build component map */\n      map(document => names.reduce<ComponentMap>((components, name) => {\n        const el = getElement(`[data-md-component=${name}]`, document)\n        return {\n          ...components,\n          ...typeof el !== \"undefined\" ? { [name]: el } : {}\n        }\n      }, {})),\n\n      /* Re-compute component map on document switch */\n      scan((prev, next) => {\n        for (const name of names) {\n          switch (name) {\n\n            /* Top-level components: update */\n            case \"announce\":\n            case \"header-title\":\n            case \"container\":\n            case \"skip\":\n              if (name in prev && typeof prev[name] !== \"undefined\") {\n                replaceElement(prev[name]!, next[name]!)\n                prev[name] = next[name]\n              }\n              break\n\n            /* All other components: rebind */\n            default:\n              if (typeof next[name] !== \"undefined\")\n                prev[name] = getElement(`[data-md-component=${name}]`)\n              else\n                delete prev[name]\n          }\n        }\n        return prev\n      }),\n\n      /* Convert to hot observable */\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n\n/**\n * Retrieve a component\n *\n * The returned observable will only re-emit if the element changed, i.e. if\n * it was replaced from a document which was switched to.\n *\n * @template T - Element type\n *\n * @param name - Component name\n *\n * @return Component observable\n */\nexport function useComponent<T extends HTMLElement>(\n  name: Component\n): Observable<T> {\n  return components$\n    .pipe(\n      switchMap(components => (\n        typeof components[name] !== \"undefined\"\n          ? of(components[name] as T)\n          : EMPTY\n      )),\n      distinctUntilChanged()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, combineLatest, pipe } from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  filter,\n  map,\n  startWith,\n  switchMap,\n  zipWith\n} from \"rxjs/operators\"\n\nimport {\n  Viewport,\n  getElement,\n  watchViewportAt\n} from \"browser\"\n\nimport { useComponent } from \"../../_\"\nimport {\n  applyHeaderType,\n  watchHeader\n} from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Header type\n */\nexport type HeaderType =\n  | \"site\"                             /* Header shows site title */\n  | \"page\"                             /* Header shows page title */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Header\n */\nexport interface Header {\n  type: HeaderType                     /* Header type */\n  sticky: boolean                      /* Header stickyness */\n  height: number                       /* Header visible height */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  document$: Observable<Document>      /* Document observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount header from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountHeader(\n  { document$, viewport$ }: MountOptions\n): OperatorFunction<HTMLElement, Header> {\n  return pipe(\n    switchMap(el => {\n      const header$ = watchHeader(el, { document$ })\n\n      /* Compute whether the header should switch to page header */\n      const type$ = useComponent(\"main\")\n        .pipe(\n          map(main => getElement(\"h1, h2, h3, h4, h5, h6\", main)!),\n          filter(hx => typeof hx !== \"undefined\"),\n          zipWith(useComponent(\"header-title\")),\n          switchMap(([hx, title]) => watchViewportAt(hx, { header$, viewport$ })\n            .pipe(\n              map(({ offset: { y } }) => {\n                return y >= hx.offsetHeight ? \"page\" : \"site\"\n              }),\n              distinctUntilChanged(),\n              applyHeaderType(title)\n            )\n          ),\n          startWith<HeaderType>(\"site\")\n        )\n\n      /* Combine into single observable */\n      return combineLatest([header$, type$])\n        .pipe(\n          map(([header, type]): Header => ({ type, ...header }))\n        )\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  of,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  finalize,\n  map,\n  observeOn,\n  shareReplay,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { watchElementSize } from \"browser\"\n\nimport { Header, HeaderType } from \"../_\"\nimport {\n  resetHeaderTitleActive,\n  setHeaderTitleActive\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch header\n *\n * @param el - Header element\n *\n * @return Header observable\n */\nexport function watchHeader(\n  el: HTMLElement, { document$ }: WatchOptions\n): Observable<Omit<Header, \"type\">> {\n  return document$\n    .pipe(\n      map(() => {\n        const styles = getComputedStyle(el)\n        return [\n          \"sticky\",                    /* Modern browsers */\n          \"-webkit-sticky\"             /* Safari */\n        ].includes(styles.position)\n      }),\n      distinctUntilChanged(),\n      switchMap(sticky => {\n        if (sticky) {\n          return watchElementSize(el)\n            .pipe(\n              map(({ height }) => ({\n                sticky: true,\n                height\n              }))\n            )\n        } else {\n          return of({\n            sticky: false,\n            height: 0\n          })\n        }\n      }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply header title type\n *\n * @param el - Header title element\n *\n * @return Operator function\n */\nexport function applyHeaderType(\n  el: HTMLElement\n): MonoTypeOperatorFunction<HeaderType> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(type => {\n      setHeaderTitleActive(el, type === \"page\")\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetHeaderTitleActive(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set header title active\n *\n * @param el - Header title element\n * @param value - Whether the title is shown\n */\nexport function setHeaderTitleActive(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"active\" : \"\")\n}\n\n/**\n * Reset header title active\n *\n * @param el - Header title element\n */\nexport function resetHeaderTitleActive(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  OperatorFunction,\n  Subject,\n  noop,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  finalize,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { Viewport } from \"browser\"\n\nimport { useComponent } from \"../../_\"\nimport { Header } from \"../../header\"\nimport {\n  applyHeaderShadow,\n  watchMain\n} from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Main area\n */\nexport interface Main {\n  offset: number                       /* Main area top offset */\n  height: number                       /* Main area visible height */\n  active: boolean                      /* Scrolled past top offset */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount main area from source observable\n *\n * The header must be connected to the main area observable outside of the\n * operator function, as the header will persist in-between document switches\n * while the main area is replaced. However, the header observable must be\n * passed to this function, so we connect both via a long-living subject.\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountMain(\n  { header$, viewport$ }: MountOptions\n): OperatorFunction<HTMLElement, Main> {\n  const main$ = new Subject<Main>()\n\n  /* Connect to main area observable via long-living subject */\n  useComponent(\"header\")\n    .pipe(\n      switchMap(header => main$\n        .pipe(\n          distinctUntilKeyChanged(\"active\"),\n          applyHeaderShadow(header)\n        )\n      )\n    )\n      .subscribe(noop)\n\n  /* Return operator */\n  return pipe(\n    switchMap(el => watchMain(el, { header$, viewport$ })),\n    tap(main => main$.next(main)),\n    finalize(() => main$.complete())\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  combineLatest,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  finalize,\n  map,\n  observeOn,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { Viewport, watchElementSize } from \"browser\"\n\nimport { Header } from \"../../header\"\nimport { Main } from \"../_\"\nimport {\n  resetHeaderShadow,\n  setHeaderShadow\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch main area\n *\n * This function returns an observable that computes the visual parameters of\n * the main area which depends on the viewport vertical offset and height, as\n * well as the height of the header element, if the header is fixed.\n *\n * @param el - Main area element\n * @param options - Options\n *\n * @return Main area observable\n */\nexport function watchMain(\n  el: HTMLElement, { header$, viewport$ }: WatchOptions\n): Observable<Main> {\n\n  /* Compute necessary adjustment for header */\n  const adjust$ = header$\n    .pipe(\n      map(({ height }) => height),\n      distinctUntilChanged()\n    )\n\n  /* Compute the main area's top and bottom borders */\n  const border$ = adjust$\n    .pipe(\n      switchMap(() => watchElementSize(el)\n        .pipe(\n          map(({ height }) => ({\n            top:    el.offsetTop,\n            bottom: el.offsetTop + height\n          })),\n          distinctUntilKeyChanged(\"bottom\")\n        )\n      )\n    )\n\n  /* Compute the main area's offset, visible height and if we scrolled past */\n  return combineLatest([adjust$, border$, viewport$])\n    .pipe(\n      map(([header, { top, bottom }, { offset: { y }, size: { height } }]) => {\n        height = Math.max(0, height\n          - Math.max(0, top    - y,  header)\n          - Math.max(0, height + y - bottom)\n        )\n        return {\n          offset: top - header,\n          height,\n          active: top - header <= y\n        }\n      }),\n      distinctUntilChanged<Main>((a, b) => {\n        return a.offset === b.offset\n            && a.height === b.height\n            && a.active === b.active\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply header shadow\n *\n * @param el - Header element\n *\n * @return Operator function\n */\nexport function applyHeaderShadow(\n  el: HTMLElement\n): MonoTypeOperatorFunction<Main> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(({ active }) => {\n      setHeaderShadow(el, active)\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetHeaderShadow(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set header shadow\n *\n * @param el - Header element\n * @param value - Whether the shadow is shown\n */\nexport function setHeaderShadow(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"shadow\" : \"\")\n}\n\n/**\n * Reset header shadow\n *\n * @param el - Header element\n */\nexport function resetHeaderShadow(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set sidebar offset\n *\n * @param el - Sidebar element\n * @param value - Sidebar offset\n */\nexport function setSidebarOffset(\n  el: HTMLElement, value: number\n): void {\n  el.style.top = `${value}px`\n}\n\n/**\n * Reset sidebar offset\n *\n * @param el - Sidebar element\n */\nexport function resetSidebarOffset(\n  el: HTMLElement\n): void {\n  el.style.top = \"\"\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Set sidebar height\n *\n * This function doesn't set the height of the actual sidebar, but of its first\n * child – the `.md-sidebar__scrollwrap` element in order to mitigiate jittery\n * sidebars when the footer is scrolled into view. At some point we switched\n * from `absolute` / `fixed` positioning to `sticky` positioning, which greatly\n * reduced jitter in some browsers (respectively Firefox and Safari) when\n * scrolling from the top. However, top-aligned sticky positioning means that\n * the sidebar snaps to the bottom when the end of the container is reached.\n * This is what leads to the mentioned jitter, as the sidebar's height may be\n * updated to slowly.\n *\n * By setting the height of the sidebar to zero (while preserving `padding`),\n * and the height on its first element, this behaviour can be mitigiated. We\n * must assume that the top- and bottom offset (`padding`) are equal, as the\n * `offsetBottom` value is `undefined`.\n *\n * @param el - Sidebar element\n * @param value - Sidebar height\n */\nexport function setSidebarHeight(\n  el: HTMLElement, value: number\n): void {\n  const scrollwrap = el.firstElementChild as HTMLElement\n  scrollwrap.style.height = `${value - 2 * scrollwrap.offsetTop}px`\n}\n\n/**\n * Reset sidebar height\n *\n * @param el - Sidebar element\n */\nexport function resetSidebarHeight(\n  el: HTMLElement\n): void {\n  const scrollwrap = el.firstElementChild as HTMLElement\n  scrollwrap.style.height = \"\"\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  combineLatest,\n  pipe\n} from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  finalize,\n  map,\n  observeOn,\n  tap,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport { Viewport } from \"browser\"\n\nimport { Header } from \"../../../header\"\nimport { Main } from \"../../../main\"\nimport { Sidebar } from \"../_\"\nimport {\n  resetSidebarHeight,\n  resetSidebarOffset,\n  setSidebarHeight,\n  setSidebarOffset\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  main$: Observable<Main>              /* Main area observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/**\n * Apply options\n */\ninterface ApplyOptions {\n  header$: Observable<Header>          /* Header observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch sidebar\n *\n * This function returns an observable that computes the visual parameters of\n * the sidebar which depends on the vertical viewport offset, as well as the\n * height of the main area. When the page is scrolled beyond the header, the\n * sidebar is locked and fills the remaining space.\n *\n * @param el - Sidebar element\n * @param options - Options\n *\n * @return Sidebar observable\n */\nexport function watchSidebar(\n  el: HTMLElement, { main$, viewport$ }: WatchOptions\n): Observable<Sidebar> {\n  const adjust = el.parentElement!.offsetTop\n               - el.parentElement!.parentElement!.offsetTop\n\n  /* Compute the sidebar's available height and if it should be locked */\n  return combineLatest([main$, viewport$])\n    .pipe(\n      map(([{ offset, height }, { offset: { y } }]) => {\n        height = height\n          + Math.min(adjust, Math.max(0, y - offset))\n          - adjust\n        return {\n          height,\n          lock: y >= offset + adjust\n        }\n      }),\n      distinctUntilChanged<Sidebar>((a, b) => {\n        return a.height === b.height\n            && a.lock   === b.lock\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply sidebar\n *\n * @param el - Sidebar element\n * @param options - Options\n *\n * @return Operator function\n */\nexport function applySidebar(\n  el: HTMLElement, { header$ }: ApplyOptions\n): MonoTypeOperatorFunction<Sidebar> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    withLatestFrom(header$),\n    tap(([{ height, lock }, { height: offset }]) => {\n      setSidebarHeight(el, height)\n\n      /* Set offset in locked state depending on header height */\n      if (lock)\n        setSidebarOffset(el, offset)\n      else\n        resetSidebarOffset(el)\n    }),\n\n    /* Re-map to sidebar */\n    map(([sidebar]) => sidebar),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetSidebarOffset(el)\n      resetSidebarHeight(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search transformation function\n *\n * @param value - Query value\n *\n * @return Transformed query value\n */\nexport type SearchTransformFn = (value: string) => string\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Default transformation function\n *\n * 1. Search for terms in quotation marks and prepend a `+` modifier to denote\n *    that the resulting document must contain all terms, converting the query\n *    to an `AND` query (as opposed to the default `OR` behavior). While users\n *    may expect terms enclosed in quotation marks to map to span queries, i.e.\n *    for which order is important, `lunr` doesn't support them, so the best\n *    we can do is to convert the terms to an `AND` query.\n *\n * 2. Replace control characters which are not located at the beginning of the\n *    query or preceded by white space, or are not followed by a non-whitespace\n *    character or are at the end of the query string. Furthermore, filter\n *    unmatched quotation marks.\n *\n * 3. Trim excess whitespace from left and right.\n *\n * @param query - Query value\n *\n * @return Transformed query value\n */\nexport function defaultTransform(query: string): string {\n  return query\n    .split(/\"([^\"]+)\"/g)                            /* => 1 */\n      .map((terms, index) => index & 1\n        ? terms.replace(/^\\b|^(?![^\\x00-\\x7F]|$)|\\s+/g, \" +\")\n        : terms\n      )\n      .join(\"\")\n    .replace(/\"|(?:^|\\s+)[*+\\-:^~]+(?=\\s+|$)/g, \"\") /* => 2 */\n    .trim()                                         /* => 3 */\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n// tslint:disable no-null-keyword\n\nimport { JSX as JSXInternal } from \"preact\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * HTML attributes\n */\ntype Attributes =\n  & JSXInternal.HTMLAttributes\n  & JSXInternal.SVGAttributes\n  & Record<string, any>\n\n/**\n * Child element\n */\ntype Child =\n  | HTMLElement\n  | Text\n  | string\n  | number\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Append a child node to an element\n *\n * @param el - Element\n * @param child - Child node(s)\n */\nfunction appendChild(el: HTMLElement, child: Child | Child[]): void {\n\n  /* Handle primitive types (including raw HTML) */\n  if (typeof child === \"string\" || typeof child === \"number\") {\n    el.innerHTML += child.toString()\n\n  /* Handle nodes */\n  } else if (child instanceof Node) {\n    el.appendChild(child)\n\n  /* Handle nested children */\n  } else if (Array.isArray(child)) {\n    for (const node of child)\n      appendChild(el, node)\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * JSX factory\n *\n * @param tag - HTML tag\n * @param attributes - HTML attributes\n * @param children - Child elements\n *\n * @return Element\n */\nexport function h(\n  tag: string, attributes: Attributes | null, ...children: Child[]\n): HTMLElement {\n  const el = document.createElement(tag)\n\n  /* Set attributes, if any */\n  if (attributes)\n    for (const attr of Object.keys(attributes))\n      if (typeof attributes[attr] !== \"boolean\")\n        el.setAttribute(attr, attributes[attr])\n      else if (attributes[attr])\n        el.setAttribute(attr, \"\")\n\n  /* Append child nodes */\n  for (const child of children)\n    appendChild(el, child)\n\n  /* Return element */\n  return el\n}\n\n/* ----------------------------------------------------------------------------\n * Namespace\n * ------------------------------------------------------------------------- */\n\nexport declare namespace h {\n  namespace JSX {\n    type Element = HTMLElement\n    type IntrinsicElements = JSXInternal.IntrinsicElements\n  }\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { getElementOrThrow } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Translation keys\n */\ntype TranslateKey =\n  | \"clipboard.copy\"                   /* Copy to clipboard */\n  | \"clipboard.copied\"                 /* Copied to clipboard */\n  | \"search.config.lang\"               /* Search language */\n  | \"search.config.pipeline\"           /* Search pipeline */\n  | \"search.config.separator\"          /* Search separator */\n  | \"search.placeholder\"               /* Search */\n  | \"search.result.placeholder\"        /* Type to start searching */\n  | \"search.result.none\"               /* No matching documents */\n  | \"search.result.one\"                /* 1 matching document */\n  | \"search.result.other\"              /* # matching documents */\n  | \"search.result.more.one\"           /* 1 more on this page */\n  | \"search.result.more.other\"         /* # more on this page */\n  | \"search.result.term.missing\"       /* Missing */\n\n/* ----------------------------------------------------------------------------\n * Data\n * ------------------------------------------------------------------------- */\n\n/**\n * Translations\n */\nlet lang: Record<string, string>\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Translate the given key\n *\n * @param key - Key to be translated\n * @param value - Value to be replaced\n *\n * @return Translation\n */\nexport function translate(\n  key: TranslateKey, value?: string | number\n): string {\n  if (typeof lang === \"undefined\") {\n    const el = getElementOrThrow(\"#__lang\")\n    lang = JSON.parse(el.textContent!)\n  }\n  if (typeof lang[key] === \"undefined\") {\n    throw new ReferenceError(`Invalid translation: ${key}`)\n  }\n  return typeof value !== \"undefined\"\n    ? lang[key].replace(\"#\", value.toString())\n    : lang[key]\n}\n\n/**\n * Truncate a string after the given number of characters\n *\n * This is not a very reasonable approach, since the summaries kind of suck.\n * It would be better to create something more intelligent, highlighting the\n * search occurrences and making a better summary out of it, but this note was\n * written three years ago, so who knows if we'll ever fix it.\n *\n * @param value - Value to be truncated\n * @param n - Number of characters\n *\n * @return Truncated value\n */\nexport function truncate(value: string, n: number): string {\n  let i = n\n  if (value.length > i) {\n    while (value[i] !== \" \" && --i > 0); // tslint:disable-line\n    return `${value.substring(0, i)}...`\n  }\n  return value\n}\n\n/**\n * Round a number for display with source facts\n *\n * This is a reverse engineered version of GitHub's weird rounding algorithm\n * for stars, forks and all other numbers. While all numbers below `1,000` are\n * returned as-is, bigger numbers are converted to fixed numbers:\n *\n * - `1,049` => `1k`\n * - `1,050` => `1.1k`\n * - `1,949` => `1.9k`\n * - `1,950` => `2k`\n *\n * @param value - Original value\n *\n * @return Rounded value\n */\nexport function round(value: number): string {\n  if (value > 999) {\n    const digits = +((value - 950) % 1000 > 99)\n    return `${((value + 0.000001) / 1000).toFixed(digits)}k`\n  } else {\n    return value.toString()\n  }\n}\n\n/**\n * Simple hash function\n *\n * @see https://bit.ly/2wsVjJ4 - Original source\n *\n * @param value - Value to be hashed\n *\n * @return Hash as 32bit integer\n */\nexport function hash(value: string): number {\n  let h = 0\n  for (let i = 0, len = value.length; i < len; i++) {\n    h  = ((h << 5) - h) + value.charCodeAt(i)\n    h |= 0 // Convert to 32bit integer\n  }\n  return h\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SearchIndex, SearchResult } from \"../../_\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search message type\n */\nexport const enum SearchMessageType {\n  SETUP,                               /* Search index setup */\n  READY,                               /* Search index ready */\n  QUERY,                               /* Search query */\n  RESULT                               /* Search results */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * A message containing the data necessary to setup the search index\n */\nexport interface SearchSetupMessage {\n  type: SearchMessageType.SETUP        /* Message type */\n  data: SearchIndex                    /* Message data */\n}\n\n/**\n * A message indicating the search index is ready\n */\nexport interface SearchReadyMessage {\n  type: SearchMessageType.READY        /* Message type */\n}\n\n/**\n * A message containing a search query\n */\nexport interface SearchQueryMessage {\n  type: SearchMessageType.QUERY        /* Message type */\n  data: string                         /* Message data */\n}\n\n/**\n * A message containing results for a search query\n */\nexport interface SearchResultMessage {\n  type: SearchMessageType.RESULT       /* Message type */\n  data: SearchResult[]                 /* Message data */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * A message exchanged with the search worker\n */\nexport type SearchMessage =\n  | SearchSetupMessage\n  | SearchReadyMessage\n  | SearchQueryMessage\n  | SearchResultMessage\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Type guard for search setup messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchSetupMessage(\n  message: SearchMessage\n): message is SearchSetupMessage {\n  return message.type === SearchMessageType.SETUP\n}\n\n/**\n * Type guard for search ready messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchReadyMessage(\n  message: SearchMessage\n): message is SearchReadyMessage {\n  return message.type === SearchMessageType.READY\n}\n\n/**\n * Type guard for search query messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchQueryMessage(\n  message: SearchMessage\n): message is SearchQueryMessage {\n  return message.type === SearchMessageType.QUERY\n}\n\n/**\n * Type guard for search result messages\n *\n * @param message - Search worker message\n *\n * @return Test result\n */\nexport function isSearchResultMessage(\n  message: SearchMessage\n): message is SearchResultMessage {\n  return message.type === SearchMessageType.RESULT\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A RTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, Subject, asyncScheduler } from \"rxjs\"\nimport {\n  map,\n  observeOn,\n  share,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport { WorkerHandler, watchWorker } from \"browser\"\nimport { translate } from \"utilities\"\n\nimport { SearchIndex, SearchIndexPipeline } from \"../../_\"\nimport {\n  SearchMessage,\n  SearchMessageType,\n  SearchSetupMessage,\n  isSearchResultMessage\n} from \"../message\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  index$: Observable<SearchIndex>      /* Search index observable */\n  base$: Observable<string>            /* Location base observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up search index\n *\n * @param data - Search index\n *\n * @return Search index\n */\nfunction setupSearchIndex(\n  { config, docs, index }: SearchIndex\n): SearchIndex {\n\n  /* Override default language with value from translation */\n  if (config.lang.length === 1 && config.lang[0] === \"en\")\n    config.lang = [translate(\"search.config.lang\")]\n\n  /* Override default separator with value from translation */\n  if (config.separator === \"[\\\\s\\\\-]+\")\n    config.separator = translate(\"search.config.separator\")\n\n  /* Set pipeline from translation */\n  const pipeline = translate(\"search.config.pipeline\")\n    .split(/\\s*,\\s*/)\n    .filter(Boolean) as SearchIndexPipeline\n\n  /* Return search index after defaulting */\n  return { config, docs, index, pipeline }\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up search web worker\n *\n * This function will create a web worker to set up and query the search index\n * which is done using `lunr`. The index must be passed as an observable to\n * enable hacks like _localsearch_ via search index embedding as JSON.\n *\n * @param url - Worker URL\n * @param options - Options\n *\n * @return Worker handler\n */\nexport function setupSearchWorker(\n  url: string, { index$, base$ }: SetupOptions\n): WorkerHandler<SearchMessage> {\n  const worker = new Worker(url)\n\n  /* Create communication channels and resolve relative links */\n  const tx$ = new Subject<SearchMessage>()\n  const rx$ = watchWorker(worker, { tx$ })\n    .pipe(\n      withLatestFrom(base$),\n      map(([message, base]) => {\n        if (isSearchResultMessage(message)) {\n          for (const result of message.data)\n            for (const document of result)\n              document.location = `${base}/${document.location}`\n        }\n        return message\n      }),\n      share()\n    )\n\n  /* Set up search index */\n  index$\n    .pipe(\n      map<SearchIndex, SearchSetupMessage>(data => ({\n        type: SearchMessageType.SETUP,\n        data: setupSearchIndex(data)\n      })),\n      observeOn(asyncScheduler)\n    )\n      .subscribe(tx$.next.bind(tx$))\n\n  /* Return worker handler */\n  return { tx$, rx$ }\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, Subject, fromEvent } from \"rxjs\"\nimport {\n  map,\n  share,\n  switchMapTo,\n  tap,\n  throttle\n} from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Worker message\n */\nexport interface WorkerMessage {\n  type: unknown                        /* Message type */\n  data?: unknown                       /* Message data */\n}\n\n/**\n * Worker handler\n *\n * @template T - Message type\n */\nexport interface WorkerHandler<\n  T extends WorkerMessage\n> {\n  tx$: Subject<T>                      /* Message transmission subject */\n  rx$: Observable<T>                   /* Message receive observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n *\n * @template T - Worker message type\n */\ninterface WatchOptions<T extends WorkerMessage> {\n  tx$: Observable<T>                   /* Message transmission observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch a web worker\n *\n * This function returns an observable that will send all values emitted by the\n * message observable to the web worker. Web worker communication is expected\n * to be bidirectional (request-response) and synchronous. Messages that are\n * emitted during a pending request are throttled, the last one is emitted.\n *\n * @param worker - Web worker\n * @param options - Options\n *\n * @return Worker message observable\n */\nexport function watchWorker<T extends WorkerMessage>(\n  worker: Worker, { tx$ }: WatchOptions<T>\n): Observable<T> {\n\n  /* Intercept messages from worker-like objects */\n  const rx$ = fromEvent<MessageEvent>(worker, \"message\")\n    .pipe<T>(\n      map(({ data }) => data)\n    )\n\n  /* Send and receive messages, return hot observable */\n  return tx$\n    .pipe(\n      throttle(() => rx$, { leading: true, trailing: true }),\n      tap(message => worker.postMessage(message)),\n      switchMapTo(rx$),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  SearchDocument,\n  SearchMetadata,\n  SearchResult\n} from \"integrations/search\"\nimport { h, translate, truncate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Render flag\n */\nconst enum Flag {\n  TEASER = 1,                          /* Render teaser */\n  PARENT = 2                           /* Render as parent */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper function\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a search document\n *\n * @param section - Search document\n * @param flag - Render flags\n *\n * @return Element\n */\nfunction renderSearchDocument(\n  document: SearchDocument & SearchMetadata, flag: Flag\n) {\n  const parent = flag & Flag.PARENT\n  const teaser = flag & Flag.TEASER\n\n  /* Render missing query terms */\n  const missing = Object.keys(document.terms)\n    .filter(key => !document.terms[key])\n    .map(key => [<del>{key}</del>, \" \"])\n    .flat()\n    .slice(0, -1)\n\n  /* Render article or section, depending on flags */\n  const url = document.location\n  return (\n    <a href={url} class=\"md-search-result__link\" tabIndex={-1}>\n      <article\n        class={[\"md-search-result__article\", ...parent\n          ? [\"md-search-result__article--document\"]\n          : []\n        ].join(\" \")}\n        data-md-score={document.score.toFixed(2)}\n      >\n        {parent > 0 && <div class=\"md-search-result__icon md-icon\"></div>}\n        <h1 class=\"md-search-result__title\">{document.title}</h1>\n        {teaser > 0 && document.text.length > 0 &&\n          <p class=\"md-search-result__teaser\">\n            {truncate(document.text, 320)}\n          </p>\n        }\n        {teaser > 0 && missing.length > 0 &&\n          <p class=\"md-search-result__terms\">\n            {translate(\"search.result.term.missing\")}: {...missing}\n          </p>\n        }\n      </article>\n    </a>\n  )\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a search result\n *\n * @param result - Search result\n * @param threshold - Score threshold\n *\n * @return Element\n */\nexport function renderSearchResult(\n  result: SearchResult, threshold: number = Infinity\n) {\n  const docs = [...result]\n\n  /* Find and extract parent article */\n  const parent = docs.findIndex(doc => !doc.location.includes(\"#\"))\n  const [article] = docs.splice(parent, 1)\n\n  /* Determine last index above threshold */\n  let index = docs.findIndex(doc => doc.score < threshold)\n  if (index === -1)\n    index = docs.length\n\n  /* Partition sections */\n  const best = docs.slice(0, index)\n  const more = docs.slice(index)\n\n  /* Render children */\n  const children = [\n    renderSearchDocument(article, Flag.PARENT | +(!parent && index === 0)),\n    ...best.map(section => renderSearchDocument(section, Flag.TEASER)),\n    ...more.length ? [\n      <details class=\"md-search-result__more\">\n        <summary tabIndex={-1}>\n          {more.length > 0 && more.length === 1\n            ? translate(\"search.result.more.one\")\n            : translate(\"search.result.more.other\", more.length)\n          }\n        </summary>\n        {...more.map(section => renderSearchDocument(section, Flag.TEASER))}\n      </details>\n    ] : []\n  ]\n\n  /* Render search result */\n  return (\n    <li class=\"md-search-result__item\">\n      {children}\n    </li>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SourceFacts } from \"patches/source\"\nimport { h } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render source facts\n *\n * @param facts - Source facts\n *\n * @return Element\n */\nexport function renderSource(\n  facts: SourceFacts\n) {\n  return (\n    <ul class=\"md-source__facts\">\n      {facts.map(fact => (\n        <li class=\"md-source__fact\">{fact}</li>\n      ))}\n    </ul>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport * as ClipboardJS from \"clipboard\"\nimport { NEVER, Observable, Subject } from \"rxjs\"\nimport { mapTo, share, tap } from \"rxjs/operators\"\n\nimport { getElements } from \"browser\"\nimport { renderClipboardButton } from \"templates\"\nimport { translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  document$: Observable<Document>      /* Document observable */\n  dialog$: Subject<string>             /* Dialog subject */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up clipboard\n *\n * This function implements the Clipboard.js integration and injects a button\n * into all code blocks when the document changes.\n *\n * @param options - Options\n *\n * @return Clipboard observable\n */\nexport function setupClipboard(\n  { document$, dialog$ }: SetupOptions\n): Observable<ClipboardJS.Event> {\n  if (!ClipboardJS.isSupported())\n    return NEVER\n\n  /* Inject 'copy-to-clipboard' buttons */\n  document$.subscribe(() => {\n    const blocks = getElements(\"pre > code\")\n    blocks.forEach((block, index) => {\n      const parent = block.parentElement!\n      parent.id = `__code_${index}`\n      parent.insertBefore(\n        renderClipboardButton(parent.id),\n        block\n      )\n    })\n  })\n\n  /* Initialize clipboard */\n  const clipboard$ = new Observable<ClipboardJS.Event>(subscriber => {\n    new ClipboardJS(\".md-clipboard\").on(\"success\", ev => subscriber.next(ev))\n  })\n    .pipe(\n      share()\n    )\n\n  /* Display notification for clipboard event */\n  clipboard$\n    .pipe(\n      tap(ev => ev.clearSelection()),\n      mapTo(translate(\"clipboard.copied\"))\n    )\n      .subscribe(dialog$)\n\n  /* Return clipboard */\n  return clipboard$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h, translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a 'copy-to-clipboard' button\n *\n * @param id - Unique identifier\n *\n * @return Element\n */\nexport function renderClipboardButton(id: string) {\n  return (\n    <button\n      class=\"md-clipboard md-icon\"\n      title={translate(\"clipboard.copy\")}\n      data-clipboard-target={`#${id} > code`}\n    ></button>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { NEVER, Observable, Subject, from, fromEvent, merge, of } from \"rxjs\"\nimport {\n  bufferCount,\n  catchError,\n  debounceTime,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  filter,\n  map,\n  sample,\n  share,\n  skip,\n  switchMap\n} from \"rxjs/operators\"\n\nimport {\n  Viewport,\n  ViewportOffset,\n  getElement,\n  isAnchorLocation,\n  isLocalLocation,\n  replaceElement,\n  setLocation,\n  setLocationHash,\n  setToggle,\n  setViewportOffset\n} from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * History state\n */\ninterface State {\n  url: URL                             /* State URL */\n  offset?: ViewportOffset              /* State viewport offset */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  document$: Subject<Document>         /* Document subject */\n  location$: Subject<URL>              /* Location subject */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up instant loading\n *\n * When fetching, theoretically, we could use `responseType: \"document\"`, but\n * since all MkDocs links are relative, we need to make sure that the current\n * location matches the document we just loaded. Otherwise any relative links\n * in the document could use the old location.\n *\n * This is the reason why we need to synchronize history events and the process\n * of fetching the document for navigation changes (except `popstate` events):\n *\n * 1. Fetch document via `XMLHTTPRequest`\n * 2. Set new location via `history.pushState`\n * 3. Parse and emit fetched document\n *\n * For `popstate` events, we must not use `history.pushState`, or the forward\n * history will be irreversibly overwritten. In case the request fails, the\n * location change is dispatched regularly.\n *\n * @param options - Options\n */\nexport function setupInstantLoading(\n  urls: string[], { document$, viewport$, location$ }: SetupOptions\n): void {\n\n  /* Disable automatic scroll restoration */\n  if (\"scrollRestoration\" in history)\n    history.scrollRestoration = \"manual\"\n\n  /* Hack: ensure that reloads restore viewport offset */\n  fromEvent(window, \"beforeunload\")\n    .subscribe(() => {\n      history.scrollRestoration = \"auto\"\n    })\n\n  /* Hack: ensure absolute favicon link to omit 404s on document switch */\n  const favicon = getElement<HTMLLinkElement>(`link[rel=\"shortcut icon\"]`)\n  if (typeof favicon !== \"undefined\")\n    favicon.href = favicon.href // tslint:disable-line no-self-assignment\n\n  /* Intercept link clicks and convert to state change */\n  const state$ = fromEvent<MouseEvent>(document.body, \"click\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      switchMap(ev => {\n        if (ev.target instanceof HTMLElement) {\n          const el = ev.target.closest(\"a\")\n          if (\n            el && !el.target &&\n            isLocalLocation(el) &&\n            urls.includes(el.href)\n          ) {\n            if (!isAnchorLocation(el))\n              ev.preventDefault()\n            return of(el)\n          }\n        }\n        return NEVER\n      }),\n      map(el => ({ url: new URL(el.href) })),\n      share<State>()\n    )\n\n  /* Always close search on link click */\n  state$.subscribe(() => {\n    setToggle(\"search\", false)\n  })\n\n  /* Filter state changes to dispatch */\n  const push$ = state$\n    .pipe(\n      filter(({ url }) => !isAnchorLocation(url)),\n      share()\n    )\n\n  /* Intercept popstate events (history back and forward) */\n  const pop$ = fromEvent<PopStateEvent>(window, \"popstate\")\n    .pipe(\n      filter(ev => ev.state !== null),\n      map(ev => ({\n        url: new URL(location.href),\n        offset: ev.state\n      })),\n      share<State>()\n    )\n\n  /* Emit location change */\n  merge(push$, pop$)\n    .pipe(\n      distinctUntilChanged((prev, next) => prev.url.href === next.url.href),\n      map(({ url }) => url)\n    )\n      .subscribe(location$)\n\n  /* Fetch document on location change */\n  const ajax$ = location$\n    .pipe(\n      distinctUntilKeyChanged(\"pathname\"),\n      skip(1),\n      switchMap(url => from(fetch(url.href, {\n        credentials: \"same-origin\"\n      }).then(res => res.text()))\n        .pipe(\n          catchError(() => {\n            setLocation(url)\n            return NEVER\n          })\n        )\n      ),\n      share()\n    )\n\n  /* Set new location as soon as the document was fetched */\n  push$\n    .pipe(\n      sample(ajax$)\n    )\n      .subscribe(({ url }) => {\n        history.pushState({}, \"\", url.toString())\n      })\n\n  /* Parse and emit document */\n  const dom = new DOMParser()\n  ajax$\n    .pipe(\n      map(response => dom.parseFromString(response, \"text/html\"))\n    )\n      .subscribe(document$)\n\n  /* Intercept instant loading */\n  const instant$ = merge(push$, pop$)\n    .pipe(\n      sample(document$)\n    )\n\n  // TODO: this must be combined with search scroll restoration on mobile\n  instant$.subscribe(({ url, offset }) => {\n    if (url.hash && !offset) {\n      setLocationHash(url.hash)\n    } else {\n      setViewportOffset(offset || { y: 0 })\n    }\n  })\n\n  /* Replace document metadata */\n  document$\n    .pipe(\n      skip(1) // Skip initial\n    )\n      .subscribe(({ title, head }) => {\n        document.title = title\n\n        /* Replace meta tags */\n        for (const selector of [\n          `link[rel=\"canonical\"]`,\n          `meta[name=\"author\"]`,\n          `meta[name=\"description\"]`\n        ]) {\n          const next = getElement(selector, head)\n          const prev = getElement(selector, document.head)\n          if (\n            typeof next !== \"undefined\" &&\n            typeof prev !== \"undefined\"\n          ) {\n            replaceElement(prev, next)\n          }\n        }\n\n        /* Finished, dispatch document switch event */\n        document.dispatchEvent(new CustomEvent(\"DOMContentSwitch\"))\n      })\n\n  /* Debounce update of viewport offset */\n  viewport$\n    .pipe(\n      debounceTime(250),\n      distinctUntilKeyChanged(\"offset\")\n    )\n      .subscribe(({ offset }) => {\n        history.replaceState(offset, \"\")\n      })\n\n  /* Set viewport offset from history */\n  merge(state$, pop$)\n    .pipe(\n      bufferCount(2, 1),\n      filter(([prev, next]) => {\n        return prev.url.pathname === next.url.pathname\n            && !isAnchorLocation(next.url)\n      }),\n      map(([, state]) => state)\n    )\n      .subscribe(({ offset }) => {\n        setViewportOffset(offset || { y: 0 })\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport {\n  filter,\n  map,\n  share,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport {\n  Key,\n  getActiveElement,\n  getElement,\n  getElements,\n  getToggle,\n  isSusceptibleToKeyboard,\n  setElementFocus,\n  setElementSelection,\n  setToggle,\n  watchKeyboard\n} from \"browser\"\nimport { useComponent } from \"components\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Keyboard mode\n */\nexport type KeyboardMode =\n  | \"global\"                           /* Global */\n  | \"search\"                           /* Search is open */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Keyboard\n */\nexport interface Keyboard extends Key {\n  mode: KeyboardMode                   /* Keyboard mode */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up keyboard\n *\n * This function will set up the keyboard handlers and ensure that keys are\n * correctly propagated. Currently there are two modes:\n *\n * - `global`: This mode is active when the search is closed. It is intended\n *   to assign hotkeys to specific functions of the site. Currently the search,\n *   previous and next page can be triggered.\n *\n * - `search`: This mode is active when the search is open. It maps certain\n *   navigational keys to offer search results that can be entirely navigated\n *   through keyboard input.\n *\n * The keyboard observable is returned and can be used to monitor the keyboard\n * in order toassign further hotkeys to custom functions.\n *\n * @return Keyboard observable\n */\nexport function setupKeyboard(): Observable<Keyboard> {\n  const keyboard$ = watchKeyboard()\n    .pipe(\n      map<Key, Keyboard>(key => ({\n        mode: getToggle(\"search\") ? \"search\" : \"global\",\n        ...key\n      })),\n      filter(({ mode }) => {\n        if (mode === \"global\") {\n          const active = getActiveElement()\n          if (typeof active !== \"undefined\")\n            return !isSusceptibleToKeyboard(active)\n        }\n        return true\n      }),\n      share()\n    )\n\n  /* Set up search keyboard handlers */\n  keyboard$\n    .pipe(\n      filter(({ mode }) => mode === \"search\"),\n      withLatestFrom(\n        useComponent(\"search-query\"),\n        useComponent(\"search-result\")\n      )\n    )\n      .subscribe(([key, query, result]) => {\n        const active = getActiveElement()\n        switch (key.type) {\n\n          /* Enter: prevent form submission */\n          case \"Enter\":\n            if (active === query)\n              key.claim()\n            break\n\n          /* Escape or Tab: close search */\n          case \"Escape\":\n          case \"Tab\":\n            setToggle(\"search\", false)\n            setElementFocus(query, false)\n            break\n\n          /* Vertical arrows: select previous or next search result */\n          case \"ArrowUp\":\n          case \"ArrowDown\":\n            if (typeof active === \"undefined\") {\n              setElementFocus(query)\n            } else {\n              const els = [query, ...getElements(\n                \":not(details) > [href], summary, details[open] [href]\",\n                result\n              )]\n              const i = Math.max(0, (\n                Math.max(0, els.indexOf(active)) + els.length + (\n                  key.type === \"ArrowUp\" ? -1 : +1\n                )\n              ) % els.length)\n              setElementFocus(els[i])\n            }\n\n            /* Prevent scrolling of page */\n            key.claim()\n            break\n\n          /* All other keys: hand to search query */\n          default:\n            if (query !== getActiveElement())\n              setElementFocus(query)\n        }\n      })\n\n  /* Set up global keyboard handlers */\n  keyboard$\n    .pipe(\n      filter(({ mode }) => mode === \"global\"),\n      withLatestFrom(useComponent(\"search-query\"))\n    )\n      .subscribe(([key, query]) => {\n        switch (key.type) {\n\n          /* Open search and select query */\n          case \"f\":\n          case \"s\":\n          case \"/\":\n            setElementFocus(query)\n            setElementSelection(query)\n            key.claim()\n            break\n\n          /* Go to previous page */\n          case \"p\":\n          case \",\":\n            const prev = getElement(\"[href][rel=prev]\")\n            if (typeof prev !== \"undefined\")\n              prev.click()\n            break\n\n          /* Go to next page */\n          case \"n\":\n          case \".\":\n            const next = getElement(\"[href][rel=next]\")\n            if (typeof next !== \"undefined\")\n              next.click()\n            break\n        }\n      })\n\n  /* Return keyboard */\n  return keyboard$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { filter, map, share } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Key\n */\nexport interface Key {\n  type: string                         /* Key type */\n  claim(): void                        /* Key claim */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Check whether an element may receive keyboard input\n *\n * @param el - Element\n *\n * @return Test result\n */\nexport function isSusceptibleToKeyboard(el: HTMLElement): boolean {\n  switch (el.tagName) {\n\n    /* Form elements */\n    case \"INPUT\":\n    case \"SELECT\":\n    case \"TEXTAREA\":\n      return true\n\n    /* Everything else */\n    default:\n      return el.isContentEditable\n  }\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch keyboard\n *\n * @return Keyboard observable\n */\nexport function watchKeyboard(): Observable<Key> {\n  return fromEvent<KeyboardEvent>(window, \"keydown\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      map(ev => ({\n        type: ev.key,\n        claim() {\n          ev.preventDefault()\n          ev.stopPropagation()\n        }\n      })),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set element text selection\n *\n * @param el - Element\n */\nexport function setElementSelection(\n  el: HTMLElement\n): void {\n  if (el instanceof HTMLInputElement)\n    el.select()\n  else\n    throw new Error(\"Not implemented\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set search query placeholder\n *\n * @param el - Search query element\n * @param value - Placeholder\n */\nexport function setSearchQueryPlaceholder(\n  el: HTMLInputElement, value: string\n): void {\n  el.placeholder = value\n}\n\n/**\n * Reset search query placeholder\n *\n * @param el - Search query element\n */\nexport function resetSearchQueryPlaceholder(\n  el: HTMLInputElement\n): void {\n  el.placeholder = translate(\"search.placeholder\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  combineLatest,\n  fromEvent,\n  merge,\n  pipe\n} from \"rxjs\"\nimport {\n  delay,\n  distinctUntilChanged,\n  finalize,\n  map,\n  startWith,\n  tap\n} from \"rxjs/operators\"\n\nimport { watchElementFocus } from \"browser\"\nimport { SearchTransformFn, defaultTransform } from \"integrations\"\n\nimport { SearchQuery } from \"../_\"\nimport {\n  resetSearchQueryPlaceholder,\n  setSearchQueryPlaceholder\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  transform?: SearchTransformFn        /* Transformation function */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch search query\n *\n * Note that the focus event which triggers re-reading the current query value\n * is delayed by `1ms` so the input's empty state is allowed to propagate.\n *\n * @param el - Search query element\n * @param options - Options\n *\n * @return Search query observable\n */\nexport function watchSearchQuery(\n  el: HTMLInputElement, { transform }: WatchOptions = {}\n): Observable<SearchQuery> {\n  const fn = transform || defaultTransform\n\n  /* Intercept keyboard events */\n  const value$ = merge(\n    fromEvent(el, \"keyup\"),\n    fromEvent(el, \"focus\").pipe(delay(1))\n  )\n    .pipe(\n      map(() => fn(el.value)),\n      startWith(fn(el.value)),\n      distinctUntilChanged()\n    )\n\n  /* Intercept focus events */\n  const focus$ = watchElementFocus(el)\n\n  /* Combine into single observable */\n  return combineLatest([value$, focus$])\n    .pipe(\n      map(([value, focus]) => ({ value, focus }))\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply search query\n *\n * @param el - Search query element\n *\n * @return Operator function\n */\nexport function applySearchQuery(\n  el: HTMLInputElement\n): MonoTypeOperatorFunction<SearchQuery> {\n  return pipe(\n\n    /* Hide placeholder when search is focused */\n    tap(({ focus }) => {\n      if (focus) {\n        setSearchQueryPlaceholder(el, \"\")\n      } else {\n        resetSearchQueryPlaceholder(el)\n      }\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetSearchQueryPlaceholder(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { OperatorFunction, pipe } from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  map,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { WorkerHandler, setToggle } from \"browser\"\nimport {\n  SearchMessage,\n  SearchMessageType,\n  SearchQueryMessage,\n  SearchTransformFn\n} from \"integrations\"\n\nimport {\n  applySearchQuery,\n  watchSearchQuery\n} from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search query\n */\nexport interface SearchQuery {\n  value: string                        /* Query value */\n  focus: boolean                       /* Query focus */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  transform?: SearchTransformFn        /* Transformation function */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search query from source observable\n *\n * @param handler - Worker handler\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountSearchQuery(\n  { tx$ }: WorkerHandler<SearchMessage>, options: MountOptions = {}\n): OperatorFunction<HTMLInputElement, SearchQuery> {\n  return pipe(\n    switchMap(el => {\n      const query$ = watchSearchQuery(el, options)\n\n      /* Subscribe worker to search query */\n      query$\n        .pipe(\n          distinctUntilKeyChanged(\"value\"),\n          map(({ value }): SearchQueryMessage => ({\n            type: SearchMessageType.QUERY,\n            data: value\n          }))\n        )\n          .subscribe(tx$.next.bind(tx$))\n\n      /* Toggle search on focus */\n      query$\n        .pipe(\n          distinctUntilKeyChanged(\"focus\")\n        )\n          .subscribe(({ focus }) => {\n            if (focus)\n              setToggle(\"search\", focus)\n          })\n\n      /* Return search query */\n      return query$\n        .pipe(\n          applySearchQuery(el)\n        )\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { OperatorFunction, pipe } from \"rxjs\"\nimport {\n  mapTo,\n  startWith,\n  switchMap,\n  switchMapTo,\n  tap\n} from \"rxjs/operators\"\n\nimport { setElementFocus } from \"browser\"\n\nimport { useComponent } from \"../../../_\"\nimport { watchSearchReset } from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search reset from source observable\n *\n * @return Operator function\n */\nexport function mountSearchReset(): OperatorFunction<HTMLElement, void> {\n  return pipe(\n    switchMap(el => watchSearchReset(el)\n      .pipe(\n        switchMapTo(useComponent(\"search-query\")),\n        tap(setElementFocus),\n        mapTo(undefined)\n      )\n    ),\n    startWith(undefined)\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent } from \"rxjs\"\nimport { mapTo } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch search reset\n *\n * @param el - Search reset element\n *\n * @return Search reset observable\n */\nexport function watchSearchReset(\n  el: HTMLElement\n): Observable<void> {\n  return fromEvent(el, \"click\")\n    .pipe(\n      mapTo(undefined)\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { translate } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set number of search results\n *\n * @param el - Search result metadata element\n * @param value - Number of results\n */\nexport function setSearchResultMeta(\n  el: HTMLElement, value: number\n): void {\n  switch (value) {\n\n    /* No results */\n    case 0:\n      el.textContent = translate(\"search.result.none\")\n      break\n\n    /* One result */\n    case 1:\n      el.textContent = translate(\"search.result.one\")\n      break\n\n    /* Multiple result */\n    default:\n      el.textContent = translate(\"search.result.other\", value)\n  }\n}\n\n/**\n * Reset number of search results\n *\n * @param el - Search result metadata element\n */\nexport function resetSearchResultMeta(\n  el: HTMLElement\n): void {\n  el.textContent = translate(\"search.result.placeholder\")\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Add an element to the search result list\n *\n * @param el - Search result list element\n * @param child - Search result element\n */\nexport function addToSearchResultList(\n  el: HTMLElement, child: Element\n): void {\n  el.appendChild(child)\n}\n\n/**\n * Reset search result list\n *\n * @param el - Search result list element\n */\nexport function resetSearchResultList(\n  el: HTMLElement\n): void {\n  el.innerHTML = \"\"\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  pipe\n} from \"rxjs\"\nimport {\n  finalize,\n  map,\n  mapTo,\n  observeOn,\n  scan,\n  switchMap,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport { getElementOrThrow } from \"browser\"\nimport { SearchResult } from \"integrations/search\"\nimport { renderSearchResult } from \"templates\"\n\nimport { SearchQuery } from \"../../query\"\nimport {\n  addToSearchResultList,\n  resetSearchResultList,\n  resetSearchResultMeta,\n  setSearchResultMeta\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Apply options\n */\ninterface ApplyOptions {\n  query$: Observable<SearchQuery>     /* Search query observable */\n  ready$: Observable<boolean>         /* Search ready observable */\n  fetch$: Observable<boolean>         /* Result fetch observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Apply search results\n *\n * This function will perform a lazy rendering of the search results, depending\n * on the vertical offset of the search result container. When the scroll offset\n * reaches the bottom of the element, more results are fetched and rendered.\n *\n * @param el - Search result element\n * @param options - Options\n *\n * @return Operator function\n */\nexport function applySearchResult(\n  el: HTMLElement, { query$, ready$, fetch$ }: ApplyOptions\n): MonoTypeOperatorFunction<SearchResult[]> {\n  const list = getElementOrThrow(\".md-search-result__list\", el)\n  const meta = getElementOrThrow(\".md-search-result__meta\", el)\n  return pipe(\n\n    /* Apply search result metadata */\n    withLatestFrom(query$, ready$),\n    map(([result, query]) => {\n      if (query.value) {\n        setSearchResultMeta(meta, result.length)\n      } else {\n        resetSearchResultMeta(meta)\n      }\n      return result\n    }),\n\n    /* Apply search result list */\n    switchMap(result => {\n      const thresholds = [...result.map(([best]) => best.score), 0]\n      return fetch$\n        .pipe(\n\n          /* Defer repaint to next animation frame */\n          observeOn(animationFrameScheduler),\n          scan(index => {\n            const container = el.parentElement!\n            while (index < result.length) {\n              addToSearchResultList(list, renderSearchResult(\n                result[index++], thresholds[index]\n              ))\n              if (container.scrollHeight - container.offsetHeight > 16)\n                break\n            }\n            return index\n          }, 0),\n\n          /* Re-map to search result */\n          mapTo(result),\n\n          /* Reset on complete or error */\n          finalize(() => {\n            resetSearchResultList(list)\n          })\n        )\n      }\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, pipe } from \"rxjs\"\nimport {\n  distinctUntilChanged,\n  filter,\n  map,\n  mapTo,\n  startWith,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { WorkerHandler, watchElementOffset } from \"browser\"\nimport {\n  SearchMessage,\n  SearchResult,\n  isSearchReadyMessage,\n  isSearchResultMessage\n} from \"integrations\"\n\nimport { SearchQuery } from \"../../query\"\nimport { applySearchResult } from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search result from source observable\n *\n * @param handler - Worker handler\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountSearchResult(\n  { rx$ }: WorkerHandler<SearchMessage>, { query$ }: MountOptions\n): OperatorFunction<HTMLElement, SearchResult[]> {\n  return pipe(\n    switchMap(el => {\n      const container = el.parentElement!\n\n      /* Compute if search is ready */\n      const ready$ = rx$\n        .pipe(\n          filter(isSearchReadyMessage),\n          mapTo(true)\n        )\n\n      /* Compute whether there are more search results to fetch */\n      const fetch$ = watchElementOffset(container)\n        .pipe(\n          map(({ y }) => {\n            return y >= container.scrollHeight - container.offsetHeight - 16\n          }),\n          distinctUntilChanged(),\n          filter(Boolean)\n        )\n\n      /* Apply search results */\n      return rx$\n        .pipe(\n          filter(isSearchResultMessage),\n          map(({ data }) => data),\n          applySearchResult(el, { query$, ready$, fetch$ }),\n          startWith([])\n        )\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, of, pipe } from \"rxjs\"\nimport {\n  distinctUntilKeyChanged,\n  map,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { Viewport, watchViewportAt } from \"browser\"\n\nimport { Header } from \"../../header\"\nimport { applyTabs } from \"../react\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Tabs\n */\nexport interface Tabs {\n  hidden: boolean                      /* Whether the tabs are hidden */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  screen$: Observable<boolean>         /* Media screen observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount tabs from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountTabs(\n  { header$, viewport$, screen$ }: MountOptions\n): OperatorFunction<HTMLElement, Tabs> {\n  return pipe(\n    switchMap(el => screen$\n      .pipe(\n        switchMap(screen => {\n\n          /* [screen +]: Mount tabs above screen breakpoint */\n          if (screen) {\n            return watchViewportAt(el, { header$, viewport$ })\n              .pipe(\n                map(({ offset: { y } }) => ({ hidden: y >= 10 })),\n                distinctUntilKeyChanged(\"hidden\"),\n                applyTabs(el)\n              )\n\n          /* [screen -]: Unmount tabs below screen breakpoint */\n          } else {\n            return of({ hidden: true })\n          }\n        })\n      )\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  animationFrameScheduler,\n  pipe\n} from \"rxjs\"\nimport { finalize, observeOn, tap } from \"rxjs/operators\"\n\nimport { Tabs } from \"../_\"\nimport {\n  resetTabsHidden,\n  setTabsHidden\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Apply tabs\n *\n * @param el - Tabs element\n *\n * @return Operator function\n */\nexport function applyTabs(\n  el: HTMLElement\n): MonoTypeOperatorFunction<Tabs> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(({ hidden }) => {\n      setTabsHidden(el, hidden)\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      resetTabsHidden(el)\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set tabs hidden\n *\n * @param el - Tabs element\n * @param value - Whether the element is hidden\n */\nexport function setTabsHidden(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"hidden\" : \"\")\n}\n\n/**\n * Reset tabs hidden\n *\n * @param el - Tabs element\n */\nexport function resetTabsHidden(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set anchor blur\n *\n * @param el - Anchor element\n * @param value - Whether the anchor is blurred\n */\nexport function setAnchorBlur(\n  el: HTMLElement, value: boolean\n): void {\n  el.setAttribute(\"data-md-state\", value ? \"blur\" : \"\")\n}\n\n/**\n * Reset anchor blur\n *\n * @param el - Anchor element\n */\nexport function resetAnchorBlur(\n  el: HTMLElement\n): void {\n  el.removeAttribute(\"data-md-state\")\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Set anchor active\n *\n * @param el - Anchor element\n * @param value - Whether the anchor is active\n */\nexport function setAnchorActive(\n  el: HTMLElement, value: boolean\n): void {\n  el.classList.toggle(\"md-nav__link--active\", value)\n}\n\n/**\n * Reset anchor active\n *\n * @param el - Anchor element\n */\nexport function resetAnchorActive(\n  el: HTMLElement\n): void {\n  el.classList.remove(\"md-nav__link--active\")\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  Observable,\n  OperatorFunction,\n  combineLatest,\n  of,\n  pipe\n} from \"rxjs\"\nimport { map, switchMap } from \"rxjs/operators\"\n\nimport { Viewport, getElements } from \"browser\"\n\nimport { Header } from \"../../header\"\nimport { Main } from \"../../main\"\nimport {\n  Sidebar,\n  applySidebar,\n  watchSidebar\n} from \"../../shared\"\nimport {\n  AnchorList,\n  applyAnchorList,\n  watchAnchorList\n} from \"../anchor\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Table of contents for [tablet -]\n */\ninterface TableOfContentsBelowTablet {} // tslint:disable-line\n\n/**\n * Table of contents for [tablet +]\n */\ninterface TableOfContentsAboveTablet {\n  sidebar: Sidebar                     /* Sidebar */\n  anchors: AnchorList                  /* Anchor list */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Table of contents\n */\nexport type TableOfContents =\n  | TableOfContentsBelowTablet\n  | TableOfContentsAboveTablet\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  tablet$: Observable<boolean>         /* Tablet media observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount table of contents from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountTableOfContents(\n  { header$, main$, viewport$, tablet$ }: MountOptions\n): OperatorFunction<HTMLElement, TableOfContents> {\n  return pipe(\n    switchMap(el => tablet$\n      .pipe(\n        switchMap(tablet => {\n\n          /* [tablet +]: Mount table of contents in sidebar */\n          if (tablet) {\n            const els = getElements<HTMLAnchorElement>(\".md-nav__link\", el)\n\n            /* Watch and apply sidebar */\n            const sidebar$ = watchSidebar(el, { main$, viewport$ })\n              .pipe(\n                applySidebar(el, { header$ })\n              )\n\n            /* Watch and apply anchor list (scroll spy) */\n            const anchors$ = watchAnchorList(els, { header$, viewport$ })\n              .pipe(\n                applyAnchorList(els)\n              )\n\n            /* Combine into single hot observable */\n            return combineLatest([sidebar$, anchors$])\n              .pipe(\n                map(([sidebar, anchors]) => ({ sidebar, anchors }))\n              )\n\n          /* [tablet -]: Unmount table of contents */\n          } else {\n            return of({})\n          }\n        })\n      )\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport {\n  MonoTypeOperatorFunction,\n  Observable,\n  animationFrameScheduler,\n  combineLatest,\n  pipe\n} from \"rxjs\"\nimport {\n  bufferCount,\n  distinctUntilChanged,\n  distinctUntilKeyChanged,\n  finalize,\n  map,\n  observeOn,\n  scan,\n  startWith,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { Viewport, getElement, watchElementSize } from \"browser\"\n\nimport { Header } from \"../../../header\"\nimport { AnchorList } from \"../_\"\nimport {\n  resetAnchorActive,\n  resetAnchorBlur,\n  setAnchorActive,\n  setAnchorBlur\n} from \"../set\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  header$: Observable<Header>          /* Header observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch anchor list\n *\n * This is effectively a scroll-spy implementation which will account for the\n * fixed header and automatically re-calculate anchor offsets when the viewport\n * is resized. The returned observable will only emit if the anchor list needs\n * to be repainted.\n *\n * This implementation tracks an anchor element's entire path starting from its\n * level up to the top-most anchor element, e.g. `[h3, h2, h1]`. Although the\n * Material theme currently doesn't make use of this information, it enables\n * the styling of the entire hierarchy through customization.\n *\n * Note that the current anchor is the last item of the `prev` anchor list.\n *\n * @param els - Anchor elements\n * @param options - Options\n *\n * @return Anchor list observable\n */\nexport function watchAnchorList(\n  els: HTMLAnchorElement[], { header$, viewport$ }: WatchOptions\n): Observable<AnchorList> {\n  const table = new Map<HTMLAnchorElement, HTMLElement>()\n  for (const el of els) {\n    const id = decodeURIComponent(el.hash.substring(1))\n    const target = getElement(`[id=\"${id}\"]`)\n    if (typeof target !== \"undefined\")\n      table.set(el, target)\n  }\n\n  /* Compute necessary adjustment for header */\n  const adjust$ = header$\n    .pipe(\n      map(header => 24 + header.height)\n    )\n\n  /* Compute partition of previous and next anchors */\n  const partition$ = watchElementSize(document.body)\n    .pipe(\n      distinctUntilKeyChanged(\"height\"),\n\n      /* Build index to map anchor paths to vertical offsets */\n      map(() => {\n        let path: HTMLAnchorElement[] = []\n        return [...table].reduce((index, [anchor, target]) => {\n          while (path.length) {\n            const last = table.get(path[path.length - 1])!\n            if (last.tagName >= target.tagName) {\n              path.pop()\n            } else {\n              break\n            }\n          }\n\n          /* If the current anchor is hidden, continue with its parent */\n          let offset = target.offsetTop\n          while (!offset && target.parentElement) {\n            target = target.parentElement\n            offset = target.offsetTop\n          }\n\n          /* Map reversed anchor path to vertical offset */\n          return index.set(\n            [...path = [...path, anchor]].reverse(),\n            offset\n          )\n        }, new Map<HTMLAnchorElement[], number>())\n      }),\n\n      /* Re-compute partition when viewport offset changes */\n      switchMap(index => combineLatest([adjust$, viewport$])\n        .pipe(\n          scan(([prev, next], [adjust, { offset: { y } }]) => {\n\n            /* Look forward */\n            while (next.length) {\n              const [, offset] = next[0]\n              if (offset - adjust < y) {\n                prev = [...prev, next.shift()!]\n              } else {\n                break\n              }\n            }\n\n            /* Look backward */\n            while (prev.length) {\n              const [, offset] = prev[prev.length - 1]\n              if (offset - adjust >= y) {\n                next = [prev.pop()!, ...next]\n              } else {\n                break\n              }\n            }\n\n            /* Return partition */\n            return [prev, next]\n          }, [[], [...index]]),\n          distinctUntilChanged((a, b) => {\n            return a[0] === b[0]\n                && a[1] === b[1]\n          })\n        )\n      )\n    )\n\n  /* Compute and return anchor list migrations */\n  return partition$\n    .pipe(\n      map(([prev, next]) => ({\n        prev: prev.map(([path]) => path),\n        next: next.map(([path]) => path)\n      })),\n\n      /* Extract anchor list migrations */\n      startWith({ prev: [], next: [] }),\n      bufferCount(2, 1),\n      map(([a, b]) => {\n\n        /* Moving down */\n        if (a.prev.length < b.prev.length) {\n          return {\n            prev: b.prev.slice(Math.max(0, a.prev.length - 1), b.prev.length),\n            next: []\n          }\n\n        /* Moving up */\n        } else {\n          return {\n            prev: b.prev.slice(-1),\n            next: b.next.slice(0, b.next.length - a.next.length)\n          }\n        }\n      })\n    )\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Apply anchor list\n *\n * @param els - Anchor elements\n *\n * @return Operator function\n */\nexport function applyAnchorList(\n  els: HTMLAnchorElement[]\n): MonoTypeOperatorFunction<AnchorList> {\n  return pipe(\n\n    /* Defer repaint to next animation frame */\n    observeOn(animationFrameScheduler),\n    tap(({ prev, next }) => {\n\n      /* Look forward */\n      for (const [el] of next) {\n        resetAnchorActive(el)\n        resetAnchorBlur(el)\n      }\n\n      /* Look backward */\n      prev.forEach(([el], index) => {\n        setAnchorActive(el, index === prev.length - 1)\n        setAnchorBlur(el, true)\n      })\n    }),\n\n    /* Reset on complete or error */\n    finalize(() => {\n      for (const el of els) {\n        resetAnchorActive(el)\n        resetAnchorBlur(el)\n      }\n    })\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { NEVER, Observable, fromEvent, iif, merge } from \"rxjs\"\nimport { map, mapTo, shareReplay, switchMap } from \"rxjs/operators\"\n\nimport { getElements } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Check whether the given device is an Apple device\n *\n * @return Test result\n */\nfunction isAppleDevice(): boolean {\n  return /(iPad|iPhone|iPod)/.test(navigator.userAgent)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all elements with `data-md-scrollfix` attributes\n *\n * This is a year-old patch which ensures that overflow scrolling works at the\n * top and bottom of containers on iOS by ensuring a `1px` scroll offset upon\n * the start of a touch event.\n *\n * @see https://bit.ly/2SCtAOO - Original source\n *\n * @param options - Options\n */\nexport function patchScrollfix(\n  { document$ }: PatchOptions\n): void {\n  const els$ = document$\n    .pipe(\n      map(() => getElements(\"[data-md-scrollfix]\")),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* Remove marker attribute, so we'll only add the fix once */\n  els$.subscribe(els => {\n    for (const el of els)\n      el.removeAttribute(\"data-md-scrollfix\")\n  })\n\n  /* Patch overflow scrolling on touch start */\n  iif(isAppleDevice, els$, NEVER)\n    .pipe(\n      switchMap(els => merge(...els.map(el => (\n        fromEvent(el, \"touchstart\")\n          .pipe(\n            mapTo(el)\n          )\n      ))))\n    )\n      .subscribe(el => {\n        const top = el.scrollTop\n\n        /* We're at the top of the container */\n        if (top === 0) {\n          el.scrollTop = 1\n\n        /* We're at the bottom of the container */\n        } else if (top + el.offsetHeight === el.scrollHeight) {\n          el.scrollTop = top - 1\n        }\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { NEVER, Observable } from \"rxjs\"\nimport { catchError, filter, map, switchMap } from \"rxjs/operators\"\n\nimport { getElementOrThrow, getElements } from \"browser\"\nimport { renderSource } from \"templates\"\nimport { cache, hash } from \"utilities\"\n\nimport { fetchSourceFactsFromGitHub } from \"./github\"\nimport { fetchSourceFactsFromGitLab } from \"./gitlab\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Source facts\n */\nexport type SourceFacts = string[]\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch source facts\n *\n * @param url - Source repository URL\n *\n * @return Source facts observable\n */\nfunction fetchSourceFacts(\n  url: string\n): Observable<SourceFacts> {\n  const [type] = url.match(/(git(?:hub|lab))/i) || []\n  switch (type.toLowerCase()) {\n\n    /* GitHub repository */\n    case \"github\":\n      const [, user, repo] = url.match(/^.+github\\.com\\/([^\\/]+)\\/?([^\\/]+)?/i)!\n      return fetchSourceFactsFromGitHub(user, repo)\n\n    /* GitLab repository */\n    case \"gitlab\":\n      const [, base, slug] = url.match(/^.+?([^\\/]*gitlab[^\\/]+)\\/(.+?)\\/?$/i)!\n      return fetchSourceFactsFromGitLab(base, slug)\n\n    /* Everything else */\n    default:\n      return NEVER\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch elements containing repository information\n *\n * This function will retrieve the URL from the repository link and try to\n * query data from integrated source code platforms like GitHub or GitLab.\n *\n * @param options - Options\n */\nexport function patchSource(\n  { document$ }: PatchOptions\n): void {\n  document$\n    .pipe(\n      map(() => getElementOrThrow<HTMLAnchorElement>(\".md-source[href]\")),\n      switchMap(({ href }) => (\n        cache(`${hash(href)}`, () => fetchSourceFacts(href))\n      )),\n      filter(facts => facts.length > 0),\n      catchError(() => NEVER)\n    )\n      .subscribe(facts => {\n        for (const el of getElements(\".md-source__repository\")) {\n          if (!el.hasAttribute(\"data-md-state\")) {\n            el.setAttribute(\"data-md-state\", \"done\")\n            el.appendChild(renderSource(facts))\n          }\n        }\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Repo, User } from \"github-types\"\nimport { Observable, from } from \"rxjs\"\nimport {\n  defaultIfEmpty,\n  filter,\n  map,\n  share,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { round } from \"utilities\"\n\nimport { SourceFacts } from \"..\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch GitHub source facts\n *\n * @param user - GitHub user\n * @param repo - GitHub repository\n *\n * @return Source facts observable\n */\nexport function fetchSourceFactsFromGitHub(\n  user: string, repo?: string\n): Observable<SourceFacts> {\n  const url = typeof repo !== \"undefined\"\n    ? `https://api.github.com/repos/${user}/${repo}`\n    : `https://api.github.com/users/${user}`\n  return from(fetch(url))\n    .pipe(\n      filter(res => res.status === 200),\n      switchMap(res => res.json()),\n      map(data => {\n\n        /* GitHub repository */\n        if (typeof repo !== \"undefined\") {\n          const { stargazers_count, forks_count }: Repo = data\n          return [\n            `${round(stargazers_count!)} Stars`,\n            `${round(forks_count!)} Forks`\n          ]\n\n        /* GitHub user/organization */\n        } else {\n          const { public_repos }: User = data\n          return [\n            `${round(public_repos!)} Repositories`\n          ]\n        }\n      }),\n      defaultIfEmpty([]),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ProjectSchema } from \"gitlab\"\nimport { Observable, from } from \"rxjs\"\nimport {\n  defaultIfEmpty,\n  filter,\n  map,\n  share,\n  switchMap\n} from \"rxjs/operators\"\n\nimport { round } from \"utilities\"\n\nimport { SourceFacts } from \"..\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch GitLab source facts\n *\n * @param base - GitLab base\n * @param project - GitLab project\n *\n * @return Source facts observable\n */\nexport function fetchSourceFactsFromGitLab(\n  base: string, project: string\n): Observable<SourceFacts> {\n  const url = `https://${base}/api/v4/projects/${encodeURIComponent(project)}`\n  return from(fetch(url))\n    .pipe(\n      filter(res => res.status === 200),\n      switchMap(res => res.json()),\n      map(({ star_count, forks_count }: ProjectSchema) => ([\n        `${round(star_count)} Stars`,\n        `${round(forks_count)} Forks`\n      ])),\n      defaultIfEmpty([]),\n      share()\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, defer, of } from \"rxjs\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Cache the last value emitted by an observable in session storage\n *\n * If the key is not found in session storage, the factory is executed and the\n * latest value emitted will automatically be persisted to sessions storage.\n * Note that the values emitted by the returned observable must be serializable\n * as `JSON`, or data will be lost.\n *\n * @template T - Value type\n *\n * @param key - Cache key\n * @param factory - Observable factory\n *\n * @return Value observable\n */\nexport function cache<T>(\n  key: string, factory: () => Observable<T>\n): Observable<T> {\n  return defer(() => {\n    const data = sessionStorage.getItem(key)\n    if (data) {\n      return of(JSON.parse(data) as T)\n\n    /* Retrieve value from observable factory and write to storage */\n    } else {\n      const value$ = factory()\n      value$.subscribe(value => {\n        try {\n          sessionStorage.setItem(key, JSON.stringify(value))\n        } catch (err) {\n          /* Uncritical, just swallow */\n        }\n      })\n\n      /* Return value */\n      return value$\n    }\n  })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\n// DISCLAIMER: this file is still WIP. There're some refactoring opportunities\n// which must be tackled after we gathered some feedback on v5.\n// tslint:disable\n\nimport \"focus-visible\"\n\nimport {\n  merge,\n  combineLatest,\n  animationFrameScheduler,\n  fromEvent,\n  from,\n  defer,\n  of,\n  NEVER\n} from \"rxjs\"\nimport {\n  delay,\n  switchMap,\n  tap,\n  filter,\n  withLatestFrom,\n  observeOn,\n  take,\n  shareReplay,\n  catchError,\n  map,\n  bufferCount,\n  distinctUntilKeyChanged\n} from \"rxjs/operators\"\n\nimport {\n  watchToggle,\n  setToggle,\n  getElements,\n  watchMedia,\n  watchDocument,\n  watchLocation,\n  watchLocationHash,\n  watchViewport,\n  isLocalLocation,\n  setLocationHash,\n  watchLocationBase,\n  getElement\n} from \"browser\"\nimport {\n  mountHeader,\n  mountMain,\n  mountNavigation,\n  mountSearch,\n  mountTableOfContents,\n  mountTabs,\n  useComponent,\n  setupComponents,\n  mountSearchQuery,\n  mountSearchReset,\n  mountSearchResult\n} from \"components\"\nimport {\n  setupClipboard,\n  setupDialog,\n  setupKeyboard,\n  setupInstantLoading,\n  setupSearchWorker,\n  SearchIndex,\n  SearchIndexPipeline\n} from \"integrations\"\nimport {\n  patchCodeBlocks,\n  patchTables,\n  patchDetails,\n  patchScrollfix,\n  patchSource,\n  patchScripts\n} from \"patches\"\nimport { isConfig } from \"utilities\"\n\n/* ------------------------------------------------------------------------- */\n\n/* Denote that JavaScript is available */\ndocument.documentElement.classList.remove(\"no-js\")\ndocument.documentElement.classList.add(\"js\")\n\n/* Test for iOS */\nif (navigator.userAgent.match(/(iPad|iPhone|iPod)/g))\n  document.documentElement.classList.add(\"ios\")\n\n/**\n * Set scroll lock\n *\n * @param el - Scrollable element\n * @param value - Vertical offset\n */\nexport function setScrollLock(\n  el: HTMLElement, value: number\n): void {\n  el.setAttribute(\"data-md-state\", \"lock\")\n  el.style.top = `-${value}px`\n}\n\n/**\n * Reset scroll lock\n *\n * @param el - Scrollable element\n */\nexport function resetScrollLock(\n  el: HTMLElement\n): void {\n  const value = -1 * parseInt(el.style.top, 10)\n  el.removeAttribute(\"data-md-state\")\n  el.style.top = \"\"\n  if (value)\n    window.scrollTo(0, value)\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Initialize Material for MkDocs\n *\n * @param config - Configuration\n */\nexport function initialize(config: unknown) {\n  if (!isConfig(config))\n    throw new SyntaxError(`Invalid configuration: ${JSON.stringify(config)}`)\n\n  /* Set up subjects */\n  const document$ = watchDocument()\n  const location$ = watchLocation()\n\n  /* Set up user interface observables */\n  const base$     = watchLocationBase(config.base, { location$ })\n  const hash$     = watchLocationHash()\n  const viewport$ = watchViewport()\n  const tablet$   = watchMedia(\"(min-width: 960px)\")\n  const screen$   = watchMedia(\"(min-width: 1220px)\")\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Set up component bindings */\n  setupComponents([\n    \"announce\",                        /* Announcement bar */\n    \"container\",                       /* Container */\n    \"header\",                          /* Header */\n    \"header-title\",                    /* Header title */\n    \"main\",                            /* Main area */\n    \"navigation\",                      /* Navigation */\n    \"search\",                          /* Search */\n    \"search-query\",                    /* Search input */\n    \"search-reset\",                    /* Search reset */\n    \"search-result\",                   /* Search results */\n    \"skip\",                            /* Skip link */\n    \"tabs\",                            /* Tabs */\n    \"toc\"                              /* Table of contents */\n  ], { document$ })\n\n  const keyboard$ = setupKeyboard()\n\n  // Hack: only make code blocks focusable on non-touch devices\n  if (matchMedia(\"(hover)\").matches)\n    patchCodeBlocks({ document$, viewport$ })\n  patchDetails({ document$, hash$ })\n  patchScripts({ document$ })\n  patchSource({ document$ })\n  patchTables({ document$ })\n\n  /* Force 1px scroll offset to trigger overflow scrolling */\n  patchScrollfix({ document$ })\n\n  /* Set up clipboard and dialog */\n  const dialog$ = setupDialog()\n  const clipboard$ = setupClipboard({ document$, dialog$ })\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Create header observable */\n  const header$ = useComponent(\"header\")\n    .pipe(\n      mountHeader({ document$, viewport$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  const main$ = useComponent(\"main\")\n    .pipe(\n      mountMain({ header$, viewport$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  const navigation$ = useComponent(\"navigation\")\n    .pipe(\n      mountNavigation({ header$, main$, viewport$, screen$ }),\n      shareReplay({ bufferSize: 1, refCount: true }) // shareReplay because there might be late subscribers\n    )\n\n  const toc$ = useComponent(\"toc\")\n    .pipe(\n      mountTableOfContents({ header$, main$, viewport$, tablet$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  const tabs$ = useComponent(\"tabs\")\n    .pipe(\n      mountTabs({ header$, viewport$, screen$ }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Search worker - only if search is present */\n  const worker$ = useComponent(\"search\")\n    .pipe(\n      switchMap(() => defer(() => {\n        const index = config.search && config.search.index\n          ? config.search.index\n          : undefined\n\n        /* Fetch index if it wasn't passed explicitly */\n        const index$ = (\n          typeof index !== \"undefined\"\n            ? from(index)\n            : base$\n                .pipe(\n                  switchMap(base => fetch(`${base}/search/search_index.json`, {\n                    credentials: \"same-origin\"\n                  }).then(res => res.json())) // SearchIndex\n                )\n        )\n\n        return of(setupSearchWorker(config.search.worker, {\n          base$, index$\n        }))\n      }))\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Mount search query */\n  const search$ = worker$\n    .pipe(\n      switchMap(worker => {\n        const query$ = useComponent<HTMLInputElement>(\"search-query\")\n          .pipe(\n            mountSearchQuery(worker, { transform: config.search.transform }),\n            shareReplay({ bufferSize: 1, refCount: true })\n          )\n\n        /* Mount search reset */\n        const reset$ = useComponent(\"search-reset\")\n          .pipe(\n            mountSearchReset(),\n            shareReplay({ bufferSize: 1, refCount: true })\n          )\n\n        /* Mount search result */\n        const result$ = useComponent(\"search-result\")\n          .pipe(\n            mountSearchResult(worker, { query$ }),\n            shareReplay({ bufferSize: 1, refCount: true })\n          )\n\n        return useComponent(\"search\")\n          .pipe(\n            mountSearch(worker, { query$, reset$, result$ }),\n          )\n      }),\n      catchError(() => {\n        useComponent(\"search\")\n          .subscribe(el => el.hidden = true) // TODO: Hack\n        return NEVER\n      }),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n\n  /* ----------------------------------------------------------------------- */\n\n  // // put into search...\n  hash$\n    .pipe(\n      tap(() => setToggle(\"search\", false)),\n      delay(125), // ensure that it runs after the body scroll reset...\n    )\n      .subscribe(hash => setLocationHash(`#${hash}`))\n\n  // TODO: scroll restoration must be centralized\n  combineLatest([\n    watchToggle(\"search\"),\n    tablet$,\n  ])\n    .pipe(\n      withLatestFrom(viewport$),\n      switchMap(([[toggle, tablet], { offset: { y }}]) => {\n        const active = toggle && !tablet\n        return document$\n          .pipe(\n            delay(active ? 400 : 100),\n            observeOn(animationFrameScheduler),\n            tap(({ body }) => active\n              ? setScrollLock(body, y)\n              : resetScrollLock(body)\n            )\n          )\n      })\n    )\n      .subscribe()\n\n  /* ----------------------------------------------------------------------- */\n\n  /* Always close drawer on click */\n  fromEvent<MouseEvent>(document.body, \"click\")\n    .pipe(\n      filter(ev => !(ev.metaKey || ev.ctrlKey)),\n      filter(ev => {\n        if (ev.target instanceof HTMLElement) {\n          const el = ev.target.closest(\"a\") // TODO: abstract as link click?\n          if (el && isLocalLocation(el)) {\n            return true\n          }\n        }\n        return false\n      })\n    )\n      .subscribe(() => {\n        setToggle(\"drawer\", false)\n      })\n\n  /* Enable instant loading, if not on file:// protocol */\n  if (\n    config.features.includes(\"navigation.instant\") &&\n    location.protocol !== \"file:\"\n  ) {\n    const dom = new DOMParser()\n\n    /* Fetch sitemap and extract URL whitelist */\n    base$\n      .pipe(\n        switchMap(base => from(fetch(`${base}/sitemap.xml`)\n          .then(res => res.text())\n          .then(text => dom.parseFromString(text, \"text/xml\"))\n        )),\n        withLatestFrom(base$),\n        map(([document, base]) => {\n          const urls = getElements(\"loc\", document)\n            .map(node => node.textContent!)\n\n          // Hack: This is a temporary fix to normalize instant loading lookup\n          // on localhost and Netlify previews. If this approach proves to be\n          // suitable, we'll refactor URL whitelisting anyway. We take the two\n          // shortest URLs and determine the common prefix to isolate the\n          // domain. If there're no two domains, we just leave it as-is, as\n          // there isn't anything to be loaded anway.\n          if (urls.length > 1) {\n            const [a, b] = urls.sort((a, b) => a.length - b.length)\n\n            /* Determine common prefix */\n            let index = 0\n            if (a === b)\n              index = a.length\n            else\n              while (a.charAt(index) === b.charAt(index))\n                index++\n\n            /* Replace common prefix (i.e. base) with effective base */\n            for (let i = 0; i < urls.length; i++)\n              urls[i] = urls[i].replace(a.slice(0, index), `${base}/`)\n          }\n          return urls\n        })\n      )\n        .subscribe(urls => {\n          setupInstantLoading(urls, { document$, location$, viewport$ })\n        })\n  }\n\n  /* ----------------------------------------------------------------------- */\n\n  // Make indeterminate toggles indeterminate to expand navigation on screen\n  document$.subscribe(() => {\n    const toggles = getElements<HTMLInputElement>(\"[data-md-state=indeterminate]\")\n    for (const toggle of toggles) {\n      toggle.dataset.mdState = \"\"\n      toggle.indeterminate = true\n      toggle.checked = false\n    }\n  })\n\n  // Auto hide header - this is still experimental, so there might be some\n  // opportunities for refactoring, but we'll address them when this feature\n  // got some feedback from the community.\n  if (config.features.includes(\"header.autohide\")) {\n    viewport$\n      .pipe(\n        map(({ offset }) => offset.y),\n        bufferCount(2, 1),\n        map(([a, b]) => [a < b, b] as const),\n        distinctUntilKeyChanged(0),\n        switchMap(([direction, y0]) => viewport$\n          .pipe(\n            map(({ offset }) => offset.y),\n            filter(y1 => y1 > 400),\n            map(y1 => Math.abs(y0 - y1)),\n            filter(y => y > 100),\n            map(() => direction),\n            take(1)\n          )\n        )\n      )\n        .subscribe(hide => {\n          const header = getElement(\"[data-md-component=header]\")\n          header?.setAttribute(\"data-md-state\", hide ? \"hidden\": \"shadow\")\n        })\n  }\n\n  /* ----------------------------------------------------------------------- */\n\n  const state = {\n\n    /* Browser observables */\n    document$,\n    location$,\n    viewport$,\n\n    /* Component observables */\n    header$,\n    main$,\n    navigation$,\n    search$,\n    tabs$,\n    toc$,\n\n    /* Integration observables */\n    clipboard$,\n    keyboard$,\n    dialog$\n  }\n\n  /* Subscribe to all observables */\n  merge(...Object.values(state))\n    .subscribe()\n  return state\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { SearchIndex, SearchTransformFn } from \"integrations\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Feature flags\n */\nexport type Feature =\n  | \"header.autohide\"                  /* Hide header */\n  | \"navigation.tabs\"                  /* Tabs navigation */\n  | \"navigation.instant\"               /* Instant loading */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Configuration\n */\nexport interface Config {\n  base: string                         /* Base URL */\n  features: Feature[]                  /* Feature flags */\n  search: {\n    worker: string                     /* Worker URL */\n    index?: Promise<SearchIndex>       /* Promise resolving with index */\n    transform?: SearchTransformFn      /* Transformation function */\n  }\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Ensure that the given value is a valid configuration\n *\n * We could use `jsonschema` or any other schema validation framework, but that\n * would just add more bloat to the bundle, so we'll keep it plain and simple.\n *\n * @param config - Configuration\n *\n * @return Test result\n */\nexport function isConfig(config: any): config is Config {\n  return typeof config === \"object\"\n      && typeof config.base === \"string\"\n      && typeof config.features === \"object\"\n      && typeof config.search === \"object\"\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { ReplaySubject, Subject, fromEvent } from \"rxjs\"\nimport { mapTo } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch document\n *\n * Documents must be implemented as subjects, so all downstream observables are\n * automatically updated when a new document is emitted. This enabled features\n * like instant loading.\n *\n * @return Document subject\n */\nexport function watchDocument(): Subject<Document> {\n  const document$ = new ReplaySubject<Document>()\n  fromEvent(document, \"DOMContentLoaded\")\n    .pipe(\n      mapTo(document)\n    )\n      .subscribe(document$)\n\n  /* Return document */\n  return document$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport { map, shareReplay, take } from \"rxjs/operators\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Watch options\n */\ninterface WatchOptions {\n  location$: Observable<URL>           /* Location observable */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Watch location base\n *\n * @return Location base observable\n */\nexport function watchLocationBase(\n  base: string, { location$ }: WatchOptions\n): Observable<string> {\n  return location$\n    .pipe(\n      take(1),\n      map(({ href }) => new URL(base, href)\n        .toString()\n        .replace(/\\/$/, \"\")\n      ),\n      shareReplay({ bufferSize: 1, refCount: true })\n    )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, combineLatest } from \"rxjs\"\nimport { distinctUntilKeyChanged, map } from \"rxjs/operators\"\n\nimport { Viewport, getElements } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  document$: Observable<Document>      /* Document observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `code` elements\n *\n * This function will make overflowing code blocks focusable via keyboard, so\n * they can be scrolled without a mouse.\n *\n * @param options - Options\n */\nexport function patchCodeBlocks(\n  { document$, viewport$ }: MountOptions\n): void {\n  const els$ = document$\n    .pipe(\n      map(() => getElements<HTMLTableElement>(\"pre > code\"))\n    )\n\n  /* Observe viewport size only */\n  const size$ = viewport$\n    .pipe(\n      distinctUntilKeyChanged(\"size\")\n    )\n\n  /* Make overflowing elements focusable */\n  combineLatest([els$, size$])\n    .subscribe(([els]) => {\n      for (const el of els) {\n        if (el.scrollWidth > el.clientWidth)\n          el.setAttribute(\"tabindex\", \"0\")\n        else\n          el.removeAttribute(\"tabindex\")\n      }\n    })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, fromEvent, merge } from \"rxjs\"\nimport {\n  filter,\n  map,\n  switchMapTo,\n  tap\n} from \"rxjs/operators\"\n\nimport {\n  getElement,\n  getElements,\n  watchMedia\n} from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n  hash$: Observable<string>            /* Location hash observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `details` elements\n *\n * This function will ensure that all `details` tags are opened prior to\n * printing, so the whole content of the page is included, and on anchor jumps.\n *\n * @param options - Options\n */\nexport function patchDetails(\n  { document$, hash$ }: PatchOptions\n): void {\n  const els$ = document$\n    .pipe(\n      map(() => getElements<HTMLDetailsElement>(\"details\"))\n    )\n\n  /* Open all details before printing */\n  merge(\n    watchMedia(\"print\").pipe(filter(Boolean)),  /* Webkit */\n    fromEvent(window, \"beforeprint\")            /* IE, FF */\n  )\n    .pipe(\n      switchMapTo(els$)\n    )\n      .subscribe(els => {\n        for (const el of els)\n          el.setAttribute(\"open\", \"\")\n      })\n\n  /* Open parent details and fix anchor jump */\n  hash$\n    .pipe(\n      map(id => getElement(`[id=\"${id}\"]`)!),\n      filter(el => typeof el !== \"undefined\"),\n      tap(el => {\n        const details = el.closest(\"details\")\n        if (details && !details.open)\n          details.setAttribute(\"open\", \"\")\n      })\n    )\n      .subscribe(el => el.scrollIntoView())\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { EMPTY, Observable, noop, of } from \"rxjs\"\nimport {\n  concatMap,\n  map,\n  skip,\n  switchMap,\n  withLatestFrom\n} from \"rxjs/operators\"\n\nimport {\n  createElement,\n  getElements,\n  replaceElement\n} from \"browser\"\nimport { useComponent } from \"components\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch options\n */\ninterface PatchOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `script` elements\n *\n * This function must be run after a document switch, which means the first\n * emission must be ignored.\n *\n * @param options - Options\n */\nexport function patchScripts(\n  { document$ }: PatchOptions\n): void {\n  const els$ = document$\n    .pipe(\n      skip(1),\n      withLatestFrom(useComponent(\"container\")),\n      map(([, el]) => getElements<HTMLScriptElement>(\"script\", el))\n    )\n\n  /* Evaluate all scripts via replacement in order */\n  els$\n    .pipe(\n      switchMap(els => of(...els)),\n      concatMap(el => {\n        const script = createElement(\"script\")\n        if (el.src) {\n          script.src = el.src\n          replaceElement(el, script)\n\n          /* Complete when script is loaded */\n          return new Observable(observer => {\n            script.onload = () => observer.complete()\n          })\n\n        /* Complete immediately */\n        } else {\n          script.textContent = el.textContent!\n          replaceElement(el, script)\n          return EMPTY\n        }\n      })\n    )\n      .subscribe(noop)\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable } from \"rxjs\"\nimport { map } from \"rxjs/operators\"\n\nimport {\n  createElement,\n  getElements,\n  replaceElement\n} from \"browser\"\nimport { renderTable } from \"templates\"\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  document$: Observable<Document>      /* Document observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Patch all `table` elements\n *\n * This function will re-render all tables by wrapping them to improve overflow\n * scrolling on smaller screen sizes.\n *\n * @param options - Options\n */\nexport function patchTables(\n  { document$ }: MountOptions\n): void {\n  const sentinel = createElement(\"table\")\n  document$\n    .pipe(\n      map(() => getElements<HTMLTableElement>(\"table:not([class])\"))\n    )\n      .subscribe(els => {\n        for (const el of els) {\n          replaceElement(el, sentinel)\n          replaceElement(sentinel, renderTable(el))\n        }\n      })\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { h } from \"utilities\"\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Render a table inside a wrapper to improve scrolling on mobile\n *\n * @param table - Table element\n *\n * @return Element\n */\nexport function renderTable(\n  table: HTMLTableElement\n) {\n  return (\n    <div class=\"md-typeset__scrollwrap\">\n      <div class=\"md-typeset__table\">\n        {table}\n      </div>\n    </div>\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Subject, animationFrameScheduler, noop, of } from \"rxjs\"\nimport {\n  delay,\n  map,\n  observeOn,\n  switchMap,\n  tap\n} from \"rxjs/operators\"\n\nimport { createElement } from \"browser\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Setup options\n */\ninterface SetupOptions {\n  duration?: number                    /* Display duration (default: 2s) */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Set up dialog\n *\n * @param options - Options\n *\n * @return Dialog observable\n */\nexport function setupDialog(\n  { duration }: SetupOptions = {}\n): Subject<string> {\n  const dialog$ = new Subject<string>()\n\n  /* Create dialog */\n  const dialog = createElement(\"div\")                                           // TODO: improve scoping\n  dialog.classList.add(\"md-dialog\", \"md-typeset\")\n\n  /* Display dialog */\n  dialog$\n    .pipe(\n      switchMap(text => of(document.body) // useComponent(\"container\")\n        .pipe(\n          map(container => container.appendChild(dialog)),\n          observeOn(animationFrameScheduler),\n          delay(1), // Strangley it doesnt work when we push things to the new animation frame...\n          tap(el => {\n            el.innerHTML = text\n            el.setAttribute(\"data-md-state\", \"open\")\n          }),\n          delay(duration || 2000),\n          tap(el => el.removeAttribute(\"data-md-state\")),\n          delay(400),\n          tap(el => {\n            el.innerHTML = \"\"\n            el.remove()\n          })\n        )\n      )\n    )\n      .subscribe(noop)\n\n  /* Return dialog */\n  return dialog$\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, of, pipe } from \"rxjs\"\nimport { map, switchMap } from \"rxjs/operators\"\n\nimport { Viewport } from \"browser\"\n\nimport { Header } from \"../header\"\nimport { Main } from \"../main\"\nimport {\n  Sidebar,\n  applySidebar,\n  watchSidebar\n} from \"../shared\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Navigation for [screen -]\n */\ninterface NavigationBelowScreen {} // tslint:disable-line\n\n/**\n * Navigation for [screen +]\n */\ninterface NavigationAboveScreen {\n  sidebar: Sidebar                     /* Sidebar */\n}\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Navigation\n */\nexport type Navigation =\n  | NavigationBelowScreen\n  | NavigationAboveScreen\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  header$: Observable<Header>          /* Header observable */\n  main$: Observable<Main>              /* Main area observable */\n  viewport$: Observable<Viewport>      /* Viewport observable */\n  screen$: Observable<boolean>         /* Screen media observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount navigation from source observable\n *\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountNavigation(\n  { header$, main$, viewport$, screen$ }: MountOptions\n): OperatorFunction<HTMLElement, Navigation> {\n  return pipe(\n    switchMap(el => screen$\n      .pipe(\n        switchMap(screen => {\n\n          /* [screen +]: Mount navigation in sidebar */\n          if (screen) {\n            return watchSidebar(el, { main$, viewport$ })\n              .pipe(\n                applySidebar(el, { header$ }),\n                map(sidebar => ({ sidebar }))\n              )\n\n          /* [screen -]: Mount navigation in drawer */\n          } else {\n            return of({})\n          }\n        })\n      )\n    )\n  )\n}\n","/*\n * Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport { Observable, OperatorFunction, combineLatest, pipe } from \"rxjs\"\nimport {\n  filter,\n  map,\n  mapTo,\n  sample,\n  startWith,\n  switchMap,\n  take\n} from \"rxjs/operators\"\n\nimport { WorkerHandler } from \"browser\"\nimport {\n  SearchMessage,\n  SearchResult,\n  isSearchQueryMessage,\n  isSearchReadyMessage\n} from \"integrations/search\"\n\nimport { SearchQuery } from \"../query\"\n\n/* ----------------------------------------------------------------------------\n * Types\n * ------------------------------------------------------------------------- */\n\n/**\n * Search status\n */\nexport type SearchStatus =\n  | \"waiting\"                          /* Search waiting for initialization */\n  | \"ready\"                            /* Search ready */\n\n/* ------------------------------------------------------------------------- */\n\n/**\n * Search\n */\nexport interface Search {\n  status: SearchStatus                 /* Search status */\n  query: SearchQuery                   /* Search query */\n  result: SearchResult[]               /* Search result list */\n}\n\n/* ----------------------------------------------------------------------------\n * Helper types\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount options\n */\ninterface MountOptions {\n  query$: Observable<SearchQuery>      /* Search query observable */\n  reset$: Observable<void>             /* Search reset observable */\n  result$: Observable<SearchResult[]>  /* Search result observable */\n}\n\n/* ----------------------------------------------------------------------------\n * Functions\n * ------------------------------------------------------------------------- */\n\n/**\n * Mount search from source observable\n *\n * @param handler - Worker handler\n * @param options - Options\n *\n * @return Operator function\n */\nexport function mountSearch(\n  { rx$, tx$ }: WorkerHandler<SearchMessage>,\n  { query$, reset$, result$ }: MountOptions\n): OperatorFunction<HTMLElement, Search> {\n  return pipe(\n    switchMap(() => {\n\n      /* Compute search status */\n      const status$ = rx$\n        .pipe(\n          filter(isSearchReadyMessage),\n          mapTo<SearchStatus>(\"ready\"),\n          startWith(\"waiting\")\n        ) as Observable<SearchStatus>\n\n      /* Re-emit the latest query when search is ready */\n      tx$\n        .pipe(\n          filter(isSearchQueryMessage),\n          sample(status$),\n          take(1)\n        )\n          .subscribe(tx$.next.bind(tx$))\n\n      /* Combine into single observable */\n      return combineLatest([status$, query$, result$, reset$])\n        .pipe(\n          map(([status, query, result]) => ({\n            status,\n            query,\n            result\n          }))\n        )\n    })\n  )\n}\n"],"sourceRoot":""}
\ No newline at end of file
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--- a/assets/javascripts/vendor.08c56446.min.js.map
+++ /dev/null
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{ isFunction } from './isFunction';\nexport function hasLift(source) {\n    return isFunction(source === null || source === void 0 ? void 0 : source.lift);\n}\nexport function operate(init) {\n    return (source) => {\n        if (hasLift(source)) {\n            return source.lift(function (liftedSource) {\n                try {\n                    return init(liftedSource, this);\n                }\n                catch (err) {\n                    this.error(err);\n                }\n            });\n        }\n        throw new TypeError('Unable to lift unknown Observable type');\n    };\n}\n//# sourceMappingURL=lift.js.map","import { Subscriber } from '../Subscriber';\nexport class OperatorSubscriber extends Subscriber {\n    constructor(destination, onNext, onError, onComplete, onUnsubscribe) {\n        super(destination);\n        this.onUnsubscribe = onUnsubscribe;\n        if (onNext) {\n            this._next = function (value) {\n                try {\n                    onNext(value);\n                }\n                catch (err) {\n                    this.destination.error(err);\n                }\n            };\n        }\n        if (onError) {\n            this._error = function (err) {\n                try {\n                    onError(err);\n                }\n                catch (err) {\n                    this.destination.error(err);\n                }\n                this.unsubscribe();\n            };\n        }\n        if (onComplete) {\n            this._complete = function () {\n                try {\n                    onComplete();\n                }\n                catch (err) {\n                    this.destination.error(err);\n                }\n                this.unsubscribe();\n            };\n        }\n    }\n    unsubscribe() {\n        var _a;\n        !this.closed && ((_a = this.onUnsubscribe) === null || _a === void 0 ? void 0 : _a.call(this));\n        super.unsubscribe();\n    }\n}\n//# sourceMappingURL=OperatorSubscriber.js.map","export function isFunction(value) {\n    return typeof value === 'function';\n}\n//# sourceMappingURL=isFunction.js.map","import { SafeSubscriber, Subscriber } from './Subscriber';\nimport { isSubscription } from './Subscription';\nimport { observable as Symbol_observable } from './symbol/observable';\nimport { pipeFromArray } from './util/pipe';\nimport { config } from './config';\nimport { isFunction } from './util/isFunction';\nexport class Observable {\n    constructor(subscribe) {\n        if (subscribe) {\n            this._subscribe = subscribe;\n        }\n    }\n    lift(operator) {\n        const observable = new Observable();\n        observable.source = this;\n        observable.operator = operator;\n        return observable;\n    }\n    subscribe(observerOrNext, error, complete) {\n        const subscriber = isSubscriber(observerOrNext) ? observerOrNext : new SafeSubscriber(observerOrNext, error, complete);\n        const { operator, source } = this;\n        subscriber.add(operator\n            ? operator.call(subscriber, source)\n            : source || config.useDeprecatedSynchronousErrorHandling\n                ? this._subscribe(subscriber)\n                : this._trySubscribe(subscriber));\n        return subscriber;\n    }\n    _trySubscribe(sink) {\n        try {\n            return this._subscribe(sink);\n        }\n        catch (err) {\n            if (config.useDeprecatedSynchronousErrorHandling) {\n                throw err;\n            }\n            sink.error(err);\n        }\n    }\n    forEach(next, promiseCtor) {\n        promiseCtor = getPromiseCtor(promiseCtor);\n        return new promiseCtor((resolve, reject) => {\n            let subscription;\n            subscription = this.subscribe((value) => {\n                try {\n                    next(value);\n                }\n                catch (err) {\n                    reject(err);\n                    subscription === null || subscription === void 0 ? void 0 : subscription.unsubscribe();\n                }\n            }, reject, resolve);\n        });\n    }\n    _subscribe(subscriber) {\n        var _a;\n        return (_a = this.source) === null || _a === void 0 ? void 0 : _a.subscribe(subscriber);\n    }\n    [Symbol_observable]() {\n        return this;\n    }\n    pipe(...operations) {\n        return operations.length ? pipeFromArray(operations)(this) : this;\n    }\n    toPromise(promiseCtor) {\n        promiseCtor = getPromiseCtor(promiseCtor);\n        return new promiseCtor((resolve, reject) => {\n            let value;\n            this.subscribe((x) => (value = x), (err) => reject(err), () => resolve(value));\n        });\n    }\n}\nObservable.create = (subscribe) => {\n    return new Observable(subscribe);\n};\nfunction getPromiseCtor(promiseCtor) {\n    var _a;\n    return (_a = promiseCtor !== null && promiseCtor !== void 0 ? promiseCtor : config.Promise) !== null && _a !== void 0 ? _a : Promise;\n}\nfunction isObserver(value) {\n    return value && isFunction(value.next) && isFunction(value.error) && isFunction(value.complete);\n}\nfunction isSubscriber(value) {\n    return (value && value instanceof Subscriber) || (isObserver(value) && isSubscription(value));\n}\n//# sourceMappingURL=Observable.js.map","/*! *****************************************************************************\r\nCopyright (c) Microsoft Corporation.\r\n\r\nPermission to use, copy, modify, and/or distribute this software for any\r\npurpose with or without fee is hereby granted.\r\n\r\nTHE SOFTWARE IS PROVIDED \"AS IS\" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH\r\nREGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY\r\nAND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,\r\nINDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM\r\nLOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR\r\nOTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR\r\nPERFORMANCE OF THIS SOFTWARE.\r\n***************************************************************************** */\r\n/* global Reflect, Promise */\r\n\r\nvar extendStatics = function(d, b) {\r\n    extendStatics = Object.setPrototypeOf ||\r\n        ({ __proto__: [] } instanceof Array && function (d, b) { d.__proto__ = b; }) ||\r\n        function (d, b) { for (var p in b) if (Object.prototype.hasOwnProperty.call(b, p)) d[p] = b[p]; };\r\n    return extendStatics(d, b);\r\n};\r\n\r\nexport function __extends(d, b) {\r\n    extendStatics(d, b);\r\n    function __() { this.constructor = d; }\r\n    d.prototype = b === null ? Object.create(b) : (__.prototype = b.prototype, new __());\r\n}\r\n\r\nexport var __assign = function() {\r\n    __assign = Object.assign || function __assign(t) {\r\n        for (var s, i = 1, n = arguments.length; i < n; i++) {\r\n            s = arguments[i];\r\n            for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p)) t[p] = s[p];\r\n        }\r\n        return t;\r\n    }\r\n    return __assign.apply(this, arguments);\r\n}\r\n\r\nexport function __rest(s, e) {\r\n    var t = {};\r\n    for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p) && e.indexOf(p) < 0)\r\n        t[p] = s[p];\r\n    if (s != null && typeof Object.getOwnPropertySymbols === \"function\")\r\n        for (var i = 0, p = Object.getOwnPropertySymbols(s); i < p.length; i++) {\r\n            if (e.indexOf(p[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p[i]))\r\n                t[p[i]] = s[p[i]];\r\n        }\r\n    return t;\r\n}\r\n\r\nexport function __decorate(decorators, target, key, desc) {\r\n    var c = arguments.length, r = c < 3 ? target : desc === null ? desc = Object.getOwnPropertyDescriptor(target, key) : desc, d;\r\n    if (typeof Reflect === \"object\" && typeof Reflect.decorate === \"function\") r = Reflect.decorate(decorators, target, key, desc);\r\n    else for (var i = decorators.length - 1; i >= 0; i--) if (d = decorators[i]) r = (c < 3 ? d(r) : c > 3 ? d(target, key, r) : d(target, key)) || r;\r\n    return c > 3 && r && Object.defineProperty(target, key, r), r;\r\n}\r\n\r\nexport function __param(paramIndex, decorator) {\r\n    return function (target, key) { decorator(target, key, paramIndex); }\r\n}\r\n\r\nexport function __metadata(metadataKey, metadataValue) {\r\n    if (typeof Reflect === \"object\" && typeof Reflect.metadata === \"function\") return Reflect.metadata(metadataKey, metadataValue);\r\n}\r\n\r\nexport function __awaiter(thisArg, _arguments, P, generator) {\r\n    function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\r\n    return new (P || (P = Promise))(function (resolve, reject) {\r\n        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\r\n        function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\r\n        function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\r\n        step((generator = generator.apply(thisArg, _arguments || [])).next());\r\n    });\r\n}\r\n\r\nexport function __generator(thisArg, body) {\r\n    var _ = { label: 0, sent: function() { if (t[0] & 1) throw t[1]; return t[1]; }, trys: [], ops: [] }, f, y, t, g;\r\n    return g = { next: verb(0), \"throw\": verb(1), \"return\": verb(2) }, typeof Symbol === \"function\" && (g[Symbol.iterator] = function() { return this; }), g;\r\n    function verb(n) { return function (v) { return step([n, v]); }; }\r\n    function step(op) {\r\n        if (f) throw new TypeError(\"Generator is already executing.\");\r\n        while (_) try {\r\n            if (f = 1, y && (t = op[0] & 2 ? y[\"return\"] : op[0] ? y[\"throw\"] || ((t = y[\"return\"]) && t.call(y), 0) : y.next) && !(t = t.call(y, op[1])).done) return t;\r\n            if (y = 0, t) op = [op[0] & 2, t.value];\r\n            switch (op[0]) {\r\n                case 0: case 1: t = op; break;\r\n                case 4: _.label++; return { value: op[1], done: false };\r\n                case 5: _.label++; y = op[1]; op = [0]; continue;\r\n                case 7: op = _.ops.pop(); _.trys.pop(); continue;\r\n                default:\r\n                    if (!(t = _.trys, t = t.length > 0 && t[t.length - 1]) && (op[0] === 6 || op[0] === 2)) { _ = 0; continue; }\r\n                    if (op[0] === 3 && (!t || (op[1] > t[0] && op[1] < t[3]))) { _.label = op[1]; break; }\r\n                    if (op[0] === 6 && _.label < t[1]) { _.label = t[1]; t = op; break; }\r\n                    if (t && _.label < t[2]) { _.label = t[2]; _.ops.push(op); break; }\r\n                    if (t[2]) _.ops.pop();\r\n                    _.trys.pop(); continue;\r\n            }\r\n            op = body.call(thisArg, _);\r\n        } catch (e) { op = [6, e]; y = 0; } finally { f = t = 0; }\r\n        if (op[0] & 5) throw op[1]; return { value: op[0] ? op[1] : void 0, done: true };\r\n    }\r\n}\r\n\r\nexport var __createBinding = Object.create ? (function(o, m, k, k2) {\r\n    if (k2 === undefined) k2 = k;\r\n    Object.defineProperty(o, k2, { enumerable: true, get: function() { return m[k]; } });\r\n}) : (function(o, m, k, k2) {\r\n    if (k2 === undefined) k2 = k;\r\n    o[k2] = m[k];\r\n});\r\n\r\nexport function __exportStar(m, o) {\r\n    for (var p in m) if (p !== \"default\" && !Object.prototype.hasOwnProperty.call(o, p)) __createBinding(o, m, p);\r\n}\r\n\r\nexport function __values(o) {\r\n    var s = typeof Symbol === \"function\" && Symbol.iterator, m = s && o[s], i = 0;\r\n    if (m) return m.call(o);\r\n    if (o && typeof o.length === \"number\") return {\r\n        next: function () {\r\n            if (o && i >= o.length) o = void 0;\r\n            return { value: o && o[i++], done: !o };\r\n        }\r\n    };\r\n    throw new TypeError(s ? \"Object is not iterable.\" : \"Symbol.iterator is not defined.\");\r\n}\r\n\r\nexport function __read(o, n) {\r\n    var m = typeof Symbol === \"function\" && o[Symbol.iterator];\r\n    if (!m) return o;\r\n    var i = m.call(o), r, ar = [], e;\r\n    try {\r\n        while ((n === void 0 || n-- > 0) && !(r = i.next()).done) ar.push(r.value);\r\n    }\r\n    catch (error) { e = { error: error }; }\r\n    finally {\r\n        try {\r\n            if (r && !r.done && (m = i[\"return\"])) m.call(i);\r\n        }\r\n        finally { if (e) throw e.error; }\r\n    }\r\n    return ar;\r\n}\r\n\r\nexport function __spread() {\r\n    for (var ar = [], i = 0; i < arguments.length; i++)\r\n        ar = ar.concat(__read(arguments[i]));\r\n    return ar;\r\n}\r\n\r\nexport function __spreadArrays() {\r\n    for (var s = 0, i = 0, il = arguments.length; i < il; i++) s += arguments[i].length;\r\n    for (var r = Array(s), k = 0, i = 0; i < il; i++)\r\n        for (var a = arguments[i], j = 0, jl = a.length; j < jl; j++, k++)\r\n            r[k] = a[j];\r\n    return r;\r\n};\r\n\r\nexport function __await(v) {\r\n    return this instanceof __await ? (this.v = v, this) : new __await(v);\r\n}\r\n\r\nexport function __asyncGenerator(thisArg, _arguments, generator) {\r\n    if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\r\n    var g = generator.apply(thisArg, _arguments || []), i, q = [];\r\n    return i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i;\r\n    function verb(n) { if (g[n]) i[n] = function (v) { return new Promise(function (a, b) { q.push([n, v, a, b]) > 1 || resume(n, v); }); }; }\r\n    function resume(n, v) { try { step(g[n](v)); } catch (e) { settle(q[0][3], e); } }\r\n    function step(r) { r.value instanceof __await ? Promise.resolve(r.value.v).then(fulfill, reject) : settle(q[0][2], r); }\r\n    function fulfill(value) { resume(\"next\", value); }\r\n    function reject(value) { resume(\"throw\", value); }\r\n    function settle(f, v) { if (f(v), q.shift(), q.length) resume(q[0][0], q[0][1]); }\r\n}\r\n\r\nexport function __asyncDelegator(o) {\r\n    var i, p;\r\n    return i = {}, verb(\"next\"), verb(\"throw\", function (e) { throw e; }), verb(\"return\"), i[Symbol.iterator] = function () { return this; }, i;\r\n    function verb(n, f) { i[n] = o[n] ? function (v) { return (p = !p) ? { value: __await(o[n](v)), done: n === \"return\" } : f ? f(v) : v; } : f; }\r\n}\r\n\r\nexport function __asyncValues(o) {\r\n    if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\r\n    var m = o[Symbol.asyncIterator], i;\r\n    return m ? m.call(o) : (o = typeof __values === \"function\" ? __values(o) : o[Symbol.iterator](), i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i);\r\n    function verb(n) { i[n] = o[n] && function (v) { return new Promise(function (resolve, reject) { v = o[n](v), settle(resolve, reject, v.done, v.value); }); }; }\r\n    function settle(resolve, reject, d, v) { Promise.resolve(v).then(function(v) { resolve({ value: v, done: d }); }, reject); }\r\n}\r\n\r\nexport function __makeTemplateObject(cooked, raw) {\r\n    if (Object.defineProperty) { Object.defineProperty(cooked, \"raw\", { value: raw }); } else { cooked.raw = raw; }\r\n    return cooked;\r\n};\r\n\r\nvar __setModuleDefault = Object.create ? (function(o, v) {\r\n    Object.defineProperty(o, \"default\", { enumerable: true, value: v });\r\n}) : function(o, v) {\r\n    o[\"default\"] = v;\r\n};\r\n\r\nexport function __importStar(mod) {\r\n    if (mod && mod.__esModule) return mod;\r\n    var result = {};\r\n    if (mod != null) for (var k in mod) if (k !== \"default\" && Object.prototype.hasOwnProperty.call(mod, k)) __createBinding(result, mod, k);\r\n    __setModuleDefault(result, mod);\r\n    return result;\r\n}\r\n\r\nexport function __importDefault(mod) {\r\n    return (mod && mod.__esModule) ? mod : { default: mod };\r\n}\r\n\r\nexport function __classPrivateFieldGet(receiver, privateMap) {\r\n    if (!privateMap.has(receiver)) {\r\n        throw new TypeError(\"attempted to get private field on non-instance\");\r\n    }\r\n    return privateMap.get(receiver);\r\n}\r\n\r\nexport function __classPrivateFieldSet(receiver, privateMap, value) {\r\n    if (!privateMap.has(receiver)) {\r\n        throw new TypeError(\"attempted to set private field on non-instance\");\r\n    }\r\n    privateMap.set(receiver, value);\r\n    return value;\r\n}\r\n","import { isFunction } from \"./isFunction\";\nexport function isPromise(value) {\n    return isFunction(value === null || value === void 0 ? void 0 : value.then);\n}\n//# sourceMappingURL=isPromise.js.map","export function getSymbolIterator() {\n    if (typeof Symbol !== 'function' || !Symbol.iterator) {\n        return '@@iterator';\n    }\n    return Symbol.iterator;\n}\nexport const iterator = getSymbolIterator();\nexport const $$iterator = iterator;\n//# sourceMappingURL=iterator.js.map","import { observable as Symbol_observable } from '../symbol/observable';\nimport { isFunction } from './isFunction';\nexport function isInteropObservable(input) {\n    return isFunction(input[Symbol_observable]);\n}\n//# sourceMappingURL=isInteropObservable.js.map","import { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from './isFunction';\nexport function isIterable(input) {\n    return isFunction(input === null || input === void 0 ? void 0 : input[Symbol_iterator]);\n}\n//# sourceMappingURL=isIterable.js.map","import { isFunction } from './isFunction';\nexport function isAsyncIterable(obj) {\n    return Symbol.asyncIterator && isFunction(obj === null || obj === void 0 ? void 0 : obj[Symbol.asyncIterator]);\n}\n//# sourceMappingURL=isAsyncIterable.js.map","export function createInvalidObservableTypeError(input) {\n    return new TypeError(`You provided ${input !== null && typeof input === 'object' ? 'an invalid object' : `'${input}'`} where a stream was expected. You can provide an Observable, Promise, Array, AsyncIterable, or Iterable.`);\n}\n//# sourceMappingURL=throwUnobservableError.js.map","import { scheduleObservable } from './scheduleObservable';\nimport { schedulePromise } from './schedulePromise';\nimport { scheduleArray } from './scheduleArray';\nimport { scheduleIterable } from './scheduleIterable';\nimport { isInteropObservable } from '../util/isInteropObservable';\nimport { isPromise } from '../util/isPromise';\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isIterable } from '../util/isIterable';\nimport { scheduleAsyncIterable } from './scheduleAsyncIterable';\nimport { isAsyncIterable } from '../util/isAsyncIterable';\nimport { createInvalidObservableTypeError } from '../util/throwUnobservableError';\nexport function scheduled(input, scheduler) {\n    if (input != null) {\n        if (isInteropObservable(input)) {\n            return scheduleObservable(input, scheduler);\n        }\n        if (isArrayLike(input)) {\n            return scheduleArray(input, scheduler);\n        }\n        if (isPromise(input)) {\n            return schedulePromise(input, scheduler);\n        }\n        if (isAsyncIterable(input)) {\n            return scheduleAsyncIterable(input, scheduler);\n        }\n        if (isIterable(input)) {\n            return scheduleIterable(input, scheduler);\n        }\n    }\n    throw createInvalidObservableTypeError(input);\n}\n//# sourceMappingURL=scheduled.js.map","import { Observable } from '../Observable';\nimport { Subscription } from '../Subscription';\nimport { observable as Symbol_observable } from '../symbol/observable';\nexport function scheduleObservable(input, scheduler) {\n    return new Observable(subscriber => {\n        const sub = new Subscription();\n        sub.add(scheduler.schedule(() => {\n            const observable = input[Symbol_observable]();\n            sub.add(observable.subscribe({\n                next(value) { sub.add(scheduler.schedule(() => subscriber.next(value))); },\n                error(err) { sub.add(scheduler.schedule(() => subscriber.error(err))); },\n                complete() { sub.add(scheduler.schedule(() => subscriber.complete())); },\n            }));\n        }));\n        return sub;\n    });\n}\n//# sourceMappingURL=scheduleObservable.js.map","import { Observable } from '../Observable';\nexport function schedulePromise(input, scheduler) {\n    return new Observable((subscriber) => {\n        return scheduler.schedule(() => input.then((value) => {\n            subscriber.add(scheduler.schedule(() => {\n                subscriber.next(value);\n                subscriber.add(scheduler.schedule(() => subscriber.complete()));\n            }));\n        }, (err) => {\n            subscriber.add(scheduler.schedule(() => subscriber.error(err)));\n        }));\n    });\n}\n//# sourceMappingURL=schedulePromise.js.map","import { Observable } from '../Observable';\nimport { Subscription } from '../Subscription';\nexport function scheduleAsyncIterable(input, scheduler) {\n    if (!input) {\n        throw new Error('Iterable cannot be null');\n    }\n    return new Observable(subscriber => {\n        const sub = new Subscription();\n        sub.add(scheduler.schedule(() => {\n            const iterator = input[Symbol.asyncIterator]();\n            sub.add(scheduler.schedule(function () {\n                iterator.next().then(result => {\n                    if (result.done) {\n                        subscriber.complete();\n                    }\n                    else {\n                        subscriber.next(result.value);\n                        this.schedule();\n                    }\n                });\n            }));\n        }));\n        return sub;\n    });\n}\n//# sourceMappingURL=scheduleAsyncIterable.js.map","import { Observable } from '../Observable';\nimport { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from '../util/isFunction';\nimport { caughtSchedule } from '../util/caughtSchedule';\nexport function scheduleIterable(input, scheduler) {\n    return new Observable((subscriber) => {\n        let iterator;\n        subscriber.add(scheduler.schedule(() => {\n            iterator = input[Symbol_iterator]();\n            caughtSchedule(subscriber, scheduler, function () {\n                const { value, done } = iterator.next();\n                if (done) {\n                    subscriber.complete();\n                }\n                else {\n                    subscriber.next(value);\n                    this.schedule();\n                }\n            });\n        }));\n        return () => isFunction(iterator === null || iterator === void 0 ? void 0 : iterator.return) && iterator.return();\n    });\n}\n//# sourceMappingURL=scheduleIterable.js.map","export function caughtSchedule(subscriber, scheduler, execute, delay = 0) {\n    const subscription = scheduler.schedule(function () {\n        try {\n            execute.call(this);\n        }\n        catch (err) {\n            subscriber.error(err);\n        }\n    }, delay);\n    subscriber.add(subscription);\n    return subscription;\n}\n//# sourceMappingURL=caughtSchedule.js.map","import { __asyncValues, __awaiter } from \"tslib\";\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isPromise } from '../util/isPromise';\nimport { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { observable as Symbol_observable } from '../symbol/observable';\nimport { Observable } from '../Observable';\nimport { scheduled } from '../scheduled/scheduled';\nimport { isFunction } from '../util/isFunction';\nimport { reportUnhandledError } from '../util/reportUnhandledError';\nimport { isInteropObservable } from '../util/isInteropObservable';\nimport { isAsyncIterable } from '../util/isAsyncIterable';\nimport { createInvalidObservableTypeError } from '../util/throwUnobservableError';\nimport { isIterable } from '../util/isIterable';\nexport function from(input, scheduler) {\n    return scheduler ? scheduled(input, scheduler) : innerFrom(input);\n}\nexport function innerFrom(input) {\n    if (input instanceof Observable) {\n        return input;\n    }\n    if (input != null) {\n        if (isInteropObservable(input)) {\n            return fromInteropObservable(input);\n        }\n        if (isArrayLike(input)) {\n            return fromArrayLike(input);\n        }\n        if (isPromise(input)) {\n            return fromPromise(input);\n        }\n        if (isAsyncIterable(input)) {\n            return fromAsyncIterable(input);\n        }\n        if (isIterable(input)) {\n            return fromIterable(input);\n        }\n    }\n    throw createInvalidObservableTypeError(input);\n}\nfunction fromInteropObservable(obj) {\n    return new Observable((subscriber) => {\n        const obs = obj[Symbol_observable]();\n        if (isFunction(obs.subscribe)) {\n            return obs.subscribe(subscriber);\n        }\n        throw new TypeError('Provided object does not correctly implement Symbol.observable');\n    });\n}\nexport function fromArrayLike(array) {\n    return new Observable((subscriber) => {\n        for (let i = 0; i < array.length && !subscriber.closed; i++) {\n            subscriber.next(array[i]);\n        }\n        subscriber.complete();\n    });\n}\nfunction fromPromise(promise) {\n    return new Observable((subscriber) => {\n        promise\n            .then((value) => {\n            if (!subscriber.closed) {\n                subscriber.next(value);\n                subscriber.complete();\n            }\n        }, (err) => subscriber.error(err))\n            .then(null, reportUnhandledError);\n    });\n}\nfunction fromIterable(iterable) {\n    return new Observable((subscriber) => {\n        const iterator = iterable[Symbol_iterator]();\n        while (!subscriber.closed) {\n            const { done, value } = iterator.next();\n            if (done) {\n                subscriber.complete();\n            }\n            else {\n                subscriber.next(value);\n            }\n        }\n        return () => isFunction(iterator === null || iterator === void 0 ? void 0 : iterator.return) && iterator.return();\n    });\n}\nfunction fromAsyncIterable(asyncIterable) {\n    return new Observable((subscriber) => {\n        process(asyncIterable, subscriber).catch((err) => subscriber.error(err));\n    });\n}\nfunction process(asyncIterable, subscriber) {\n    var asyncIterable_1, asyncIterable_1_1;\n    var e_1, _a;\n    return __awaiter(this, void 0, void 0, function* () {\n        try {\n            for (asyncIterable_1 = __asyncValues(asyncIterable); asyncIterable_1_1 = yield asyncIterable_1.next(), !asyncIterable_1_1.done;) {\n                const value = asyncIterable_1_1.value;\n                subscriber.next(value);\n            }\n        }\n        catch (e_1_1) { e_1 = { error: e_1_1 }; }\n        finally {\n            try {\n                if (asyncIterable_1_1 && !asyncIterable_1_1.done && (_a = asyncIterable_1.return)) yield _a.call(asyncIterable_1);\n            }\n            finally { if (e_1) throw e_1.error; }\n        }\n        subscriber.complete();\n    });\n}\n//# sourceMappingURL=from.js.map","import { createErrorClass } from './createErrorClass';\nexport const UnsubscriptionError = createErrorClass((_super) => function UnsubscriptionErrorImpl(errors) {\n    _super(this);\n    this.message = errors\n        ? `${errors.length} errors occurred during unsubscription:\n${errors.map((err, i) => `${i + 1}) ${err.toString()}`).join('\\n  ')}`\n        : '';\n    this.name = 'UnsubscriptionError';\n    this.errors = errors;\n});\n//# sourceMappingURL=UnsubscriptionError.js.map","import { isFunction } from './util/isFunction';\nimport { UnsubscriptionError } from './util/UnsubscriptionError';\nimport { arrRemove } from './util/arrRemove';\nexport class Subscription {\n    constructor(initialTeardown) {\n        this.initialTeardown = initialTeardown;\n        this.closed = false;\n        this._parentage = null;\n        this._teardowns = null;\n    }\n    unsubscribe() {\n        let errors;\n        if (!this.closed) {\n            this.closed = true;\n            const { _parentage } = this;\n            if (Array.isArray(_parentage)) {\n                for (const parent of _parentage) {\n                    parent.remove(this);\n                }\n            }\n            else {\n                _parentage === null || _parentage === void 0 ? void 0 : _parentage.remove(this);\n            }\n            const { initialTeardown } = this;\n            if (isFunction(initialTeardown)) {\n                try {\n                    initialTeardown();\n                }\n                catch (e) {\n                    errors = e instanceof UnsubscriptionError ? e.errors : [e];\n                }\n            }\n            const { _teardowns } = this;\n            if (_teardowns) {\n                this._teardowns = null;\n                for (const teardown of _teardowns) {\n                    try {\n                        execTeardown(teardown);\n                    }\n                    catch (err) {\n                        errors = errors !== null && errors !== void 0 ? errors : [];\n                        if (err instanceof UnsubscriptionError) {\n                            errors = [...errors, ...err.errors];\n                        }\n                        else {\n                            errors.push(err);\n                        }\n                    }\n                }\n            }\n            if (errors) {\n                throw new UnsubscriptionError(errors);\n            }\n        }\n    }\n    add(teardown) {\n        var _a;\n        if (teardown && teardown !== this) {\n            if (this.closed) {\n                execTeardown(teardown);\n            }\n            else {\n                if (teardown instanceof Subscription) {\n                    if (teardown.closed || teardown._hasParent(this)) {\n                        return;\n                    }\n                    teardown._addParent(this);\n                }\n                (this._teardowns = (_a = this._teardowns) !== null && _a !== void 0 ? _a : []).push(teardown);\n            }\n        }\n    }\n    _hasParent(parent) {\n        const { _parentage } = this;\n        return _parentage === parent || (Array.isArray(_parentage) && _parentage.includes(parent));\n    }\n    _addParent(parent) {\n        const { _parentage } = this;\n        this._parentage = Array.isArray(_parentage) ? (_parentage.push(parent), _parentage) : _parentage ? [_parentage, parent] : parent;\n    }\n    _removeParent(parent) {\n        const { _parentage } = this;\n        if (_parentage === parent) {\n            this._parentage = null;\n        }\n        else if (Array.isArray(_parentage)) {\n            arrRemove(_parentage, parent);\n        }\n    }\n    remove(teardown) {\n        const { _teardowns } = this;\n        _teardowns && arrRemove(_teardowns, teardown);\n        if (teardown instanceof Subscription) {\n            teardown._removeParent(this);\n        }\n    }\n}\nSubscription.EMPTY = (() => {\n    const empty = new Subscription();\n    empty.closed = true;\n    return empty;\n})();\nexport const EMPTY_SUBSCRIPTION = Subscription.EMPTY;\nexport function isSubscription(value) {\n    return (value instanceof Subscription ||\n        (value && 'closed' in value && isFunction(value.remove) && isFunction(value.add) && isFunction(value.unsubscribe)));\n}\nfunction execTeardown(teardown) {\n    if (isFunction(teardown)) {\n        teardown();\n    }\n    else {\n        teardown.unsubscribe();\n    }\n}\n//# sourceMappingURL=Subscription.js.map","import { isFunction } from './isFunction';\nimport { isScheduler } from './isScheduler';\nfunction last(arr) {\n    return arr[arr.length - 1];\n}\nexport function popResultSelector(args) {\n    return isFunction(last(args)) ? args.pop() : undefined;\n}\nexport function popScheduler(args) {\n    return isScheduler(last(args)) ? args.pop() : undefined;\n}\nexport function popNumber(args, defaultValue) {\n    return typeof last(args) === 'number' ? args.pop() : defaultValue;\n}\n//# sourceMappingURL=args.js.map","export function noop() { }\n//# sourceMappingURL=noop.js.map","export function identity(x) {\n    return x;\n}\n//# sourceMappingURL=identity.js.map","export const config = {\n    onUnhandledError: null,\n    onStoppedNotification: null,\n    Promise: undefined,\n    useDeprecatedSynchronousErrorHandling: false,\n    useDeprecatedNextContext: false,\n};\n//# sourceMappingURL=config.js.map","export function arrRemove(arr, item) {\n    if (arr) {\n        const index = arr.indexOf(item);\n        0 <= index && arr.splice(index, 1);\n    }\n}\n//# sourceMappingURL=arrRemove.js.map","import { map } from './map';\nimport { innerFrom } from '../observable/from';\nimport { operate } from '../util/lift';\nimport { mergeInternals } from './mergeInternals';\nimport { isFunction } from '../util/isFunction';\nexport function mergeMap(project, resultSelector, concurrent = Infinity) {\n    if (isFunction(resultSelector)) {\n        return mergeMap((a, i) => map((b, ii) => resultSelector(a, b, i, ii))(innerFrom(project(a, i))), concurrent);\n    }\n    else if (typeof resultSelector === 'number') {\n        concurrent = resultSelector;\n    }\n    return operate((source, subscriber) => mergeInternals(source, subscriber, project, concurrent));\n}\nexport const flatMap = mergeMap;\n//# sourceMappingURL=mergeMap.js.map","import { innerFrom } from '../observable/from';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function mergeInternals(source, subscriber, project, concurrent, onBeforeNext, expand, innerSubScheduler, additionalTeardown) {\n    let buffer = [];\n    let active = 0;\n    let index = 0;\n    let isComplete = false;\n    const checkComplete = () => {\n        if (isComplete && !buffer.length && !active) {\n            subscriber.complete();\n        }\n    };\n    const outerNext = (value) => (active < concurrent ? doInnerSub(value) : buffer.push(value));\n    const doInnerSub = (value) => {\n        expand && subscriber.next(value);\n        active++;\n        innerFrom(project(value, index++)).subscribe(new OperatorSubscriber(subscriber, (innerValue) => {\n            onBeforeNext === null || onBeforeNext === void 0 ? void 0 : onBeforeNext(innerValue);\n            if (expand) {\n                outerNext(innerValue);\n            }\n            else {\n                subscriber.next(innerValue);\n            }\n        }, undefined, () => {\n            active--;\n            while (buffer.length && active < concurrent) {\n                const bufferedValue = buffer.shift();\n                innerSubScheduler ? subscriber.add(innerSubScheduler.schedule(() => doInnerSub(bufferedValue))) : doInnerSub(bufferedValue);\n            }\n            checkComplete();\n        }));\n    };\n    source.subscribe(new OperatorSubscriber(subscriber, outerNext, undefined, () => {\n        isComplete = true;\n        checkComplete();\n    }));\n    return () => {\n        buffer = null;\n        additionalTeardown === null || additionalTeardown === void 0 ? void 0 : additionalTeardown();\n    };\n}\n//# sourceMappingURL=mergeInternals.js.map","export const observable = (() => (typeof Symbol === 'function' && Symbol.observable) || '@@observable')();\n//# sourceMappingURL=observable.js.map","import { scheduleArray } from '../scheduled/scheduleArray';\nimport { fromArrayLike } from './from';\nexport function internalFromArray(input, scheduler) {\n    return scheduler ? scheduleArray(input, scheduler) : fromArrayLike(input);\n}\n//# sourceMappingURL=fromArray.js.map","export const COMPLETE_NOTIFICATION = (() => createNotification('C', undefined, undefined))();\nexport function errorNotification(error) {\n    return createNotification('E', undefined, error);\n}\nexport function nextNotification(value) {\n    return createNotification('N', value, undefined);\n}\nexport function createNotification(kind, value, error) {\n    return {\n        kind,\n        value,\n        error,\n    };\n}\n//# sourceMappingURL=NotificationFactories.js.map","import { isFunction } from './util/isFunction';\nimport { isSubscription, Subscription } from './Subscription';\nimport { config } from './config';\nimport { reportUnhandledError } from './util/reportUnhandledError';\nimport { noop } from './util/noop';\nimport { nextNotification, errorNotification, COMPLETE_NOTIFICATION } from './NotificationFactories';\nimport { timeoutProvider } from './scheduler/timeoutProvider';\nexport class Subscriber extends Subscription {\n    constructor(destination) {\n        super();\n        this.isStopped = false;\n        if (destination) {\n            this.destination = destination;\n            if (isSubscription(destination)) {\n                destination.add(this);\n            }\n        }\n        else {\n            this.destination = EMPTY_OBSERVER;\n        }\n    }\n    static create(next, error, complete) {\n        return new SafeSubscriber(next, error, complete);\n    }\n    next(value) {\n        if (this.isStopped) {\n            handleStoppedNotification(nextNotification(value), this);\n        }\n        else {\n            this._next(value);\n        }\n    }\n    error(err) {\n        if (this.isStopped) {\n            handleStoppedNotification(errorNotification(err), this);\n        }\n        else {\n            this.isStopped = true;\n            this._error(err);\n        }\n    }\n    complete() {\n        if (this.isStopped) {\n            handleStoppedNotification(COMPLETE_NOTIFICATION, this);\n        }\n        else {\n            this.isStopped = true;\n            this._complete();\n        }\n    }\n    unsubscribe() {\n        if (!this.closed) {\n            this.isStopped = true;\n            super.unsubscribe();\n        }\n    }\n    _next(value) {\n        this.destination.next(value);\n    }\n    _error(err) {\n        this.destination.error(err);\n        this.unsubscribe();\n    }\n    _complete() {\n        this.destination.complete();\n        this.unsubscribe();\n    }\n}\nexport class SafeSubscriber extends Subscriber {\n    constructor(observerOrNext, error, complete) {\n        super();\n        this.destination = EMPTY_OBSERVER;\n        if ((observerOrNext || error || complete) && observerOrNext !== EMPTY_OBSERVER) {\n            let next;\n            if (isFunction(observerOrNext)) {\n                next = observerOrNext;\n            }\n            else if (observerOrNext) {\n                ({ next, error, complete } = observerOrNext);\n                let context;\n                if (this && config.useDeprecatedNextContext) {\n                    context = Object.create(observerOrNext);\n                    context.unsubscribe = () => this.unsubscribe();\n                }\n                else {\n                    context = observerOrNext;\n                }\n                next = next === null || next === void 0 ? void 0 : next.bind(context);\n                error = error === null || error === void 0 ? void 0 : error.bind(context);\n                complete = complete === null || complete === void 0 ? void 0 : complete.bind(context);\n            }\n            this.destination = {\n                next: next || noop,\n                error: error || defaultErrorHandler,\n                complete: complete || noop,\n            };\n        }\n    }\n}\nfunction defaultErrorHandler(err) {\n    if (config.useDeprecatedSynchronousErrorHandling) {\n        throw err;\n    }\n    reportUnhandledError(err);\n}\nfunction handleStoppedNotification(notification, subscriber) {\n    const { onStoppedNotification } = config;\n    onStoppedNotification && timeoutProvider.setTimeout(() => onStoppedNotification(notification, subscriber));\n}\nexport const EMPTY_OBSERVER = {\n    closed: true,\n    next: noop,\n    error: defaultErrorHandler,\n    complete: noop,\n};\n//# sourceMappingURL=Subscriber.js.map","export const isArrayLike = ((x) => x && typeof x.length === 'number' && typeof x !== 'function');\n//# sourceMappingURL=isArrayLike.js.map","import { Observable } from '../Observable';\nexport function scheduleArray(input, scheduler) {\n    return new Observable((subscriber) => {\n        let i = 0;\n        return scheduler.schedule(function () {\n            if (i === input.length) {\n                subscriber.complete();\n            }\n            else {\n                subscriber.next(input[i++]);\n                if (!subscriber.closed) {\n                    this.schedule();\n                }\n            }\n        });\n    });\n}\n//# sourceMappingURL=scheduleArray.js.map","import { Observable } from '../Observable';\nexport const EMPTY = new Observable(subscriber => subscriber.complete());\nexport function empty(scheduler) {\n    return scheduler ? emptyScheduled(scheduler) : EMPTY;\n}\nfunction emptyScheduled(scheduler) {\n    return new Observable(subscriber => scheduler.schedule(() => subscriber.complete()));\n}\n//# sourceMappingURL=empty.js.map","import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\nexport const asyncScheduler = new AsyncScheduler(AsyncAction);\nexport const async = asyncScheduler;\n//# sourceMappingURL=async.js.map","import { createErrorClass } from './createErrorClass';\nexport const ObjectUnsubscribedError = createErrorClass((_super) => function ObjectUnsubscribedErrorImpl() {\n    _super(this);\n    this.name = 'ObjectUnsubscribedError';\n    this.message = 'object unsubscribed';\n});\n//# sourceMappingURL=ObjectUnsubscribedError.js.map","import { Observable } from './Observable';\nimport { Subscription, EMPTY_SUBSCRIPTION } from './Subscription';\nimport { ObjectUnsubscribedError } from './util/ObjectUnsubscribedError';\nimport { arrRemove } from './util/arrRemove';\nexport class Subject extends Observable {\n    constructor() {\n        super();\n        this.observers = [];\n        this.closed = false;\n        this.isStopped = false;\n        this.hasError = false;\n        this.thrownError = null;\n    }\n    lift(operator) {\n        const subject = new AnonymousSubject(this, this);\n        subject.operator = operator;\n        return subject;\n    }\n    _throwIfClosed() {\n        if (this.closed) {\n            throw new ObjectUnsubscribedError();\n        }\n    }\n    next(value) {\n        this._throwIfClosed();\n        if (!this.isStopped) {\n            const copy = this.observers.slice();\n            for (const observer of copy) {\n                observer.next(value);\n            }\n        }\n    }\n    error(err) {\n        this._throwIfClosed();\n        if (!this.isStopped) {\n            this.hasError = this.isStopped = true;\n            this.thrownError = err;\n            const { observers } = this;\n            while (observers.length) {\n                observers.shift().error(err);\n            }\n        }\n    }\n    complete() {\n        this._throwIfClosed();\n        if (!this.isStopped) {\n            this.isStopped = true;\n            const { observers } = this;\n            while (observers.length) {\n                observers.shift().complete();\n            }\n        }\n    }\n    unsubscribe() {\n        this.isStopped = this.closed = true;\n        this.observers = null;\n    }\n    _trySubscribe(subscriber) {\n        this._throwIfClosed();\n        return super._trySubscribe(subscriber);\n    }\n    _subscribe(subscriber) {\n        this._throwIfClosed();\n        this._checkFinalizedStatuses(subscriber);\n        return this._innerSubscribe(subscriber);\n    }\n    _innerSubscribe(subscriber) {\n        const { hasError, isStopped, observers } = this;\n        return hasError || isStopped\n            ? EMPTY_SUBSCRIPTION\n            : (observers.push(subscriber), new Subscription(() => arrRemove(this.observers, subscriber)));\n    }\n    _checkFinalizedStatuses(subscriber) {\n        const { hasError, thrownError, isStopped } = this;\n        if (hasError) {\n            subscriber.error(thrownError);\n        }\n        else if (isStopped) {\n            subscriber.complete();\n        }\n    }\n    asObservable() {\n        const observable = new Observable();\n        observable.source = this;\n        return observable;\n    }\n}\nSubject.create = (destination, source) => {\n    return new AnonymousSubject(destination, source);\n};\nexport class AnonymousSubject extends Subject {\n    constructor(destination, source) {\n        super();\n        this.destination = destination;\n        this.source = source;\n    }\n    next(value) {\n        var _a, _b;\n        (_b = (_a = this.destination) === null || _a === void 0 ? void 0 : _a.next) === null || _b === void 0 ? void 0 : _b.call(_a, value);\n    }\n    error(err) {\n        var _a, _b;\n        (_b = (_a = this.destination) === null || _a === void 0 ? void 0 : _a.error) === null || _b === void 0 ? void 0 : _b.call(_a, err);\n    }\n    complete() {\n        var _a, _b;\n        (_b = (_a = this.destination) === null || _a === void 0 ? void 0 : _a.complete) === null || _b === void 0 ? void 0 : _b.call(_a);\n    }\n    _subscribe(subscriber) {\n        var _a, _b;\n        return (_b = (_a = this.source) === null || _a === void 0 ? void 0 : _a.subscribe(subscriber)) !== null && _b !== void 0 ? _b : EMPTY_SUBSCRIPTION;\n    }\n}\n//# sourceMappingURL=Subject.js.map","import { concatAll } from '../operators/concatAll';\nimport { internalFromArray } from './fromArray';\nimport { popScheduler } from '../util/args';\nexport function concat(...args) {\n    return concatAll()(internalFromArray(args, popScheduler(args)));\n}\n//# sourceMappingURL=concat.js.map","import { mergeAll } from './mergeAll';\nexport function concatAll() {\n    return mergeAll(1);\n}\n//# sourceMappingURL=concatAll.js.map","export function createErrorClass(createImpl) {\n    const _super = (instance) => {\n        Error.call(instance);\n        instance.stack = new Error().stack;\n    };\n    const ctorFunc = createImpl(_super);\n    ctorFunc.prototype = Object.create(Error.prototype);\n    ctorFunc.prototype.constructor = ctorFunc;\n    return ctorFunc;\n}\n//# sourceMappingURL=createErrorClass.js.map","import { config } from '../config';\nimport { timeoutProvider } from '../scheduler/timeoutProvider';\nexport function reportUnhandledError(err) {\n    timeoutProvider.setTimeout(() => {\n        const { onUnhandledError } = config;\n        if (onUnhandledError) {\n            onUnhandledError(err);\n        }\n        else {\n            throw err;\n        }\n    });\n}\n//# sourceMappingURL=reportUnhandledError.js.map","export const timeoutProvider = {\n    setTimeout(...args) {\n        const { delegate } = timeoutProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.setTimeout) || setTimeout)(...args);\n    },\n    clearTimeout(handle) {\n        const { delegate } = timeoutProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.clearTimeout) || clearTimeout)(handle);\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=timeoutProvider.js.map","export const dateTimestampProvider = {\n    now() {\n        return (dateTimestampProvider.delegate || Date).now();\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=dateTimestampProvider.js.map","import { map } from \"../operators/map\";\nconst { isArray } = Array;\nfunction callOrApply(fn, args) {\n    return isArray(args) ? fn(...args) : fn(args);\n}\nexport function mapOneOrManyArgs(fn) {\n    return map(args => callOrApply(fn, args));\n}\n//# sourceMappingURL=mapOneOrManyArgs.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function map(project, thisArg) {\n    return operate((source, subscriber) => {\n        let index = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            subscriber.next(project.call(thisArg, value, index++));\n        }));\n    });\n}\n//# sourceMappingURL=map.js.map","import { isFunction } from './isFunction';\nexport function isScheduler(value) {\n    return value && isFunction(value.schedule);\n}\n//# sourceMappingURL=isScheduler.js.map","const { isArray } = Array;\nexport function argsOrArgArray(args) {\n    return args.length === 1 && isArray(args[0]) ? args[0] : args;\n}\n//# sourceMappingURL=argsOrArgArray.js.map","import { mergeMap } from './mergeMap';\nimport { identity } from '../util/identity';\nexport function mergeAll(concurrent = Infinity) {\n    return mergeMap(identity, concurrent);\n}\n//# sourceMappingURL=mergeAll.js.map","import { Subscription } from '../Subscription';\nexport class Action extends Subscription {\n    constructor(scheduler, work) {\n        super();\n    }\n    schedule(state, delay = 0) {\n        return this;\n    }\n}\n//# sourceMappingURL=Action.js.map","export const intervalProvider = {\n    setInterval(...args) {\n        const { delegate } = intervalProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.setInterval) || setInterval)(...args);\n    },\n    clearInterval(handle) {\n        const { delegate } = intervalProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.clearInterval) || clearInterval)(handle);\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=intervalProvider.js.map","import { Action } from './Action';\nimport { intervalProvider } from './intervalProvider';\nimport { arrRemove } from '../util/arrRemove';\nexport class AsyncAction extends Action {\n    constructor(scheduler, work) {\n        super(scheduler, work);\n        this.scheduler = scheduler;\n        this.work = work;\n        this.pending = false;\n    }\n    schedule(state, delay = 0) {\n        if (this.closed) {\n            return this;\n        }\n        this.state = state;\n        const id = this.id;\n        const scheduler = this.scheduler;\n        if (id != null) {\n            this.id = this.recycleAsyncId(scheduler, id, delay);\n        }\n        this.pending = true;\n        this.delay = delay;\n        this.id = this.id || this.requestAsyncId(scheduler, this.id, delay);\n        return this;\n    }\n    requestAsyncId(scheduler, _id, delay = 0) {\n        return intervalProvider.setInterval(scheduler.flush.bind(scheduler, this), delay);\n    }\n    recycleAsyncId(_scheduler, id, delay = 0) {\n        if (delay != null && this.delay === delay && this.pending === false) {\n            return id;\n        }\n        intervalProvider.clearInterval(id);\n        return undefined;\n    }\n    execute(state, delay) {\n        if (this.closed) {\n            return new Error('executing a cancelled action');\n        }\n        this.pending = false;\n        const error = this._execute(state, delay);\n        if (error) {\n            return error;\n        }\n        else if (this.pending === false && this.id != null) {\n            this.id = this.recycleAsyncId(this.scheduler, this.id, null);\n        }\n    }\n    _execute(state, _delay) {\n        let errored = false;\n        let errorValue;\n        try {\n            this.work(state);\n        }\n        catch (e) {\n            errored = true;\n            errorValue = (!!e && e) || new Error(e);\n        }\n        if (errored) {\n            this.unsubscribe();\n            return errorValue;\n        }\n    }\n    unsubscribe() {\n        if (!this.closed) {\n            const { id, scheduler } = this;\n            const { actions } = scheduler;\n            this.work = this.state = this.scheduler = null;\n            this.pending = false;\n            arrRemove(actions, this);\n            if (id != null) {\n                this.id = this.recycleAsyncId(scheduler, id, null);\n            }\n            this.delay = null;\n            super.unsubscribe();\n        }\n    }\n}\n//# sourceMappingURL=AsyncAction.js.map","import { Observable } from '../Observable';\nimport { async as asyncScheduler } from '../scheduler/async';\nimport { isScheduler } from '../util/isScheduler';\nimport { isValidDate } from '../util/isDate';\nexport function timer(dueTime = 0, intervalOrScheduler, scheduler = asyncScheduler) {\n    let intervalDuration = -1;\n    if (intervalOrScheduler != null) {\n        if (isScheduler(intervalOrScheduler)) {\n            scheduler = intervalOrScheduler;\n        }\n        else {\n            intervalDuration = intervalOrScheduler;\n        }\n    }\n    return new Observable((subscriber) => {\n        let due = isValidDate(dueTime) ? +dueTime - scheduler.now() : dueTime;\n        if (due < 0) {\n            due = 0;\n        }\n        let n = 0;\n        return scheduler.schedule(function () {\n            if (!subscriber.closed) {\n                subscriber.next(n++);\n                if (0 <= intervalDuration) {\n                    this.schedule(undefined, intervalDuration);\n                }\n                else {\n                    subscriber.complete();\n                }\n            }\n        }, due);\n    });\n}\n//# sourceMappingURL=timer.js.map","export function isValidDate(value) {\n    return value instanceof Date && !isNaN(value);\n}\n//# sourceMappingURL=isDate.js.map","import { dateTimestampProvider } from \"./scheduler/dateTimestampProvider\";\nexport class Scheduler {\n    constructor(schedulerActionCtor, now = Scheduler.now) {\n        this.schedulerActionCtor = schedulerActionCtor;\n        this.now = now;\n    }\n    schedule(work, delay = 0, state) {\n        return new this.schedulerActionCtor(this, work).schedule(state, delay);\n    }\n}\nScheduler.now = dateTimestampProvider.now;\n//# sourceMappingURL=Scheduler.js.map","import { Scheduler } from '../Scheduler';\nexport class AsyncScheduler extends Scheduler {\n    constructor(SchedulerAction, now = Scheduler.now) {\n        super(SchedulerAction, now);\n        this.actions = [];\n        this.active = false;\n        this.scheduled = undefined;\n    }\n    flush(action) {\n        const { actions } = this;\n        if (this.active) {\n            actions.push(action);\n            return;\n        }\n        let error;\n        this.active = true;\n        do {\n            if (error = action.execute(action.state, action.delay)) {\n                break;\n            }\n        } while (action = actions.shift());\n        this.active = false;\n        if (error) {\n            while (action = actions.shift()) {\n                action.unsubscribe();\n            }\n            throw error;\n        }\n    }\n}\n//# sourceMappingURL=AsyncScheduler.js.map","import { innerFrom } from '../observable/from';\nimport { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function switchMap(project, resultSelector) {\n    return operate((source, subscriber) => {\n        let innerSubscriber = null;\n        let index = 0;\n        let isComplete = false;\n        const checkComplete = () => isComplete && !innerSubscriber && subscriber.complete();\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            innerSubscriber === null || innerSubscriber === void 0 ? void 0 : innerSubscriber.unsubscribe();\n            let innerIndex = 0;\n            const outerIndex = index++;\n            innerFrom(project(value, outerIndex)).subscribe((innerSubscriber = new OperatorSubscriber(subscriber, (innerValue) => subscriber.next(resultSelector ? resultSelector(value, innerValue, outerIndex, innerIndex++) : innerValue), undefined, () => {\n                innerSubscriber = null;\n                checkComplete();\n            })));\n        }, undefined, () => {\n            isComplete = true;\n            checkComplete();\n        }));\n    });\n}\n//# sourceMappingURL=switchMap.js.map","import { EMPTY } from '../observable/empty';\nimport { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function take(count) {\n    return count <= 0\n        ?\n            () => EMPTY\n        : operate((source, subscriber) => {\n            let seen = 0;\n            source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n                if (++seen <= count) {\n                    subscriber.next(value);\n                    if (count <= seen) {\n                        subscriber.complete();\n                    }\n                }\n            }));\n        });\n}\n//# sourceMappingURL=take.js.map","/*!\n * clipboard.js v2.0.6\n * https://clipboardjs.com/\n * \n * Licensed MIT © Zeno Rocha\n */\n(function webpackUniversalModuleDefinition(root, factory) {\n\tif(typeof exports === 'object' && typeof module === 'object')\n\t\tmodule.exports = factory();\n\telse if(typeof define === 'function' && define.amd)\n\t\tdefine([], factory);\n\telse if(typeof exports === 'object')\n\t\texports[\"ClipboardJS\"] = factory();\n\telse\n\t\troot[\"ClipboardJS\"] = factory();\n})(this, function() {\nreturn /******/ (function(modules) { // webpackBootstrap\n/******/ \t// The module cache\n/******/ \tvar installedModules = {};\n/******/\n/******/ \t// The require function\n/******/ \tfunction __webpack_require__(moduleId) {\n/******/\n/******/ \t\t// Check if module is in cache\n/******/ \t\tif(installedModules[moduleId]) {\n/******/ \t\t\treturn installedModules[moduleId].exports;\n/******/ \t\t}\n/******/ \t\t// Create a new module (and put it into the cache)\n/******/ \t\tvar module = installedModules[moduleId] = {\n/******/ \t\t\ti: moduleId,\n/******/ \t\t\tl: false,\n/******/ \t\t\texports: {}\n/******/ \t\t};\n/******/\n/******/ \t\t// Execute the module 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'undefined' && Symbol.toStringTag) {\n/******/ \t\t\tObject.defineProperty(exports, Symbol.toStringTag, { value: 'Module' });\n/******/ \t\t}\n/******/ \t\tObject.defineProperty(exports, '__esModule', { value: true });\n/******/ \t};\n/******/\n/******/ \t// create a fake namespace object\n/******/ \t// mode & 1: value is a module id, require it\n/******/ \t// mode & 2: merge all properties of value into the ns\n/******/ \t// mode & 4: return value when already ns object\n/******/ \t// mode & 8|1: behave like require\n/******/ \t__webpack_require__.t = function(value, mode) {\n/******/ \t\tif(mode & 1) value = __webpack_require__(value);\n/******/ \t\tif(mode & 8) return value;\n/******/ \t\tif((mode & 4) && typeof value === 'object' && value && value.__esModule) return value;\n/******/ \t\tvar ns = Object.create(null);\n/******/ \t\t__webpack_require__.r(ns);\n/******/ \t\tObject.defineProperty(ns, 'default', { enumerable: true, value: value });\n/******/ \t\tif(mode & 2 && typeof value != 'string') for(var key in value) __webpack_require__.d(ns, key, function(key) { return value[key]; }.bind(null, key));\n/******/ \t\treturn ns;\n/******/ \t};\n/******/\n/******/ \t// getDefaultExport function for compatibility with non-harmony modules\n/******/ \t__webpack_require__.n = function(module) {\n/******/ \t\tvar getter = module && module.__esModule ?\n/******/ \t\t\tfunction getDefault() { return module['default']; } :\n/******/ \t\t\tfunction getModuleExports() { return module; };\n/******/ \t\t__webpack_require__.d(getter, 'a', getter);\n/******/ \t\treturn getter;\n/******/ \t};\n/******/\n/******/ \t// Object.prototype.hasOwnProperty.call\n/******/ \t__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };\n/******/\n/******/ \t// __webpack_public_path__\n/******/ \t__webpack_require__.p = \"\";\n/******/\n/******/\n/******/ \t// Load entry module and return exports\n/******/ \treturn __webpack_require__(__webpack_require__.s = 6);\n/******/ })\n/************************************************************************/\n/******/ ([\n/* 0 */\n/***/ (function(module, exports) {\n\nfunction select(element) {\n    var selectedText;\n\n    if (element.nodeName === 'SELECT') {\n        element.focus();\n\n        selectedText = element.value;\n    }\n    else if (element.nodeName === 'INPUT' || element.nodeName === 'TEXTAREA') {\n        var isReadOnly = element.hasAttribute('readonly');\n\n        if (!isReadOnly) {\n            element.setAttribute('readonly', '');\n        }\n\n        element.select();\n        element.setSelectionRange(0, element.value.length);\n\n        if (!isReadOnly) {\n            element.removeAttribute('readonly');\n        }\n\n        selectedText = element.value;\n    }\n    else {\n        if (element.hasAttribute('contenteditable')) {\n            element.focus();\n        }\n\n        var selection = window.getSelection();\n        var range = document.createRange();\n\n        range.selectNodeContents(element);\n        selection.removeAllRanges();\n        selection.addRange(range);\n\n        selectedText = selection.toString();\n    }\n\n    return selectedText;\n}\n\nmodule.exports = select;\n\n\n/***/ }),\n/* 1 */\n/***/ (function(module, exports) {\n\nfunction E () {\n  // Keep this empty so it's easier to inherit from\n  // (via https://github.com/lipsmack from https://github.com/scottcorgan/tiny-emitter/issues/3)\n}\n\nE.prototype = {\n  on: function (name, callback, ctx) {\n    var e = this.e || (this.e = {});\n\n    (e[name] || (e[name] = [])).push({\n      fn: callback,\n      ctx: ctx\n    });\n\n    return this;\n  },\n\n  once: function (name, callback, ctx) {\n    var self = this;\n    function listener () {\n      self.off(name, listener);\n      callback.apply(ctx, arguments);\n    };\n\n    listener._ = callback\n    return this.on(name, listener, ctx);\n  },\n\n  emit: function (name) {\n    var data = [].slice.call(arguments, 1);\n    var evtArr = ((this.e || (this.e = {}))[name] || []).slice();\n    var i = 0;\n    var len = evtArr.length;\n\n    for (i; i < len; i++) {\n      evtArr[i].fn.apply(evtArr[i].ctx, data);\n    }\n\n    return this;\n  },\n\n  off: function (name, callback) {\n    var e = this.e || (this.e = {});\n    var evts = e[name];\n    var liveEvents = [];\n\n    if (evts && callback) {\n      for (var i = 0, len = evts.length; i < len; i++) {\n        if (evts[i].fn !== callback && evts[i].fn._ !== callback)\n          liveEvents.push(evts[i]);\n      }\n    }\n\n    // Remove event from queue to prevent memory leak\n    // Suggested by https://github.com/lazd\n    // Ref: https://github.com/scottcorgan/tiny-emitter/commit/c6ebfaa9bc973b33d110a84a307742b7cf94c953#commitcomment-5024910\n\n    (liveEvents.length)\n      ? e[name] = liveEvents\n      : delete e[name];\n\n    return this;\n  }\n};\n\nmodule.exports = E;\nmodule.exports.TinyEmitter = E;\n\n\n/***/ }),\n/* 2 */\n/***/ (function(module, exports, __webpack_require__) {\n\nvar is = __webpack_require__(3);\nvar delegate = __webpack_require__(4);\n\n/**\n * Validates all params and calls the right\n * listener function based on its target type.\n *\n * @param {String|HTMLElement|HTMLCollection|NodeList} target\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listen(target, type, callback) {\n    if (!target && !type && !callback) {\n        throw new Error('Missing required arguments');\n    }\n\n    if (!is.string(type)) {\n        throw new TypeError('Second argument must be a String');\n    }\n\n    if (!is.fn(callback)) {\n        throw new TypeError('Third argument must be a Function');\n    }\n\n    if (is.node(target)) {\n        return listenNode(target, type, callback);\n    }\n    else if (is.nodeList(target)) {\n        return listenNodeList(target, type, callback);\n    }\n    else if (is.string(target)) {\n        return listenSelector(target, type, callback);\n    }\n    else {\n        throw new TypeError('First argument must be a String, HTMLElement, HTMLCollection, or NodeList');\n    }\n}\n\n/**\n * Adds an event listener to a HTML element\n * and returns a remove listener function.\n *\n * @param {HTMLElement} node\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNode(node, type, callback) {\n    node.addEventListener(type, callback);\n\n    return {\n        destroy: function() {\n            node.removeEventListener(type, callback);\n        }\n    }\n}\n\n/**\n * Add an event listener to a list of HTML elements\n * and returns a remove listener function.\n *\n * @param {NodeList|HTMLCollection} nodeList\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNodeList(nodeList, type, callback) {\n    Array.prototype.forEach.call(nodeList, function(node) {\n        node.addEventListener(type, callback);\n    });\n\n    return {\n        destroy: function() {\n            Array.prototype.forEach.call(nodeList, function(node) {\n                node.removeEventListener(type, callback);\n            });\n        }\n    }\n}\n\n/**\n * Add an event listener to a selector\n * and returns a remove listener function.\n *\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenSelector(selector, type, callback) {\n    return delegate(document.body, selector, type, callback);\n}\n\nmodule.exports = listen;\n\n\n/***/ }),\n/* 3 */\n/***/ (function(module, exports) {\n\n/**\n * Check if argument is a HTML element.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.node = function(value) {\n    return value !== undefined\n        && value instanceof HTMLElement\n        && value.nodeType === 1;\n};\n\n/**\n * Check if argument is a list of HTML elements.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.nodeList = function(value) {\n    var type = Object.prototype.toString.call(value);\n\n    return value !== undefined\n        && (type === '[object NodeList]' || type === '[object HTMLCollection]')\n        && ('length' in value)\n        && (value.length === 0 || exports.node(value[0]));\n};\n\n/**\n * Check if argument is a string.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.string = function(value) {\n    return typeof value === 'string'\n        || value instanceof String;\n};\n\n/**\n * Check if argument is a function.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.fn = function(value) {\n    var type = Object.prototype.toString.call(value);\n\n    return type === '[object Function]';\n};\n\n\n/***/ }),\n/* 4 */\n/***/ (function(module, exports, __webpack_require__) {\n\nvar closest = __webpack_require__(5);\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction _delegate(element, selector, type, callback, useCapture) {\n    var listenerFn = listener.apply(this, arguments);\n\n    element.addEventListener(type, listenerFn, useCapture);\n\n    return {\n        destroy: function() {\n            element.removeEventListener(type, listenerFn, useCapture);\n        }\n    }\n}\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element|String|Array} [elements]\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction delegate(elements, selector, type, callback, useCapture) {\n    // Handle the regular Element usage\n    if (typeof elements.addEventListener === 'function') {\n        return _delegate.apply(null, arguments);\n    }\n\n    // Handle Element-less usage, it defaults to global delegation\n    if (typeof type === 'function') {\n        // Use `document` as the first parameter, then apply arguments\n        // This is a short way to .unshift `arguments` without running into deoptimizations\n        return _delegate.bind(null, document).apply(null, arguments);\n    }\n\n    // Handle Selector-based usage\n    if (typeof elements === 'string') {\n        elements = document.querySelectorAll(elements);\n    }\n\n    // Handle Array-like based usage\n    return Array.prototype.map.call(elements, function (element) {\n        return _delegate(element, selector, type, callback, useCapture);\n    });\n}\n\n/**\n * Finds closest match and invokes callback.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Function}\n */\nfunction listener(element, selector, type, callback) {\n    return function(e) {\n        e.delegateTarget = closest(e.target, selector);\n\n        if (e.delegateTarget) {\n            callback.call(element, e);\n        }\n    }\n}\n\nmodule.exports = delegate;\n\n\n/***/ }),\n/* 5 */\n/***/ (function(module, exports) {\n\nvar DOCUMENT_NODE_TYPE = 9;\n\n/**\n * A polyfill for Element.matches()\n */\nif (typeof Element !== 'undefined' && !Element.prototype.matches) {\n    var proto = Element.prototype;\n\n    proto.matches = proto.matchesSelector ||\n                    proto.mozMatchesSelector ||\n                    proto.msMatchesSelector ||\n                    proto.oMatchesSelector ||\n                    proto.webkitMatchesSelector;\n}\n\n/**\n * Finds the closest parent that matches a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @return {Function}\n */\nfunction closest (element, selector) {\n    while (element && element.nodeType !== DOCUMENT_NODE_TYPE) {\n        if (typeof element.matches === 'function' &&\n            element.matches(selector)) {\n          return element;\n        }\n        element = element.parentNode;\n    }\n}\n\nmodule.exports = closest;\n\n\n/***/ }),\n/* 6 */\n/***/ (function(module, __webpack_exports__, __webpack_require__) {\n\n\"use strict\";\n__webpack_require__.r(__webpack_exports__);\n\n// EXTERNAL MODULE: ./node_modules/select/src/select.js\nvar src_select = __webpack_require__(0);\nvar select_default = /*#__PURE__*/__webpack_require__.n(src_select);\n\n// CONCATENATED MODULE: ./src/clipboard-action.js\nvar _typeof = typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; };\n\nvar _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();\n\nfunction _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\n\n\n/**\n * Inner class which performs selection from either `text` or `target`\n * properties and then executes copy or cut operations.\n */\n\nvar clipboard_action_ClipboardAction = function () {\n    /**\n     * @param {Object} options\n     */\n    function ClipboardAction(options) {\n        _classCallCheck(this, ClipboardAction);\n\n        this.resolveOptions(options);\n        this.initSelection();\n    }\n\n    /**\n     * Defines base properties passed from constructor.\n     * @param {Object} options\n     */\n\n\n    _createClass(ClipboardAction, [{\n        key: 'resolveOptions',\n        value: function resolveOptions() {\n            var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n\n            this.action = options.action;\n            this.container = options.container;\n            this.emitter = options.emitter;\n            this.target = options.target;\n            this.text = options.text;\n            this.trigger = options.trigger;\n\n            this.selectedText = '';\n        }\n\n        /**\n         * Decides which selection strategy is going to be applied based\n         * on the existence of `text` and `target` properties.\n         */\n\n    }, {\n        key: 'initSelection',\n        value: function initSelection() {\n            if (this.text) {\n                this.selectFake();\n            } else if (this.target) {\n                this.selectTarget();\n            }\n        }\n\n        /**\n         * Creates a fake textarea element, sets its value from `text` property,\n         * and makes a selection on it.\n         */\n\n    }, {\n        key: 'selectFake',\n        value: function selectFake() {\n            var _this = this;\n\n            var isRTL = document.documentElement.getAttribute('dir') == 'rtl';\n\n            this.removeFake();\n\n            this.fakeHandlerCallback = function () {\n                return _this.removeFake();\n            };\n            this.fakeHandler = this.container.addEventListener('click', this.fakeHandlerCallback) || true;\n\n            this.fakeElem = document.createElement('textarea');\n            // Prevent zooming on iOS\n            this.fakeElem.style.fontSize = '12pt';\n            // Reset box model\n            this.fakeElem.style.border = '0';\n            this.fakeElem.style.padding = '0';\n            this.fakeElem.style.margin = '0';\n            // Move element out of screen horizontally\n            this.fakeElem.style.position = 'absolute';\n            this.fakeElem.style[isRTL ? 'right' : 'left'] = '-9999px';\n            // Move element to the same position vertically\n            var yPosition = window.pageYOffset || document.documentElement.scrollTop;\n            this.fakeElem.style.top = yPosition + 'px';\n\n            this.fakeElem.setAttribute('readonly', '');\n            this.fakeElem.value = this.text;\n\n            this.container.appendChild(this.fakeElem);\n\n            this.selectedText = select_default()(this.fakeElem);\n            this.copyText();\n        }\n\n        /**\n         * Only removes the fake element after another click event, that way\n         * a user can hit `Ctrl+C` to copy because selection still exists.\n         */\n\n    }, {\n        key: 'removeFake',\n        value: function removeFake() {\n            if (this.fakeHandler) {\n                this.container.removeEventListener('click', this.fakeHandlerCallback);\n                this.fakeHandler = null;\n                this.fakeHandlerCallback = null;\n            }\n\n            if (this.fakeElem) {\n                this.container.removeChild(this.fakeElem);\n                this.fakeElem = null;\n            }\n        }\n\n        /**\n         * Selects the content from element passed on `target` property.\n         */\n\n    }, {\n        key: 'selectTarget',\n        value: function selectTarget() {\n            this.selectedText = select_default()(this.target);\n            this.copyText();\n        }\n\n        /**\n         * Executes the copy operation based on the current selection.\n         */\n\n    }, {\n        key: 'copyText',\n        value: function copyText() {\n            var succeeded = void 0;\n\n            try {\n                succeeded = document.execCommand(this.action);\n            } catch (err) {\n                succeeded = false;\n            }\n\n            this.handleResult(succeeded);\n        }\n\n        /**\n         * Fires an event based on the copy operation result.\n         * @param {Boolean} succeeded\n         */\n\n    }, {\n        key: 'handleResult',\n        value: function handleResult(succeeded) {\n            this.emitter.emit(succeeded ? 'success' : 'error', {\n                action: this.action,\n                text: this.selectedText,\n                trigger: this.trigger,\n                clearSelection: this.clearSelection.bind(this)\n            });\n        }\n\n        /**\n         * Moves focus away from `target` and back to the trigger, removes current selection.\n         */\n\n    }, {\n        key: 'clearSelection',\n        value: function clearSelection() {\n            if (this.trigger) {\n                this.trigger.focus();\n            }\n            document.activeElement.blur();\n            window.getSelection().removeAllRanges();\n        }\n\n        /**\n         * Sets the `action` to be performed which can be either 'copy' or 'cut'.\n         * @param {String} action\n         */\n\n    }, {\n        key: 'destroy',\n\n\n        /**\n         * Destroy lifecycle.\n         */\n        value: function destroy() {\n            this.removeFake();\n        }\n    }, {\n        key: 'action',\n        set: function set() {\n            var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 'copy';\n\n            this._action = action;\n\n            if (this._action !== 'copy' && this._action !== 'cut') {\n                throw new Error('Invalid \"action\" value, use either \"copy\" or \"cut\"');\n            }\n        }\n\n        /**\n         * Gets the `action` property.\n         * @return {String}\n         */\n        ,\n        get: function get() {\n            return this._action;\n        }\n\n        /**\n         * Sets the `target` property using an element\n         * that will be have its content copied.\n         * @param {Element} target\n         */\n\n    }, {\n        key: 'target',\n        set: function set(target) {\n            if (target !== undefined) {\n                if (target && (typeof target === 'undefined' ? 'undefined' : _typeof(target)) === 'object' && target.nodeType === 1) {\n                    if (this.action === 'copy' && target.hasAttribute('disabled')) {\n                        throw new Error('Invalid \"target\" attribute. Please use \"readonly\" instead of \"disabled\" attribute');\n                    }\n\n                    if (this.action === 'cut' && (target.hasAttribute('readonly') || target.hasAttribute('disabled'))) {\n                        throw new Error('Invalid \"target\" attribute. You can\\'t cut text from elements with \"readonly\" or \"disabled\" attributes');\n                    }\n\n                    this._target = target;\n                } else {\n                    throw new Error('Invalid \"target\" value, use a valid Element');\n                }\n            }\n        }\n\n        /**\n         * Gets the `target` property.\n         * @return {String|HTMLElement}\n         */\n        ,\n        get: function get() {\n            return this._target;\n        }\n    }]);\n\n    return ClipboardAction;\n}();\n\n/* harmony default export */ var clipboard_action = (clipboard_action_ClipboardAction);\n// EXTERNAL MODULE: ./node_modules/tiny-emitter/index.js\nvar tiny_emitter = __webpack_require__(1);\nvar tiny_emitter_default = /*#__PURE__*/__webpack_require__.n(tiny_emitter);\n\n// EXTERNAL MODULE: ./node_modules/good-listener/src/listen.js\nvar listen = __webpack_require__(2);\nvar listen_default = /*#__PURE__*/__webpack_require__.n(listen);\n\n// CONCATENATED MODULE: ./src/clipboard.js\nvar clipboard_typeof = typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; };\n\nvar clipboard_createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();\n\nfunction clipboard_classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\nfunction _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\"); } return call && (typeof call === \"object\" || typeof call === \"function\") ? call : self; }\n\nfunction _inherits(subClass, superClass) { if (typeof superClass !== \"function\" && superClass !== null) { throw new TypeError(\"Super expression must either be null or a function, not \" + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; }\n\n\n\n\n\n/**\n * Base class which takes one or more elements, adds event listeners to them,\n * and instantiates a new `ClipboardAction` on each click.\n */\n\nvar clipboard_Clipboard = function (_Emitter) {\n    _inherits(Clipboard, _Emitter);\n\n    /**\n     * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n     * @param {Object} options\n     */\n    function Clipboard(trigger, options) {\n        clipboard_classCallCheck(this, Clipboard);\n\n        var _this = _possibleConstructorReturn(this, (Clipboard.__proto__ || Object.getPrototypeOf(Clipboard)).call(this));\n\n        _this.resolveOptions(options);\n        _this.listenClick(trigger);\n        return _this;\n    }\n\n    /**\n     * Defines if attributes would be resolved using internal setter functions\n     * or custom functions that were passed in the constructor.\n     * @param {Object} options\n     */\n\n\n    clipboard_createClass(Clipboard, [{\n        key: 'resolveOptions',\n        value: function resolveOptions() {\n            var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n\n            this.action = typeof options.action === 'function' ? options.action : this.defaultAction;\n            this.target = typeof options.target === 'function' ? options.target : this.defaultTarget;\n            this.text = typeof options.text === 'function' ? options.text : this.defaultText;\n            this.container = clipboard_typeof(options.container) === 'object' ? options.container : document.body;\n        }\n\n        /**\n         * Adds a click event listener to the passed trigger.\n         * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n         */\n\n    }, {\n        key: 'listenClick',\n        value: function listenClick(trigger) {\n            var _this2 = this;\n\n            this.listener = listen_default()(trigger, 'click', function (e) {\n                return _this2.onClick(e);\n            });\n        }\n\n        /**\n         * Defines a new `ClipboardAction` on each click event.\n         * @param {Event} e\n         */\n\n    }, {\n        key: 'onClick',\n        value: function onClick(e) {\n            var trigger = e.delegateTarget || e.currentTarget;\n\n            if (this.clipboardAction) {\n                this.clipboardAction = null;\n            }\n\n            this.clipboardAction = new clipboard_action({\n                action: this.action(trigger),\n                target: this.target(trigger),\n                text: this.text(trigger),\n                container: this.container,\n                trigger: trigger,\n                emitter: this\n            });\n        }\n\n        /**\n         * Default `action` lookup function.\n         * @param {Element} trigger\n         */\n\n    }, {\n        key: 'defaultAction',\n        value: function defaultAction(trigger) {\n            return getAttributeValue('action', trigger);\n        }\n\n        /**\n         * Default `target` lookup function.\n         * @param {Element} trigger\n         */\n\n    }, {\n        key: 'defaultTarget',\n        value: function defaultTarget(trigger) {\n            var selector = getAttributeValue('target', trigger);\n\n            if (selector) {\n                return document.querySelector(selector);\n            }\n        }\n\n        /**\n         * Returns the support of the given action, or all actions if no action is\n         * given.\n         * @param {String} [action]\n         */\n\n    }, {\n        key: 'defaultText',\n\n\n        /**\n         * Default `text` lookup function.\n         * @param {Element} trigger\n         */\n        value: function defaultText(trigger) {\n            return getAttributeValue('text', trigger);\n        }\n\n        /**\n         * Destroy lifecycle.\n         */\n\n    }, {\n        key: 'destroy',\n        value: function destroy() {\n            this.listener.destroy();\n\n            if (this.clipboardAction) {\n                this.clipboardAction.destroy();\n                this.clipboardAction = null;\n            }\n        }\n    }], [{\n        key: 'isSupported',\n        value: function isSupported() {\n            var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : ['copy', 'cut'];\n\n            var actions = typeof action === 'string' ? [action] : action;\n            var support = !!document.queryCommandSupported;\n\n            actions.forEach(function (action) {\n                support = support && !!document.queryCommandSupported(action);\n            });\n\n            return support;\n        }\n    }]);\n\n    return Clipboard;\n}(tiny_emitter_default.a);\n\n/**\n * Helper function to retrieve attribute value.\n * @param {String} suffix\n * @param {Element} element\n */\n\n\nfunction getAttributeValue(suffix, element) {\n    var attribute = 'data-clipboard-' + suffix;\n\n    if (!element.hasAttribute(attribute)) {\n        return;\n    }\n\n    return element.getAttribute(attribute);\n}\n\n/* harmony default export */ var clipboard = __webpack_exports__[\"default\"] = (clipboard_Clipboard);\n\n/***/ })\n/******/ ])[\"default\"];\n});","import { Subject } from './Subject';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\nexport class ReplaySubject extends Subject {\n    constructor(bufferSize = Infinity, windowTime = Infinity, timestampProvider = dateTimestampProvider) {\n        super();\n        this.bufferSize = bufferSize;\n        this.windowTime = windowTime;\n        this.timestampProvider = timestampProvider;\n        this.buffer = [];\n        this.infiniteTimeWindow = true;\n        this.infiniteTimeWindow = windowTime === Infinity;\n        this.bufferSize = Math.max(1, bufferSize);\n        this.windowTime = Math.max(1, windowTime);\n    }\n    next(value) {\n        const { isStopped, buffer, infiniteTimeWindow, timestampProvider, windowTime } = this;\n        if (!isStopped) {\n            buffer.push(value);\n            !infiniteTimeWindow && buffer.push(timestampProvider.now() + windowTime);\n        }\n        this.trimBuffer();\n        super.next(value);\n    }\n    _subscribe(subscriber) {\n        this._throwIfClosed();\n        this.trimBuffer();\n        const subscription = this._innerSubscribe(subscriber);\n        const { infiniteTimeWindow, buffer } = this;\n        const copy = buffer.slice();\n        for (let i = 0; i < copy.length && !subscriber.closed; i += infiniteTimeWindow ? 1 : 2) {\n            subscriber.next(copy[i]);\n        }\n        this._checkFinalizedStatuses(subscriber);\n        return subscription;\n    }\n    trimBuffer() {\n        const { bufferSize, timestampProvider, buffer, infiniteTimeWindow } = this;\n        const adjustedBufferSize = (infiniteTimeWindow ? 1 : 2) * bufferSize;\n        bufferSize < Infinity && adjustedBufferSize < buffer.length && buffer.splice(0, buffer.length - adjustedBufferSize);\n        if (!infiniteTimeWindow) {\n            const now = timestampProvider.now();\n            let last = 0;\n            for (let i = 1; i < buffer.length && buffer[i] <= now; i += 2) {\n                last = i;\n            }\n            last && buffer.splice(0, last + 1);\n        }\n    }\n}\n//# sourceMappingURL=ReplaySubject.js.map","import { identity } from './identity';\nexport function pipe(...fns) {\n    return pipeFromArray(fns);\n}\nexport function pipeFromArray(fns) {\n    if (fns.length === 0) {\n        return identity;\n    }\n    if (fns.length === 1) {\n        return fns[0];\n    }\n    return function piped(input) {\n        return fns.reduce((prev, fn) => fn(prev), input);\n    };\n}\n//# sourceMappingURL=pipe.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function mapTo(value) {\n    return operate((source, subscriber) => {\n        source.subscribe(new OperatorSubscriber(subscriber, () => subscriber.next(value)));\n    });\n}\n//# sourceMappingURL=mapTo.js.map","/**\r\n * A collection of shims that provide minimal functionality of the ES6 collections.\r\n *\r\n * These implementations are not meant to be used outside of the ResizeObserver\r\n * modules as they cover only a limited range of use cases.\r\n */\r\n/* eslint-disable require-jsdoc, valid-jsdoc */\r\nvar MapShim = (function () {\r\n    if (typeof Map !== 'undefined') {\r\n        return Map;\r\n    }\r\n    /**\r\n     * Returns index in provided array that matches the specified key.\r\n     *\r\n     * @param {Array<Array>} arr\r\n     * @param {*} key\r\n     * @returns {number}\r\n     */\r\n    function getIndex(arr, key) {\r\n        var result = -1;\r\n        arr.some(function (entry, index) {\r\n            if (entry[0] === key) {\r\n                result = index;\r\n                return true;\r\n            }\r\n            return false;\r\n        });\r\n        return result;\r\n    }\r\n    return /** @class */ (function () {\r\n        function class_1() {\r\n            this.__entries__ = [];\r\n        }\r\n        Object.defineProperty(class_1.prototype, \"size\", {\r\n            /**\r\n             * @returns {boolean}\r\n             */\r\n            get: function () {\r\n                return this.__entries__.length;\r\n            },\r\n            enumerable: true,\r\n            configurable: true\r\n        });\r\n        /**\r\n         * @param {*} key\r\n         * @returns {*}\r\n         */\r\n        class_1.prototype.get = function (key) {\r\n            var index = getIndex(this.__entries__, key);\r\n            var entry = this.__entries__[index];\r\n            return entry && entry[1];\r\n        };\r\n        /**\r\n         * @param {*} key\r\n         * @param {*} value\r\n         * @returns {void}\r\n         */\r\n        class_1.prototype.set = function (key, value) {\r\n            var index = getIndex(this.__entries__, key);\r\n            if (~index) {\r\n                this.__entries__[index][1] = value;\r\n            }\r\n            else {\r\n                this.__entries__.push([key, value]);\r\n            }\r\n        };\r\n        /**\r\n         * @param {*} key\r\n         * @returns {void}\r\n         */\r\n        class_1.prototype.delete = function (key) {\r\n            var entries = this.__entries__;\r\n            var index = getIndex(entries, key);\r\n            if (~index) {\r\n                entries.splice(index, 1);\r\n            }\r\n        };\r\n        /**\r\n         * @param {*} key\r\n         * @returns {void}\r\n         */\r\n        class_1.prototype.has = function (key) {\r\n            return !!~getIndex(this.__entries__, key);\r\n        };\r\n        /**\r\n         * @returns {void}\r\n         */\r\n        class_1.prototype.clear = function () {\r\n            this.__entries__.splice(0);\r\n        };\r\n        /**\r\n         * @param {Function} callback\r\n         * @param {*} [ctx=null]\r\n         * @returns {void}\r\n         */\r\n        class_1.prototype.forEach = function (callback, ctx) {\r\n            if (ctx === void 0) { ctx = null; }\r\n            for (var _i = 0, _a = this.__entries__; _i < _a.length; _i++) {\r\n                var entry = _a[_i];\r\n                callback.call(ctx, entry[1], entry[0]);\r\n            }\r\n        };\r\n        return class_1;\r\n    }());\r\n})();\n\n/**\r\n * Detects whether window and document objects are available in current environment.\r\n */\r\nvar isBrowser = typeof window !== 'undefined' && typeof document !== 'undefined' && window.document === document;\n\n// Returns global object of a current environment.\r\nvar global$1 = (function () {\r\n    if (typeof global !== 'undefined' && global.Math === Math) {\r\n        return global;\r\n    }\r\n    if (typeof self !== 'undefined' && self.Math === Math) {\r\n        return self;\r\n    }\r\n    if (typeof window !== 'undefined' && window.Math === Math) {\r\n        return window;\r\n    }\r\n    // eslint-disable-next-line no-new-func\r\n    return Function('return this')();\r\n})();\n\n/**\r\n * A shim for the requestAnimationFrame which falls back to the setTimeout if\r\n * first one is not supported.\r\n *\r\n * @returns {number} Requests' identifier.\r\n */\r\nvar requestAnimationFrame$1 = (function () {\r\n    if (typeof requestAnimationFrame === 'function') {\r\n        // It's required to use a bounded function because IE sometimes throws\r\n        // an \"Invalid calling object\" error if rAF is invoked without the global\r\n        // object on the left hand side.\r\n        return requestAnimationFrame.bind(global$1);\r\n    }\r\n    return function (callback) { return setTimeout(function () { return callback(Date.now()); }, 1000 / 60); };\r\n})();\n\n// Defines minimum timeout before adding a trailing call.\r\nvar trailingTimeout = 2;\r\n/**\r\n * Creates a wrapper function which ensures that provided callback will be\r\n * invoked only once during the specified delay period.\r\n *\r\n * @param {Function} callback - Function to be invoked after the delay period.\r\n * @param {number} delay - Delay after which to invoke callback.\r\n * @returns {Function}\r\n */\r\nfunction throttle (callback, delay) {\r\n    var leadingCall = false, trailingCall = false, lastCallTime = 0;\r\n    /**\r\n     * Invokes the original callback function and schedules new invocation if\r\n     * the \"proxy\" was called during current request.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    function resolvePending() {\r\n        if (leadingCall) {\r\n            leadingCall = false;\r\n            callback();\r\n        }\r\n        if (trailingCall) {\r\n            proxy();\r\n        }\r\n    }\r\n    /**\r\n     * Callback invoked after the specified delay. It will further postpone\r\n     * invocation of the original function delegating it to the\r\n     * requestAnimationFrame.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    function timeoutCallback() {\r\n        requestAnimationFrame$1(resolvePending);\r\n    }\r\n    /**\r\n     * Schedules invocation of the original function.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    function proxy() {\r\n        var timeStamp = Date.now();\r\n        if (leadingCall) {\r\n            // Reject immediately following calls.\r\n            if (timeStamp - lastCallTime < trailingTimeout) {\r\n                return;\r\n            }\r\n            // Schedule new call to be in invoked when the pending one is resolved.\r\n            // This is important for \"transitions\" which never actually start\r\n            // immediately so there is a chance that we might miss one if change\r\n            // happens amids the pending invocation.\r\n            trailingCall = true;\r\n        }\r\n        else {\r\n            leadingCall = true;\r\n            trailingCall = false;\r\n            setTimeout(timeoutCallback, delay);\r\n        }\r\n        lastCallTime = timeStamp;\r\n    }\r\n    return proxy;\r\n}\n\n// Minimum delay before invoking the update of observers.\r\nvar REFRESH_DELAY = 20;\r\n// A list of substrings of CSS properties used to find transition events that\r\n// might affect dimensions of observed elements.\r\nvar transitionKeys = ['top', 'right', 'bottom', 'left', 'width', 'height', 'size', 'weight'];\r\n// Check if MutationObserver is available.\r\nvar mutationObserverSupported = typeof MutationObserver !== 'undefined';\r\n/**\r\n * Singleton controller class which handles updates of ResizeObserver instances.\r\n */\r\nvar ResizeObserverController = /** @class */ (function () {\r\n    /**\r\n     * Creates a new instance of ResizeObserverController.\r\n     *\r\n     * @private\r\n     */\r\n    function ResizeObserverController() {\r\n        /**\r\n         * Indicates whether DOM listeners have been added.\r\n         *\r\n         * @private {boolean}\r\n         */\r\n        this.connected_ = false;\r\n        /**\r\n         * Tells that controller has subscribed for Mutation Events.\r\n         *\r\n         * @private {boolean}\r\n         */\r\n        this.mutationEventsAdded_ = false;\r\n        /**\r\n         * Keeps reference to the instance of MutationObserver.\r\n         *\r\n         * @private {MutationObserver}\r\n         */\r\n        this.mutationsObserver_ = null;\r\n        /**\r\n         * A list of connected observers.\r\n         *\r\n         * @private {Array<ResizeObserverSPI>}\r\n         */\r\n        this.observers_ = [];\r\n        this.onTransitionEnd_ = this.onTransitionEnd_.bind(this);\r\n        this.refresh = throttle(this.refresh.bind(this), REFRESH_DELAY);\r\n    }\r\n    /**\r\n     * Adds observer to observers list.\r\n     *\r\n     * @param {ResizeObserverSPI} observer - Observer to be added.\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverController.prototype.addObserver = function (observer) {\r\n        if (!~this.observers_.indexOf(observer)) {\r\n            this.observers_.push(observer);\r\n        }\r\n        // Add listeners if they haven't been added yet.\r\n        if (!this.connected_) {\r\n            this.connect_();\r\n        }\r\n    };\r\n    /**\r\n     * Removes observer from observers list.\r\n     *\r\n     * @param {ResizeObserverSPI} observer - Observer to be removed.\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverController.prototype.removeObserver = function (observer) {\r\n        var observers = this.observers_;\r\n        var index = observers.indexOf(observer);\r\n        // Remove observer if it's present in registry.\r\n        if (~index) {\r\n            observers.splice(index, 1);\r\n        }\r\n        // Remove listeners if controller has no connected observers.\r\n        if (!observers.length && this.connected_) {\r\n            this.disconnect_();\r\n        }\r\n    };\r\n    /**\r\n     * Invokes the update of observers. It will continue running updates insofar\r\n     * it detects changes.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverController.prototype.refresh = function () {\r\n        var changesDetected = this.updateObservers_();\r\n        // Continue running updates if changes have been detected as there might\r\n        // be future ones caused by CSS transitions.\r\n        if (changesDetected) {\r\n            this.refresh();\r\n        }\r\n    };\r\n    /**\r\n     * Updates every observer from observers list and notifies them of queued\r\n     * entries.\r\n     *\r\n     * @private\r\n     * @returns {boolean} Returns \"true\" if any observer has detected changes in\r\n     *      dimensions of it's elements.\r\n     */\r\n    ResizeObserverController.prototype.updateObservers_ = function () {\r\n        // Collect observers that have active observations.\r\n        var activeObservers = this.observers_.filter(function (observer) {\r\n            return observer.gatherActive(), observer.hasActive();\r\n        });\r\n        // Deliver notifications in a separate cycle in order to avoid any\r\n        // collisions between observers, e.g. when multiple instances of\r\n        // ResizeObserver are tracking the same element and the callback of one\r\n        // of them changes content dimensions of the observed target. Sometimes\r\n        // this may result in notifications being blocked for the rest of observers.\r\n        activeObservers.forEach(function (observer) { return observer.broadcastActive(); });\r\n        return activeObservers.length > 0;\r\n    };\r\n    /**\r\n     * Initializes DOM listeners.\r\n     *\r\n     * @private\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverController.prototype.connect_ = function () {\r\n        // Do nothing if running in a non-browser environment or if listeners\r\n        // have been already added.\r\n        if (!isBrowser || this.connected_) {\r\n            return;\r\n        }\r\n        // Subscription to the \"Transitionend\" event is used as a workaround for\r\n        // delayed transitions. This way it's possible to capture at least the\r\n        // final state of an element.\r\n        document.addEventListener('transitionend', this.onTransitionEnd_);\r\n        window.addEventListener('resize', this.refresh);\r\n        if (mutationObserverSupported) {\r\n            this.mutationsObserver_ = new MutationObserver(this.refresh);\r\n            this.mutationsObserver_.observe(document, {\r\n                attributes: true,\r\n                childList: true,\r\n                characterData: true,\r\n                subtree: true\r\n            });\r\n        }\r\n        else {\r\n            document.addEventListener('DOMSubtreeModified', this.refresh);\r\n            this.mutationEventsAdded_ = true;\r\n        }\r\n        this.connected_ = true;\r\n    };\r\n    /**\r\n     * Removes DOM listeners.\r\n     *\r\n     * @private\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverController.prototype.disconnect_ = function () {\r\n        // Do nothing if running in a non-browser environment or if listeners\r\n        // have been already removed.\r\n        if (!isBrowser || !this.connected_) {\r\n            return;\r\n        }\r\n        document.removeEventListener('transitionend', this.onTransitionEnd_);\r\n        window.removeEventListener('resize', this.refresh);\r\n        if (this.mutationsObserver_) {\r\n            this.mutationsObserver_.disconnect();\r\n        }\r\n        if (this.mutationEventsAdded_) {\r\n            document.removeEventListener('DOMSubtreeModified', this.refresh);\r\n        }\r\n        this.mutationsObserver_ = null;\r\n        this.mutationEventsAdded_ = false;\r\n        this.connected_ = false;\r\n    };\r\n    /**\r\n     * \"Transitionend\" event handler.\r\n     *\r\n     * @private\r\n     * @param {TransitionEvent} event\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverController.prototype.onTransitionEnd_ = function (_a) {\r\n        var _b = _a.propertyName, propertyName = _b === void 0 ? '' : _b;\r\n        // Detect whether transition may affect dimensions of an element.\r\n        var isReflowProperty = transitionKeys.some(function (key) {\r\n            return !!~propertyName.indexOf(key);\r\n        });\r\n        if (isReflowProperty) {\r\n            this.refresh();\r\n        }\r\n    };\r\n    /**\r\n     * Returns instance of the ResizeObserverController.\r\n     *\r\n     * @returns {ResizeObserverController}\r\n     */\r\n    ResizeObserverController.getInstance = function () {\r\n        if (!this.instance_) {\r\n            this.instance_ = new ResizeObserverController();\r\n        }\r\n        return this.instance_;\r\n    };\r\n    /**\r\n     * Holds reference to the controller's instance.\r\n     *\r\n     * @private {ResizeObserverController}\r\n     */\r\n    ResizeObserverController.instance_ = null;\r\n    return ResizeObserverController;\r\n}());\n\n/**\r\n * Defines non-writable/enumerable properties of the provided target object.\r\n *\r\n * @param {Object} target - Object for which to define properties.\r\n * @param {Object} props - Properties to be defined.\r\n * @returns {Object} Target object.\r\n */\r\nvar defineConfigurable = (function (target, props) {\r\n    for (var _i = 0, _a = Object.keys(props); _i < _a.length; _i++) {\r\n        var key = _a[_i];\r\n        Object.defineProperty(target, key, {\r\n            value: props[key],\r\n            enumerable: false,\r\n            writable: false,\r\n            configurable: true\r\n        });\r\n    }\r\n    return target;\r\n});\n\n/**\r\n * Returns the global object associated with provided element.\r\n *\r\n * @param {Object} target\r\n * @returns {Object}\r\n */\r\nvar getWindowOf = (function (target) {\r\n    // Assume that the element is an instance of Node, which means that it\r\n    // has the \"ownerDocument\" property from which we can retrieve a\r\n    // corresponding global object.\r\n    var ownerGlobal = target && target.ownerDocument && target.ownerDocument.defaultView;\r\n    // Return the local global object if it's not possible extract one from\r\n    // provided element.\r\n    return ownerGlobal || global$1;\r\n});\n\n// Placeholder of an empty content rectangle.\r\nvar emptyRect = createRectInit(0, 0, 0, 0);\r\n/**\r\n * Converts provided string to a number.\r\n *\r\n * @param {number|string} value\r\n * @returns {number}\r\n */\r\nfunction toFloat(value) {\r\n    return parseFloat(value) || 0;\r\n}\r\n/**\r\n * Extracts borders size from provided styles.\r\n *\r\n * @param {CSSStyleDeclaration} styles\r\n * @param {...string} positions - Borders positions (top, right, ...)\r\n * @returns {number}\r\n */\r\nfunction getBordersSize(styles) {\r\n    var positions = [];\r\n    for (var _i = 1; _i < arguments.length; _i++) {\r\n        positions[_i - 1] = arguments[_i];\r\n    }\r\n    return positions.reduce(function (size, position) {\r\n        var value = styles['border-' + position + '-width'];\r\n        return size + toFloat(value);\r\n    }, 0);\r\n}\r\n/**\r\n * Extracts paddings sizes from provided styles.\r\n *\r\n * @param {CSSStyleDeclaration} styles\r\n * @returns {Object} Paddings box.\r\n */\r\nfunction getPaddings(styles) {\r\n    var positions = ['top', 'right', 'bottom', 'left'];\r\n    var paddings = {};\r\n    for (var _i = 0, positions_1 = positions; _i < positions_1.length; _i++) {\r\n        var position = positions_1[_i];\r\n        var value = styles['padding-' + position];\r\n        paddings[position] = toFloat(value);\r\n    }\r\n    return paddings;\r\n}\r\n/**\r\n * Calculates content rectangle of provided SVG element.\r\n *\r\n * @param {SVGGraphicsElement} target - Element content rectangle of which needs\r\n *      to be calculated.\r\n * @returns {DOMRectInit}\r\n */\r\nfunction getSVGContentRect(target) {\r\n    var bbox = target.getBBox();\r\n    return createRectInit(0, 0, bbox.width, bbox.height);\r\n}\r\n/**\r\n * Calculates content rectangle of provided HTMLElement.\r\n *\r\n * @param {HTMLElement} target - Element for which to calculate the content rectangle.\r\n * @returns {DOMRectInit}\r\n */\r\nfunction getHTMLElementContentRect(target) {\r\n    // Client width & height properties can't be\r\n    // used exclusively as they provide rounded values.\r\n    var clientWidth = target.clientWidth, clientHeight = target.clientHeight;\r\n    // By this condition we can catch all non-replaced inline, hidden and\r\n    // detached elements. Though elements with width & height properties less\r\n    // than 0.5 will be discarded as well.\r\n    //\r\n    // Without it we would need to implement separate methods for each of\r\n    // those cases and it's not possible to perform a precise and performance\r\n    // effective test for hidden elements. E.g. even jQuery's ':visible' filter\r\n    // gives wrong results for elements with width & height less than 0.5.\r\n    if (!clientWidth && !clientHeight) {\r\n        return emptyRect;\r\n    }\r\n    var styles = getWindowOf(target).getComputedStyle(target);\r\n    var paddings = getPaddings(styles);\r\n    var horizPad = paddings.left + paddings.right;\r\n    var vertPad = paddings.top + paddings.bottom;\r\n    // Computed styles of width & height are being used because they are the\r\n    // only dimensions available to JS that contain non-rounded values. It could\r\n    // be possible to utilize the getBoundingClientRect if only it's data wasn't\r\n    // affected by CSS transformations let alone paddings, borders and scroll bars.\r\n    var width = toFloat(styles.width), height = toFloat(styles.height);\r\n    // Width & height include paddings and borders when the 'border-box' box\r\n    // model is applied (except for IE).\r\n    if (styles.boxSizing === 'border-box') {\r\n        // Following conditions are required to handle Internet Explorer which\r\n        // doesn't include paddings and borders to computed CSS dimensions.\r\n        //\r\n        // We can say that if CSS dimensions + paddings are equal to the \"client\"\r\n        // properties then it's either IE, and thus we don't need to subtract\r\n        // anything, or an element merely doesn't have paddings/borders styles.\r\n        if (Math.round(width + horizPad) !== clientWidth) {\r\n            width -= getBordersSize(styles, 'left', 'right') + horizPad;\r\n        }\r\n        if (Math.round(height + vertPad) !== clientHeight) {\r\n            height -= getBordersSize(styles, 'top', 'bottom') + vertPad;\r\n        }\r\n    }\r\n    // Following steps can't be applied to the document's root element as its\r\n    // client[Width/Height] properties represent viewport area of the window.\r\n    // Besides, it's as well not necessary as the <html> itself neither has\r\n    // rendered scroll bars nor it can be clipped.\r\n    if (!isDocumentElement(target)) {\r\n        // In some browsers (only in Firefox, actually) CSS width & height\r\n        // include scroll bars size which can be removed at this step as scroll\r\n        // bars are the only difference between rounded dimensions + paddings\r\n        // and \"client\" properties, though that is not always true in Chrome.\r\n        var vertScrollbar = Math.round(width + horizPad) - clientWidth;\r\n        var horizScrollbar = Math.round(height + vertPad) - clientHeight;\r\n        // Chrome has a rather weird rounding of \"client\" properties.\r\n        // E.g. for an element with content width of 314.2px it sometimes gives\r\n        // the client width of 315px and for the width of 314.7px it may give\r\n        // 314px. And it doesn't happen all the time. So just ignore this delta\r\n        // as a non-relevant.\r\n        if (Math.abs(vertScrollbar) !== 1) {\r\n            width -= vertScrollbar;\r\n        }\r\n        if (Math.abs(horizScrollbar) !== 1) {\r\n            height -= horizScrollbar;\r\n        }\r\n    }\r\n    return createRectInit(paddings.left, paddings.top, width, height);\r\n}\r\n/**\r\n * Checks whether provided element is an instance of the SVGGraphicsElement.\r\n *\r\n * @param {Element} target - Element to be checked.\r\n * @returns {boolean}\r\n */\r\nvar isSVGGraphicsElement = (function () {\r\n    // Some browsers, namely IE and Edge, don't have the SVGGraphicsElement\r\n    // interface.\r\n    if (typeof SVGGraphicsElement !== 'undefined') {\r\n        return function (target) { return target instanceof getWindowOf(target).SVGGraphicsElement; };\r\n    }\r\n    // If it's so, then check that element is at least an instance of the\r\n    // SVGElement and that it has the \"getBBox\" method.\r\n    // eslint-disable-next-line no-extra-parens\r\n    return function (target) { return (target instanceof getWindowOf(target).SVGElement &&\r\n        typeof target.getBBox === 'function'); };\r\n})();\r\n/**\r\n * Checks whether provided element is a document element (<html>).\r\n *\r\n * @param {Element} target - Element to be checked.\r\n * @returns {boolean}\r\n */\r\nfunction isDocumentElement(target) {\r\n    return target === getWindowOf(target).document.documentElement;\r\n}\r\n/**\r\n * Calculates an appropriate content rectangle for provided html or svg element.\r\n *\r\n * @param {Element} target - Element content rectangle of which needs to be calculated.\r\n * @returns {DOMRectInit}\r\n */\r\nfunction getContentRect(target) {\r\n    if (!isBrowser) {\r\n        return emptyRect;\r\n    }\r\n    if (isSVGGraphicsElement(target)) {\r\n        return getSVGContentRect(target);\r\n    }\r\n    return getHTMLElementContentRect(target);\r\n}\r\n/**\r\n * Creates rectangle with an interface of the DOMRectReadOnly.\r\n * Spec: https://drafts.fxtf.org/geometry/#domrectreadonly\r\n *\r\n * @param {DOMRectInit} rectInit - Object with rectangle's x/y coordinates and dimensions.\r\n * @returns {DOMRectReadOnly}\r\n */\r\nfunction createReadOnlyRect(_a) {\r\n    var x = _a.x, y = _a.y, width = _a.width, height = _a.height;\r\n    // If DOMRectReadOnly is available use it as a prototype for the rectangle.\r\n    var Constr = typeof DOMRectReadOnly !== 'undefined' ? DOMRectReadOnly : Object;\r\n    var rect = Object.create(Constr.prototype);\r\n    // Rectangle's properties are not writable and non-enumerable.\r\n    defineConfigurable(rect, {\r\n        x: x, y: y, width: width, height: height,\r\n        top: y,\r\n        right: x + width,\r\n        bottom: height + y,\r\n        left: x\r\n    });\r\n    return rect;\r\n}\r\n/**\r\n * Creates DOMRectInit object based on the provided dimensions and the x/y coordinates.\r\n * Spec: https://drafts.fxtf.org/geometry/#dictdef-domrectinit\r\n *\r\n * @param {number} x - X coordinate.\r\n * @param {number} y - Y coordinate.\r\n * @param {number} width - Rectangle's width.\r\n * @param {number} height - Rectangle's height.\r\n * @returns {DOMRectInit}\r\n */\r\nfunction createRectInit(x, y, width, height) {\r\n    return { x: x, y: y, width: width, height: height };\r\n}\n\n/**\r\n * Class that is responsible for computations of the content rectangle of\r\n * provided DOM element and for keeping track of it's changes.\r\n */\r\nvar ResizeObservation = /** @class */ (function () {\r\n    /**\r\n     * Creates an instance of ResizeObservation.\r\n     *\r\n     * @param {Element} target - Element to be observed.\r\n     */\r\n    function ResizeObservation(target) {\r\n        /**\r\n         * Broadcasted width of content rectangle.\r\n         *\r\n         * @type {number}\r\n         */\r\n        this.broadcastWidth = 0;\r\n        /**\r\n         * Broadcasted height of content rectangle.\r\n         *\r\n         * @type {number}\r\n         */\r\n        this.broadcastHeight = 0;\r\n        /**\r\n         * Reference to the last observed content rectangle.\r\n         *\r\n         * @private {DOMRectInit}\r\n         */\r\n        this.contentRect_ = createRectInit(0, 0, 0, 0);\r\n        this.target = target;\r\n    }\r\n    /**\r\n     * Updates content rectangle and tells whether it's width or height properties\r\n     * have changed since the last broadcast.\r\n     *\r\n     * @returns {boolean}\r\n     */\r\n    ResizeObservation.prototype.isActive = function () {\r\n        var rect = getContentRect(this.target);\r\n        this.contentRect_ = rect;\r\n        return (rect.width !== this.broadcastWidth ||\r\n            rect.height !== this.broadcastHeight);\r\n    };\r\n    /**\r\n     * Updates 'broadcastWidth' and 'broadcastHeight' properties with a data\r\n     * from the corresponding properties of the last observed content rectangle.\r\n     *\r\n     * @returns {DOMRectInit} Last observed content rectangle.\r\n     */\r\n    ResizeObservation.prototype.broadcastRect = function () {\r\n        var rect = this.contentRect_;\r\n        this.broadcastWidth = rect.width;\r\n        this.broadcastHeight = rect.height;\r\n        return rect;\r\n    };\r\n    return ResizeObservation;\r\n}());\n\nvar ResizeObserverEntry = /** @class */ (function () {\r\n    /**\r\n     * Creates an instance of ResizeObserverEntry.\r\n     *\r\n     * @param {Element} target - Element that is being observed.\r\n     * @param {DOMRectInit} rectInit - Data of the element's content rectangle.\r\n     */\r\n    function ResizeObserverEntry(target, rectInit) {\r\n        var contentRect = createReadOnlyRect(rectInit);\r\n        // According to the specification following properties are not writable\r\n        // and are also not enumerable in the native implementation.\r\n        //\r\n        // Property accessors are not being used as they'd require to define a\r\n        // private WeakMap storage which may cause memory leaks in browsers that\r\n        // don't support this type of collections.\r\n        defineConfigurable(this, { target: target, contentRect: contentRect });\r\n    }\r\n    return ResizeObserverEntry;\r\n}());\n\nvar ResizeObserverSPI = /** @class */ (function () {\r\n    /**\r\n     * Creates a new instance of ResizeObserver.\r\n     *\r\n     * @param {ResizeObserverCallback} callback - Callback function that is invoked\r\n     *      when one of the observed elements changes it's content dimensions.\r\n     * @param {ResizeObserverController} controller - Controller instance which\r\n     *      is responsible for the updates of observer.\r\n     * @param {ResizeObserver} callbackCtx - Reference to the public\r\n     *      ResizeObserver instance which will be passed to callback function.\r\n     */\r\n    function ResizeObserverSPI(callback, controller, callbackCtx) {\r\n        /**\r\n         * Collection of resize observations that have detected changes in dimensions\r\n         * of elements.\r\n         *\r\n         * @private {Array<ResizeObservation>}\r\n         */\r\n        this.activeObservations_ = [];\r\n        /**\r\n         * Registry of the ResizeObservation instances.\r\n         *\r\n         * @private {Map<Element, ResizeObservation>}\r\n         */\r\n        this.observations_ = new MapShim();\r\n        if (typeof callback !== 'function') {\r\n            throw new TypeError('The callback provided as parameter 1 is not a function.');\r\n        }\r\n        this.callback_ = callback;\r\n        this.controller_ = controller;\r\n        this.callbackCtx_ = callbackCtx;\r\n    }\r\n    /**\r\n     * Starts observing provided element.\r\n     *\r\n     * @param {Element} target - Element to be observed.\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverSPI.prototype.observe = function (target) {\r\n        if (!arguments.length) {\r\n            throw new TypeError('1 argument required, but only 0 present.');\r\n        }\r\n        // Do nothing if current environment doesn't have the Element interface.\r\n        if (typeof Element === 'undefined' || !(Element instanceof Object)) {\r\n            return;\r\n        }\r\n        if (!(target instanceof getWindowOf(target).Element)) {\r\n            throw new TypeError('parameter 1 is not of type \"Element\".');\r\n        }\r\n        var observations = this.observations_;\r\n        // Do nothing if element is already being observed.\r\n        if (observations.has(target)) {\r\n            return;\r\n        }\r\n        observations.set(target, new ResizeObservation(target));\r\n        this.controller_.addObserver(this);\r\n        // Force the update of observations.\r\n        this.controller_.refresh();\r\n    };\r\n    /**\r\n     * Stops observing provided element.\r\n     *\r\n     * @param {Element} target - Element to stop observing.\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverSPI.prototype.unobserve = function (target) {\r\n        if (!arguments.length) {\r\n            throw new TypeError('1 argument required, but only 0 present.');\r\n        }\r\n        // Do nothing if current environment doesn't have the Element interface.\r\n        if (typeof Element === 'undefined' || !(Element instanceof Object)) {\r\n            return;\r\n        }\r\n        if (!(target instanceof getWindowOf(target).Element)) {\r\n            throw new TypeError('parameter 1 is not of type \"Element\".');\r\n        }\r\n        var observations = this.observations_;\r\n        // Do nothing if element is not being observed.\r\n        if (!observations.has(target)) {\r\n            return;\r\n        }\r\n        observations.delete(target);\r\n        if (!observations.size) {\r\n            this.controller_.removeObserver(this);\r\n        }\r\n    };\r\n    /**\r\n     * Stops observing all elements.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverSPI.prototype.disconnect = function () {\r\n        this.clearActive();\r\n        this.observations_.clear();\r\n        this.controller_.removeObserver(this);\r\n    };\r\n    /**\r\n     * Collects observation instances the associated element of which has changed\r\n     * it's content rectangle.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverSPI.prototype.gatherActive = function () {\r\n        var _this = this;\r\n        this.clearActive();\r\n        this.observations_.forEach(function (observation) {\r\n            if (observation.isActive()) {\r\n                _this.activeObservations_.push(observation);\r\n            }\r\n        });\r\n    };\r\n    /**\r\n     * Invokes initial callback function with a list of ResizeObserverEntry\r\n     * instances collected from active resize observations.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverSPI.prototype.broadcastActive = function () {\r\n        // Do nothing if observer doesn't have active observations.\r\n        if (!this.hasActive()) {\r\n            return;\r\n        }\r\n        var ctx = this.callbackCtx_;\r\n        // Create ResizeObserverEntry instance for every active observation.\r\n        var entries = this.activeObservations_.map(function (observation) {\r\n            return new ResizeObserverEntry(observation.target, observation.broadcastRect());\r\n        });\r\n        this.callback_.call(ctx, entries, ctx);\r\n        this.clearActive();\r\n    };\r\n    /**\r\n     * Clears the collection of active observations.\r\n     *\r\n     * @returns {void}\r\n     */\r\n    ResizeObserverSPI.prototype.clearActive = function () {\r\n        this.activeObservations_.splice(0);\r\n    };\r\n    /**\r\n     * Tells whether observer has active observations.\r\n     *\r\n     * @returns {boolean}\r\n     */\r\n    ResizeObserverSPI.prototype.hasActive = function () {\r\n        return this.activeObservations_.length > 0;\r\n    };\r\n    return ResizeObserverSPI;\r\n}());\n\n// Registry of internal observers. If WeakMap is not available use current shim\r\n// for the Map collection as it has all required methods and because WeakMap\r\n// can't be fully polyfilled anyway.\r\nvar observers = typeof WeakMap !== 'undefined' ? new WeakMap() : new MapShim();\r\n/**\r\n * ResizeObserver API. Encapsulates the ResizeObserver SPI implementation\r\n * exposing only those methods and properties that are defined in the spec.\r\n */\r\nvar ResizeObserver = /** @class */ (function () {\r\n    /**\r\n     * Creates a new instance of ResizeObserver.\r\n     *\r\n     * @param {ResizeObserverCallback} callback - Callback that is invoked when\r\n     *      dimensions of the observed elements change.\r\n     */\r\n    function ResizeObserver(callback) {\r\n        if (!(this instanceof ResizeObserver)) {\r\n            throw new TypeError('Cannot call a class as a function.');\r\n        }\r\n        if (!arguments.length) {\r\n            throw new TypeError('1 argument required, but only 0 present.');\r\n        }\r\n        var controller = ResizeObserverController.getInstance();\r\n        var observer = new ResizeObserverSPI(callback, controller, this);\r\n        observers.set(this, observer);\r\n    }\r\n    return ResizeObserver;\r\n}());\r\n// Expose public methods of ResizeObserver.\r\n[\r\n    'observe',\r\n    'unobserve',\r\n    'disconnect'\r\n].forEach(function (method) {\r\n    ResizeObserver.prototype[method] = function () {\r\n        var _a;\r\n        return (_a = observers.get(this))[method].apply(_a, arguments);\r\n    };\r\n});\n\nvar index = (function () {\r\n    // Export existing implementation if available.\r\n    if (typeof global$1.ResizeObserver !== 'undefined') {\r\n        return global$1.ResizeObserver;\r\n    }\r\n    return ResizeObserver;\r\n})();\n\nexport default index;\n","import { Observable } from '../Observable';\nimport { innerFrom } from './from';\nexport function defer(observableFactory) {\n    return new Observable((subscriber) => {\n        innerFrom(observableFactory()).subscribe(subscriber);\n    });\n}\n//# sourceMappingURL=defer.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function filter(predicate, thisArg) {\n    return operate((source, subscriber) => {\n        let index = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => predicate.call(thisArg, value, index++) && subscriber.next(value)));\n    });\n}\n//# sourceMappingURL=filter.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function distinctUntilChanged(compare, keySelector) {\n    compare = compare !== null && compare !== void 0 ? compare : defaultCompare;\n    return operate((source, subscriber) => {\n        let prev;\n        let first = true;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            ((first && ((prev = value), 1)) || !compare(prev, (prev = keySelector ? keySelector(value) : value))) &&\n                subscriber.next(value);\n            first = false;\n        }));\n    });\n}\nfunction defaultCompare(a, b) {\n    return a === b;\n}\n//# sourceMappingURL=distinctUntilChanged.js.map","/*!\n * escape-html\n * Copyright(c) 2012-2013 TJ Holowaychuk\n * Copyright(c) 2015 Andreas Lubbe\n * Copyright(c) 2015 Tiancheng \"Timothy\" Gu\n * MIT Licensed\n */\n\n'use strict';\n\n/**\n * Module variables.\n * @private\n */\n\nvar matchHtmlRegExp = /[\"'&<>]/;\n\n/**\n * Module exports.\n * @public\n */\n\nmodule.exports = escapeHtml;\n\n/**\n * Escape special characters in the given string of html.\n *\n * @param  {string} string The string to escape for inserting into HTML\n * @return {string}\n * @public\n */\n\nfunction escapeHtml(string) {\n  var str = '' + string;\n  var match = matchHtmlRegExp.exec(str);\n\n  if (!match) {\n    return str;\n  }\n\n  var escape;\n  var html = '';\n  var index = 0;\n  var lastIndex = 0;\n\n  for (index = match.index; index < str.length; index++) {\n    switch (str.charCodeAt(index)) {\n      case 34: // \"\n        escape = '&quot;';\n        break;\n      case 38: // &\n        escape = '&amp;';\n        break;\n      case 39: // '\n        escape = '&#39;';\n        break;\n      case 60: // <\n        escape = '&lt;';\n        break;\n      case 62: // >\n        escape = '&gt;';\n        break;\n      default:\n        continue;\n    }\n\n    if (lastIndex !== index) {\n      html += str.substring(lastIndex, index);\n    }\n\n    lastIndex = index + 1;\n    html += escape;\n  }\n\n  return lastIndex !== index\n    ? html + str.substring(lastIndex, index)\n    : html;\n}\n","(function (global, factory) {\n  typeof exports === 'object' && typeof module !== 'undefined' ? factory() :\n  typeof define === 'function' && define.amd ? define(factory) :\n  (factory());\n}(this, (function () { 'use strict';\n\n  /**\n   * Applies the :focus-visible polyfill at the given scope.\n   * A scope in this case is either the top-level Document or a Shadow Root.\n   *\n   * @param {(Document|ShadowRoot)} scope\n   * @see https://github.com/WICG/focus-visible\n   */\n  function applyFocusVisiblePolyfill(scope) {\n    var hadKeyboardEvent = true;\n    var hadFocusVisibleRecently = false;\n    var hadFocusVisibleRecentlyTimeout = null;\n\n    var inputTypesAllowlist = {\n      text: true,\n      search: true,\n      url: true,\n      tel: true,\n      email: true,\n      password: true,\n      number: true,\n      date: true,\n      month: true,\n      week: true,\n      time: true,\n      datetime: true,\n      'datetime-local': true\n    };\n\n    /**\n     * Helper function for legacy browsers and iframes which sometimes focus\n     * elements like document, body, and non-interactive SVG.\n     * @param {Element} el\n     */\n    function isValidFocusTarget(el) {\n      if (\n        el &&\n        el !== document &&\n        el.nodeName !== 'HTML' &&\n        el.nodeName !== 'BODY' &&\n        'classList' in el &&\n        'contains' in el.classList\n      ) {\n        return true;\n      }\n      return false;\n    }\n\n    /**\n     * Computes whether the given element should automatically trigger the\n     * `focus-visible` class being added, i.e. whether it should always match\n     * `:focus-visible` when focused.\n     * @param {Element} el\n     * @return {boolean}\n     */\n    function focusTriggersKeyboardModality(el) {\n      var type = el.type;\n      var tagName = el.tagName;\n\n      if (tagName === 'INPUT' && inputTypesAllowlist[type] && !el.readOnly) {\n        return true;\n      }\n\n      if (tagName === 'TEXTAREA' && !el.readOnly) {\n        return true;\n      }\n\n      if (el.isContentEditable) {\n        return true;\n      }\n\n      return false;\n    }\n\n    /**\n     * Add the `focus-visible` class to the given element if it was not added by\n     * the author.\n     * @param {Element} el\n     */\n    function addFocusVisibleClass(el) {\n      if (el.classList.contains('focus-visible')) {\n        return;\n      }\n      el.classList.add('focus-visible');\n      el.setAttribute('data-focus-visible-added', '');\n    }\n\n    /**\n     * Remove the `focus-visible` class from the given element if it was not\n     * originally added by the author.\n     * @param {Element} el\n     */\n    function removeFocusVisibleClass(el) {\n      if (!el.hasAttribute('data-focus-visible-added')) {\n        return;\n      }\n      el.classList.remove('focus-visible');\n      el.removeAttribute('data-focus-visible-added');\n    }\n\n    /**\n     * If the most recent user interaction was via the keyboard;\n     * and the key press did not include a meta, alt/option, or control key;\n     * then the modality is keyboard. Otherwise, the modality is not keyboard.\n     * Apply `focus-visible` to any current active element and keep track\n     * of our keyboard modality state with `hadKeyboardEvent`.\n     * @param {KeyboardEvent} e\n     */\n    function onKeyDown(e) {\n      if (e.metaKey || e.altKey || e.ctrlKey) {\n        return;\n      }\n\n      if (isValidFocusTarget(scope.activeElement)) {\n        addFocusVisibleClass(scope.activeElement);\n      }\n\n      hadKeyboardEvent = true;\n    }\n\n    /**\n     * If at any point a user clicks with a pointing device, ensure that we change\n     * the modality away from keyboard.\n     * This avoids the situation where a user presses a key on an already focused\n     * element, and then clicks on a different element, focusing it with a\n     * pointing device, while we still think we're in keyboard modality.\n     * @param {Event} e\n     */\n    function onPointerDown(e) {\n      hadKeyboardEvent = false;\n    }\n\n    /**\n     * On `focus`, add the `focus-visible` class to the target if:\n     * - the target received focus as a result of keyboard navigation, or\n     * - the event target is an element that will likely require interaction\n     *   via the keyboard (e.g. a text box)\n     * @param {Event} e\n     */\n    function onFocus(e) {\n      // Prevent IE from focusing the document or HTML element.\n      if (!isValidFocusTarget(e.target)) {\n        return;\n      }\n\n      if (hadKeyboardEvent || focusTriggersKeyboardModality(e.target)) {\n        addFocusVisibleClass(e.target);\n      }\n    }\n\n    /**\n     * On `blur`, remove the `focus-visible` class from the target.\n     * @param {Event} e\n     */\n    function onBlur(e) {\n      if (!isValidFocusTarget(e.target)) {\n        return;\n      }\n\n      if (\n        e.target.classList.contains('focus-visible') ||\n        e.target.hasAttribute('data-focus-visible-added')\n      ) {\n        // To detect a tab/window switch, we look for a blur event followed\n        // rapidly by a visibility change.\n        // If we don't see a visibility change within 100ms, it's probably a\n        // regular focus change.\n        hadFocusVisibleRecently = true;\n        window.clearTimeout(hadFocusVisibleRecentlyTimeout);\n        hadFocusVisibleRecentlyTimeout = window.setTimeout(function() {\n          hadFocusVisibleRecently = false;\n        }, 100);\n        removeFocusVisibleClass(e.target);\n      }\n    }\n\n    /**\n     * If the user changes tabs, keep track of whether or not the previously\n     * focused element had .focus-visible.\n     * @param {Event} e\n     */\n    function onVisibilityChange(e) {\n      if (document.visibilityState === 'hidden') {\n        // If the tab becomes active again, the browser will handle calling focus\n        // on the element (Safari actually calls it twice).\n        // If this tab change caused a blur on an element with focus-visible,\n        // re-apply the class when the user switches back to the tab.\n        if (hadFocusVisibleRecently) {\n          hadKeyboardEvent = true;\n        }\n        addInitialPointerMoveListeners();\n      }\n    }\n\n    /**\n     * Add a group of listeners to detect usage of any pointing devices.\n     * These listeners will be added when the polyfill first loads, and anytime\n     * the window is blurred, so that they are active when the window regains\n     * focus.\n     */\n    function addInitialPointerMoveListeners() {\n      document.addEventListener('mousemove', onInitialPointerMove);\n      document.addEventListener('mousedown', onInitialPointerMove);\n      document.addEventListener('mouseup', onInitialPointerMove);\n      document.addEventListener('pointermove', onInitialPointerMove);\n      document.addEventListener('pointerdown', onInitialPointerMove);\n      document.addEventListener('pointerup', onInitialPointerMove);\n      document.addEventListener('touchmove', onInitialPointerMove);\n      document.addEventListener('touchstart', onInitialPointerMove);\n      document.addEventListener('touchend', onInitialPointerMove);\n    }\n\n    function removeInitialPointerMoveListeners() {\n      document.removeEventListener('mousemove', onInitialPointerMove);\n      document.removeEventListener('mousedown', onInitialPointerMove);\n      document.removeEventListener('mouseup', onInitialPointerMove);\n      document.removeEventListener('pointermove', onInitialPointerMove);\n      document.removeEventListener('pointerdown', onInitialPointerMove);\n      document.removeEventListener('pointerup', onInitialPointerMove);\n      document.removeEventListener('touchmove', onInitialPointerMove);\n      document.removeEventListener('touchstart', onInitialPointerMove);\n      document.removeEventListener('touchend', onInitialPointerMove);\n    }\n\n    /**\n     * When the polfyill first loads, assume the user is in keyboard modality.\n     * If any event is received from a pointing device (e.g. mouse, pointer,\n     * touch), turn off keyboard modality.\n     * This accounts for situations where focus enters the page from the URL bar.\n     * @param {Event} e\n     */\n    function onInitialPointerMove(e) {\n      // Work around a Safari quirk that fires a mousemove on <html> whenever the\n      // window blurs, even if you're tabbing out of the page. ¯\\_(ツ)_/¯\n      if (e.target.nodeName && e.target.nodeName.toLowerCase() === 'html') {\n        return;\n      }\n\n      hadKeyboardEvent = false;\n      removeInitialPointerMoveListeners();\n    }\n\n    // For some kinds of state, we are interested in changes at the global scope\n    // only. For example, global pointer input, global key presses and global\n    // visibility change should affect the state at every scope:\n    document.addEventListener('keydown', onKeyDown, true);\n    document.addEventListener('mousedown', onPointerDown, true);\n    document.addEventListener('pointerdown', onPointerDown, true);\n    document.addEventListener('touchstart', onPointerDown, true);\n    document.addEventListener('visibilitychange', onVisibilityChange, true);\n\n    addInitialPointerMoveListeners();\n\n    // For focus and blur, we specifically care about state changes in the local\n    // scope. This is because focus / blur events that originate from within a\n    // shadow root are not re-dispatched from the host element if it was already\n    // the active element in its own scope:\n    scope.addEventListener('focus', onFocus, true);\n    scope.addEventListener('blur', onBlur, true);\n\n    // We detect that a node is a ShadowRoot by ensuring that it is a\n    // DocumentFragment and also has a host property. This check covers native\n    // implementation and polyfill implementation transparently. If we only cared\n    // about the native implementation, we could just check if the scope was\n    // an instance of a ShadowRoot.\n    if (scope.nodeType === Node.DOCUMENT_FRAGMENT_NODE && scope.host) {\n      // Since a ShadowRoot is a special kind of DocumentFragment, it does not\n      // have a root element to add a class to. So, we add this attribute to the\n      // host element instead:\n      scope.host.setAttribute('data-js-focus-visible', '');\n    } else if (scope.nodeType === Node.DOCUMENT_NODE) {\n      document.documentElement.classList.add('js-focus-visible');\n      document.documentElement.setAttribute('data-js-focus-visible', '');\n    }\n  }\n\n  // It is important to wrap all references to global window and document in\n  // these checks to support server-side rendering use cases\n  // @see https://github.com/WICG/focus-visible/issues/199\n  if (typeof window !== 'undefined' && typeof document !== 'undefined') {\n    // Make the polyfill helper globally available. This can be used as a signal\n    // to interested libraries that wish to coordinate with the polyfill for e.g.,\n    // applying the polyfill to a shadow root:\n    window.applyFocusVisiblePolyfill = applyFocusVisiblePolyfill;\n\n    // Notify interested libraries of the polyfill's presence, in case the\n    // polyfill was loaded lazily:\n    var event;\n\n    try {\n      event = new CustomEvent('focus-visible-polyfill-ready');\n    } catch (error) {\n      // IE11 does not support using CustomEvent as a constructor directly:\n      event = document.createEvent('CustomEvent');\n      event.initCustomEvent('focus-visible-polyfill-ready', false, false, {});\n    }\n\n    window.dispatchEvent(event);\n  }\n\n  if (typeof document !== 'undefined') {\n    // Apply the polyfill to the global document, so that no JavaScript\n    // coordination is required to use the polyfill in the top-level document:\n    applyFocusVisiblePolyfill(document);\n  }\n\n})));\n","var g;\n\n// This works in non-strict mode\ng = (function() {\n\treturn this;\n})();\n\ntry {\n\t// This works if eval is allowed (see CSP)\n\tg = g || new Function(\"return this\")();\n} catch (e) {\n\t// This works if the window reference is available\n\tif (typeof window === \"object\") g = window;\n}\n\n// g can still be undefined, but nothing to do about it...\n// We return undefined, instead of nothing here, so it's\n// easier to handle this case. if(!global) { ...}\n\nmodule.exports = g;\n","import { Observable } from '../Observable';\nimport { mergeMap } from '../operators/mergeMap';\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isFunction } from '../util/isFunction';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\nimport { internalFromArray } from './fromArray';\nconst nodeEventEmitterMethods = ['addListener', 'removeListener'];\nconst eventTargetMethods = ['addEventListener', 'removeEventListener'];\nconst jqueryMethods = ['on', 'off'];\nexport function fromEvent(target, eventName, options, resultSelector) {\n    if (isFunction(options)) {\n        resultSelector = options;\n        options = undefined;\n    }\n    if (resultSelector) {\n        return fromEvent(target, eventName, options).pipe(mapOneOrManyArgs(resultSelector));\n    }\n    const [add, remove] = isEventTarget(target)\n        ? eventTargetMethods.map((methodName) => (handler) => target[methodName](eventName, handler, options))\n        :\n            isNodeStyleEventEmitter(target)\n                ? nodeEventEmitterMethods.map(toCommonHandlerRegistry(target, eventName))\n                : isJQueryStyleEventEmitter(target)\n                    ? jqueryMethods.map(toCommonHandlerRegistry(target, eventName))\n                    : [];\n    if (!add) {\n        if (isArrayLike(target)) {\n            return mergeMap((subTarget) => fromEvent(subTarget, eventName, options))(internalFromArray(target));\n        }\n    }\n    return new Observable((subscriber) => {\n        if (!add) {\n            throw new TypeError('Invalid event target');\n        }\n        const handler = (...args) => subscriber.next(1 < args.length ? args : args[0]);\n        add(handler);\n        return () => remove(handler);\n    });\n}\nfunction toCommonHandlerRegistry(target, eventName) {\n    return (methodName) => (handler) => target[methodName](eventName, handler);\n}\nfunction isNodeStyleEventEmitter(target) {\n    return isFunction(target.addListener) && isFunction(target.removeListener);\n}\nfunction isJQueryStyleEventEmitter(target) {\n    return isFunction(target.on) && isFunction(target.off);\n}\nfunction isEventTarget(target) {\n    return isFunction(target.addEventListener) && isFunction(target.removeEventListener);\n}\n//# sourceMappingURL=fromEvent.js.map","import { mergeAll } from '../operators/mergeAll';\nimport { internalFromArray } from './fromArray';\nimport { argsOrArgArray } from '../util/argsOrArgArray';\nimport { innerFrom } from './from';\nimport { EMPTY } from './empty';\nimport { popNumber, popScheduler } from '../util/args';\nexport function merge(...args) {\n    const scheduler = popScheduler(args);\n    const concurrent = popNumber(args, Infinity);\n    const sources = argsOrArgArray(args);\n    return !sources.length\n        ?\n            EMPTY\n        : sources.length === 1\n            ?\n                innerFrom(sources[0])\n            :\n                mergeAll(concurrent)(internalFromArray(sources, scheduler));\n}\n//# sourceMappingURL=merge.js.map","import { concat } from '../observable/concat';\nimport { popScheduler } from '../util/args';\nimport { operate } from '../util/lift';\nexport function startWith(...values) {\n    const scheduler = popScheduler(values);\n    return operate((source, subscriber) => {\n        (scheduler ? concat(values, source, scheduler) : concat(values, source)).subscribe(subscriber);\n    });\n}\n//# sourceMappingURL=startWith.js.map","import { internalFromArray } from './fromArray';\nimport { scheduleArray } from '../scheduled/scheduleArray';\nimport { popScheduler } from '../util/args';\nexport function of(...args) {\n    const scheduler = popScheduler(args);\n    return scheduler ? scheduleArray(args, scheduler) : internalFromArray(args);\n}\n//# sourceMappingURL=of.js.map","import { Observable } from '../Observable';\nimport { noop } from '../util/noop';\nexport const NEVER = new Observable(noop);\nexport function never() {\n    return NEVER;\n}\n//# sourceMappingURL=never.js.map","import { operate } from '../util/lift';\nexport function finalize(callback) {\n    return operate((source, subscriber) => {\n        source.subscribe(subscriber);\n        subscriber.add(callback);\n    });\n}\n//# sourceMappingURL=finalize.js.map","import { ReplaySubject } from '../ReplaySubject';\nimport { operate } from '../util/lift';\nexport function shareReplay(configOrBufferSize, windowTime, scheduler) {\n    let config;\n    if (configOrBufferSize && typeof configOrBufferSize === 'object') {\n        config = configOrBufferSize;\n    }\n    else {\n        config = {\n            bufferSize: configOrBufferSize,\n            windowTime,\n            refCount: false,\n            scheduler\n        };\n    }\n    return operate(shareReplayOperator(config));\n}\nfunction shareReplayOperator({ bufferSize = Infinity, windowTime = Infinity, refCount: useRefCount, scheduler }) {\n    let subject;\n    let refCount = 0;\n    let subscription;\n    return (source, subscriber) => {\n        refCount++;\n        let innerSub;\n        if (!subject) {\n            subject = new ReplaySubject(bufferSize, windowTime, scheduler);\n            innerSub = subject.subscribe(subscriber);\n            subscription = source.subscribe({\n                next(value) { subject.next(value); },\n                error(err) {\n                    const dest = subject;\n                    subscription = undefined;\n                    subject = undefined;\n                    dest.error(err);\n                },\n                complete() {\n                    subscription = undefined;\n                    subject.complete();\n                },\n            });\n            if (subscription.closed) {\n                subscription = undefined;\n            }\n        }\n        else {\n            innerSub = subject.subscribe(subscriber);\n        }\n        subscriber.add(() => {\n            refCount--;\n            innerSub.unsubscribe();\n            if (useRefCount && refCount === 0 && subscription) {\n                subscription.unsubscribe();\n                subscription = undefined;\n                subject = undefined;\n            }\n        });\n    };\n}\n//# sourceMappingURL=shareReplay.js.map","import { isFunction } from '../util/isFunction';\nimport { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { identity } from '../util/identity';\nexport function tap(observerOrNext, error, complete) {\n    const tapObserver = isFunction(observerOrNext) || error || complete ? { next: observerOrNext, error, complete } : observerOrNext;\n    return tapObserver\n        ? operate((source, subscriber) => {\n            source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n                var _a;\n                (_a = tapObserver.next) === null || _a === void 0 ? void 0 : _a.call(tapObserver, value);\n                subscriber.next(value);\n            }, (err) => {\n                var _a;\n                (_a = tapObserver.error) === null || _a === void 0 ? void 0 : _a.call(tapObserver, err);\n                subscriber.error(err);\n            }, () => {\n                var _a;\n                (_a = tapObserver.complete) === null || _a === void 0 ? void 0 : _a.call(tapObserver);\n                subscriber.complete();\n            }));\n        })\n        :\n            identity;\n}\n//# sourceMappingURL=tap.js.map","import { Subject } from './Subject';\nexport class BehaviorSubject extends Subject {\n    constructor(_value) {\n        super();\n        this._value = _value;\n    }\n    get value() {\n        return this.getValue();\n    }\n    _subscribe(subscriber) {\n        const subscription = super._subscribe(subscriber);\n        !subscription.closed && subscriber.next(this._value);\n        return subscription;\n    }\n    getValue() {\n        const { hasError, thrownError, _value } = this;\n        if (hasError) {\n            throw thrownError;\n        }\n        this._throwIfClosed();\n        return _value;\n    }\n    next(value) {\n        super.next((this._value = value));\n    }\n}\n//# sourceMappingURL=BehaviorSubject.js.map","import { distinctUntilChanged } from './distinctUntilChanged';\nexport function distinctUntilKeyChanged(key, compare) {\n    return distinctUntilChanged((x, y) => compare ? compare(x[key], y[key]) : x[key] === y[key]);\n}\n//# sourceMappingURL=distinctUntilKeyChanged.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/from';\nexport const defaultThrottleConfig = {\n    leading: true,\n    trailing: false,\n};\nexport function throttle(durationSelector, { leading, trailing } = defaultThrottleConfig) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        let sendValue = null;\n        let throttled = null;\n        let isComplete = false;\n        const endThrottling = () => {\n            throttled === null || throttled === void 0 ? void 0 : throttled.unsubscribe();\n            throttled = null;\n            if (trailing) {\n                send();\n                isComplete && subscriber.complete();\n            }\n        };\n        const cleanupThrottling = () => {\n            throttled = null;\n            isComplete && subscriber.complete();\n        };\n        const startThrottle = (value) => (throttled = innerFrom(durationSelector(value)).subscribe(new OperatorSubscriber(subscriber, endThrottling, undefined, cleanupThrottling)));\n        const send = () => {\n            if (hasValue) {\n                subscriber.next(sendValue);\n                !isComplete && startThrottle(sendValue);\n            }\n            hasValue = false;\n            sendValue = null;\n        };\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            hasValue = true;\n            sendValue = value;\n            !(throttled && !throttled.closed) && (leading ? send() : startThrottle(value));\n        }, undefined, () => {\n            isComplete = true;\n            !(trailing && hasValue && throttled && !throttled.closed) && subscriber.complete();\n        }));\n    });\n}\n//# sourceMappingURL=throttle.js.map","import { switchMap } from './switchMap';\nexport function switchMapTo(innerObservable, resultSelector) {\n    return resultSelector ? switchMap(() => innerObservable, resultSelector) : switchMap(() => innerObservable);\n}\n//# sourceMappingURL=switchMapTo.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function observeOn(scheduler, delay = 0) {\n    return operate((source, subscriber) => {\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => subscriber.add(scheduler.schedule(() => subscriber.next(value), delay)), (err) => subscriber.add(scheduler.schedule(() => subscriber.error(err), delay)), () => subscriber.add(scheduler.schedule(() => subscriber.complete(), delay))));\n    });\n}\n//# sourceMappingURL=observeOn.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/from';\nimport { identity } from '../util/identity';\nimport { noop } from '../util/noop';\nimport { popResultSelector } from '../util/args';\nexport function withLatestFrom(...inputs) {\n    const project = popResultSelector(inputs);\n    return operate((source, subscriber) => {\n        const len = inputs.length;\n        const otherValues = new Array(len);\n        let hasValue = inputs.map(() => false);\n        let ready = false;\n        for (let i = 0; i < len; i++) {\n            innerFrom(inputs[i]).subscribe(new OperatorSubscriber(subscriber, (value) => {\n                otherValues[i] = value;\n                if (!ready && !hasValue[i]) {\n                    hasValue[i] = true;\n                    (ready = hasValue.every(identity)) && (hasValue = null);\n                }\n            }, undefined, noop));\n        }\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            if (ready) {\n                const values = [value, ...otherValues];\n                subscriber.next(project ? project(...values) : values);\n            }\n        }));\n    });\n}\n//# sourceMappingURL=withLatestFrom.js.map","import { operate } from '../util/lift';\nimport { noop } from '../util/noop';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function sample(notifier) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        let lastValue = null;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            hasValue = true;\n            lastValue = value;\n        }));\n        const emit = () => {\n            if (hasValue) {\n                hasValue = false;\n                const value = lastValue;\n                lastValue = null;\n                subscriber.next(value);\n            }\n        };\n        notifier.subscribe(new OperatorSubscriber(subscriber, emit, undefined, noop));\n    });\n}\n//# sourceMappingURL=sample.js.map","import { filter } from './filter';\nexport function skip(count) {\n    return filter((_, index) => count <= index);\n}\n//# sourceMappingURL=skip.js.map","import { innerFrom } from '../observable/from';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { operate } from '../util/lift';\nexport function catchError(selector) {\n    return operate((source, subscriber) => {\n        let innerSub = null;\n        let syncUnsub = false;\n        let handledResult;\n        innerSub = source.subscribe(new OperatorSubscriber(subscriber, undefined, (err) => {\n            handledResult = innerFrom(selector(err, catchError(selector)(source)));\n            if (innerSub) {\n                innerSub.unsubscribe();\n                innerSub = null;\n                handledResult.subscribe(subscriber);\n            }\n            else {\n                syncUnsub = true;\n            }\n        }));\n        if (syncUnsub) {\n            innerSub.unsubscribe();\n            innerSub = null;\n            handledResult.subscribe(subscriber);\n        }\n    });\n}\n//# sourceMappingURL=catchError.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { arrRemove } from '../util/arrRemove';\nexport function bufferCount(bufferSize, startBufferEvery = null) {\n    startBufferEvery = startBufferEvery !== null && startBufferEvery !== void 0 ? startBufferEvery : bufferSize;\n    return operate((source, subscriber) => {\n        let buffers = [];\n        let count = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            let toEmit = null;\n            if (count++ % startBufferEvery === 0) {\n                buffers.push([]);\n            }\n            for (const buffer of buffers) {\n                buffer.push(value);\n                if (bufferSize <= buffer.length) {\n                    toEmit = toEmit !== null && toEmit !== void 0 ? toEmit : [];\n                    toEmit.push(buffer);\n                }\n            }\n            if (toEmit) {\n                for (const buffer of toEmit) {\n                    arrRemove(buffers, buffer);\n                    subscriber.next(buffer);\n                }\n            }\n        }, undefined, () => {\n            for (const buffer of buffers) {\n                subscriber.next(buffer);\n            }\n            subscriber.complete();\n        }, () => {\n            buffers = null;\n        }));\n    });\n}\n//# sourceMappingURL=bufferCount.js.map","import { mergeMap } from './mergeMap';\nimport { isFunction } from '../util/isFunction';\nexport function concatMap(project, resultSelector) {\n    return isFunction(resultSelector) ? mergeMap(project, resultSelector, 1) : mergeMap(project, 1);\n}\n//# sourceMappingURL=concatMap.js.map","import { defer } from './defer';\nexport function iif(condition, trueResult, falseResult) {\n    return defer(() => (condition() ? trueResult : falseResult));\n}\n//# sourceMappingURL=iif.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function defaultIfEmpty(defaultValue = null) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            hasValue = true;\n            subscriber.next(value);\n        }, undefined, () => {\n            if (!hasValue) {\n                subscriber.next(defaultValue);\n            }\n            subscriber.complete();\n        }));\n    });\n}\n//# sourceMappingURL=defaultIfEmpty.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function refCount() {\n    return operate((source, subscriber) => {\n        let connection = null;\n        source._refCount++;\n        const refCounter = new OperatorSubscriber(subscriber, undefined, undefined, undefined, () => {\n            if (!source || source._refCount <= 0 || 0 < --source._refCount) {\n                connection = null;\n                return;\n            }\n            const sharedConnection = source._connection;\n            const conn = connection;\n            connection = null;\n            if (sharedConnection && (!conn || sharedConnection === conn)) {\n                sharedConnection.unsubscribe();\n            }\n            subscriber.unsubscribe();\n        });\n        source.subscribe(refCounter);\n        if (!refCounter.closed) {\n            connection = source.connect();\n        }\n    });\n}\n//# sourceMappingURL=refCount.js.map","import { Observable } from '../Observable';\nimport { Subscription } from '../Subscription';\nimport { refCount as higherOrderRefCount } from '../operators/refCount';\nimport { OperatorSubscriber } from '../operators/OperatorSubscriber';\nexport class ConnectableObservable extends Observable {\n    constructor(source, subjectFactory) {\n        super();\n        this.source = source;\n        this.subjectFactory = subjectFactory;\n        this._subject = null;\n        this._refCount = 0;\n        this._connection = null;\n    }\n    _subscribe(subscriber) {\n        return this.getSubject().subscribe(subscriber);\n    }\n    getSubject() {\n        const subject = this._subject;\n        if (!subject || subject.isStopped) {\n            this._subject = this.subjectFactory();\n        }\n        return this._subject;\n    }\n    _teardown() {\n        this._refCount = 0;\n        const { _connection } = this;\n        this._subject = this._connection = null;\n        _connection === null || _connection === void 0 ? void 0 : _connection.unsubscribe();\n    }\n    connect() {\n        let connection = this._connection;\n        if (!connection) {\n            connection = this._connection = new Subscription();\n            const subject = this.getSubject();\n            connection.add(this.source.subscribe(new OperatorSubscriber(subject, undefined, (err) => {\n                this._teardown();\n                subject.error(err);\n            }, () => {\n                this._teardown();\n                subject.complete();\n            }, () => this._teardown())));\n            if (connection.closed) {\n                this._connection = null;\n                connection = Subscription.EMPTY;\n            }\n        }\n        return connection;\n    }\n    refCount() {\n        return higherOrderRefCount()(this);\n    }\n}\n//# sourceMappingURL=ConnectableObservable.js.map","import { multicast } from './multicast';\nimport { refCount } from './refCount';\nimport { Subject } from '../Subject';\nfunction shareSubjectFactory() {\n    return new Subject();\n}\nexport function share() {\n    return (source) => refCount()(multicast(shareSubjectFactory)(source));\n}\n//# sourceMappingURL=share.js.map","import { ConnectableObservable } from '../observable/ConnectableObservable';\nimport { hasLift, operate } from '../util/lift';\nimport { isFunction } from '../util/isFunction';\nexport function multicast(subjectOrSubjectFactory, selector) {\n    const subjectFactory = isFunction(subjectOrSubjectFactory) ? subjectOrSubjectFactory : () => subjectOrSubjectFactory;\n    if (isFunction(selector)) {\n        return operate((source, subscriber) => {\n            const subject = subjectFactory();\n            selector(subject).subscribe(subscriber).add(source.subscribe(subject));\n        });\n    }\n    return (source) => {\n        const connectable = new ConnectableObservable(source, subjectFactory);\n        if (hasLift(source)) {\n            connectable.lift = source.lift;\n        }\n        connectable.source = source;\n        connectable.subjectFactory = subjectFactory;\n        return connectable;\n    };\n}\n//# sourceMappingURL=multicast.js.map","import { Subscription } from '../Subscription';\nexport const animationFrameProvider = {\n    schedule(callback) {\n        let request = requestAnimationFrame;\n        let cancel = cancelAnimationFrame;\n        const { delegate } = animationFrameProvider;\n        if (delegate) {\n            request = delegate.requestAnimationFrame;\n            cancel = delegate.cancelAnimationFrame;\n        }\n        const handle = request((timestamp) => {\n            cancel = undefined;\n            callback(timestamp);\n        });\n        return new Subscription(() => cancel === null || cancel === void 0 ? void 0 : cancel(handle));\n    },\n    requestAnimationFrame(...args) {\n        const { delegate } = animationFrameProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.requestAnimationFrame) || requestAnimationFrame)(...args);\n    },\n    cancelAnimationFrame(...args) {\n        const { delegate } = animationFrameProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.cancelAnimationFrame) || cancelAnimationFrame)(...args);\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=animationFrameProvider.js.map","import { AsyncAction } from './AsyncAction';\nimport { animationFrameProvider } from './animationFrameProvider';\nexport class AnimationFrameAction extends AsyncAction {\n    constructor(scheduler, work) {\n        super(scheduler, work);\n        this.scheduler = scheduler;\n        this.work = work;\n    }\n    requestAsyncId(scheduler, id, delay = 0) {\n        if (delay !== null && delay > 0) {\n            return super.requestAsyncId(scheduler, id, delay);\n        }\n        scheduler.actions.push(this);\n        return scheduler.scheduled || (scheduler.scheduled = animationFrameProvider.requestAnimationFrame(() => scheduler.flush(undefined)));\n    }\n    recycleAsyncId(scheduler, id, delay = 0) {\n        if ((delay != null && delay > 0) || (delay == null && this.delay > 0)) {\n            return super.recycleAsyncId(scheduler, id, delay);\n        }\n        if (scheduler.actions.length === 0) {\n            animationFrameProvider.cancelAnimationFrame(id);\n            scheduler.scheduled = undefined;\n        }\n        return undefined;\n    }\n}\n//# sourceMappingURL=AnimationFrameAction.js.map","import { AsyncScheduler } from './AsyncScheduler';\nexport class AnimationFrameScheduler extends AsyncScheduler {\n    flush(action) {\n        this.active = true;\n        this.scheduled = undefined;\n        const { actions } = this;\n        let error;\n        let index = -1;\n        action = action || actions.shift();\n        const count = actions.length;\n        do {\n            if (error = action.execute(action.state, action.delay)) {\n                break;\n            }\n        } while (++index < count && (action = actions.shift()));\n        this.active = false;\n        if (error) {\n            while (++index < count && (action = actions.shift())) {\n                action.unsubscribe();\n            }\n            throw error;\n        }\n    }\n}\n//# sourceMappingURL=AnimationFrameScheduler.js.map","import { AnimationFrameAction } from './AnimationFrameAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\nexport const animationFrameScheduler = new AnimationFrameScheduler(AnimationFrameAction);\nexport const animationFrame = animationFrameScheduler;\n//# sourceMappingURL=animationFrame.js.map","import { concat } from '../observable/concat';\nimport { take } from './take';\nimport { ignoreElements } from './ignoreElements';\nimport { mapTo } from './mapTo';\nimport { mergeMap } from './mergeMap';\nexport function delayWhen(delayDurationSelector, subscriptionDelay) {\n    if (subscriptionDelay) {\n        return (source) => concat(subscriptionDelay.pipe(take(1), ignoreElements()), source.pipe(delayWhen(delayDurationSelector)));\n    }\n    return mergeMap((value, index) => delayDurationSelector(value, index).pipe(take(1), mapTo(value)));\n}\n//# sourceMappingURL=delayWhen.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { noop } from '../util/noop';\nexport function ignoreElements() {\n    return operate((source, subscriber) => {\n        source.subscribe(new OperatorSubscriber(subscriber, noop));\n    });\n}\n//# sourceMappingURL=ignoreElements.js.map","import { asyncScheduler } from '../scheduler/async';\nimport { delayWhen } from './delayWhen';\nimport { timer } from '../observable/timer';\nexport function delay(due, scheduler = asyncScheduler) {\n    const duration = timer(due, scheduler);\n    return delayWhen(() => duration);\n}\n//# sourceMappingURL=delay.js.map","const { isArray } = Array;\nconst { getPrototypeOf, prototype: objectProto, keys: getKeys } = Object;\nexport function argsArgArrayOrObject(args) {\n    if (args.length === 1) {\n        const first = args[0];\n        if (isArray(first)) {\n            return { args: first, keys: null };\n        }\n        if (isPOJO(first)) {\n            const keys = getKeys(first);\n            return {\n                args: keys.map((key) => first[key]),\n                keys,\n            };\n        }\n    }\n    return { args: args, keys: null };\n}\nfunction isPOJO(obj) {\n    return obj && typeof obj === 'object' && getPrototypeOf(obj) === objectProto;\n}\n//# sourceMappingURL=argsArgArrayOrObject.js.map","import { Observable } from '../Observable';\nimport { argsArgArrayOrObject } from '../util/argsArgArrayOrObject';\nimport { Subscriber } from '../Subscriber';\nimport { from } from './from';\nimport { identity } from '../util/identity';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\nimport { popResultSelector, popScheduler } from '../util/args';\nexport function combineLatest(...args) {\n    const scheduler = popScheduler(args);\n    const resultSelector = popResultSelector(args);\n    const { args: observables, keys } = argsArgArrayOrObject(args);\n    const result = new Observable(combineLatestInit(observables, scheduler, keys\n        ?\n            (values) => {\n                const value = {};\n                for (let i = 0; i < values.length; i++) {\n                    value[keys[i]] = values[i];\n                }\n                return value;\n            }\n        :\n            identity));\n    if (resultSelector) {\n        return result.pipe(mapOneOrManyArgs(resultSelector));\n    }\n    return result;\n}\nclass CombineLatestSubscriber extends Subscriber {\n    constructor(destination, _next, shouldComplete) {\n        super(destination);\n        this._next = _next;\n        this.shouldComplete = shouldComplete;\n    }\n    _complete() {\n        if (this.shouldComplete()) {\n            super._complete();\n        }\n        else {\n            this.unsubscribe();\n        }\n    }\n}\nexport function combineLatestInit(observables, scheduler, valueTransform = identity) {\n    return (subscriber) => {\n        const primarySubscribe = () => {\n            const { length } = observables;\n            const values = new Array(length);\n            let active = length;\n            const hasValues = observables.map(() => false);\n            let waitingForFirstValues = true;\n            const emit = () => subscriber.next(valueTransform(values.slice()));\n            for (let i = 0; i < length; i++) {\n                const subscribe = () => {\n                    const source = from(observables[i], scheduler);\n                    source.subscribe(new CombineLatestSubscriber(subscriber, (value) => {\n                        values[i] = value;\n                        if (waitingForFirstValues) {\n                            hasValues[i] = true;\n                            waitingForFirstValues = !hasValues.every(identity);\n                        }\n                        if (!waitingForFirstValues) {\n                            emit();\n                        }\n                    }, () => --active === 0));\n                };\n                maybeSchedule(scheduler, subscribe, subscriber);\n            }\n        };\n        maybeSchedule(scheduler, primarySubscribe, subscriber);\n    };\n}\nfunction maybeSchedule(scheduler, execute, subscription) {\n    if (scheduler) {\n        subscription.add(scheduler.schedule(execute));\n    }\n    else {\n        execute();\n    }\n}\n//# sourceMappingURL=combineLatest.js.map","import { OperatorSubscriber } from './OperatorSubscriber';\nexport function scanInternals(accumulator, seed, hasSeed, emitOnNext, emitBeforeComplete) {\n    return (source, subscriber) => {\n        let hasState = hasSeed;\n        let state = seed;\n        let index = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            const i = index++;\n            state = hasState\n                ?\n                    accumulator(state, value, i)\n                :\n                    ((hasState = true), value);\n            emitOnNext && subscriber.next(state);\n        }, undefined, emitBeforeComplete &&\n            (() => {\n                hasState && subscriber.next(state);\n                subscriber.complete();\n            })));\n    };\n}\n//# sourceMappingURL=scanInternals.js.map","import { operate } from '../util/lift';\nimport { scanInternals } from './scanInternals';\nexport function scan(accumulator, seed) {\n    return operate(scanInternals(accumulator, seed, arguments.length >= 2, true));\n}\n//# sourceMappingURL=scan.js.map","import { zip as zipStatic } from '../observable/zip';\nimport { operate } from '../util/lift';\nexport function zip(...sources) {\n    return operate((source, subscriber) => {\n        zipStatic(source, ...sources).subscribe(subscriber);\n    });\n}\nexport function zipWith(...otherInputs) {\n    return zip(...otherInputs);\n}\n//# sourceMappingURL=zipWith.js.map","import { Observable } from '../Observable';\nimport { innerFrom } from './from';\nimport { argsOrArgArray } from '../util/argsOrArgArray';\nimport { EMPTY } from './empty';\nimport { OperatorSubscriber } from '../operators/OperatorSubscriber';\nimport { popResultSelector } from '../util/args';\nexport function zip(...args) {\n    const resultSelector = popResultSelector(args);\n    const sources = argsOrArgArray(args);\n    return sources.length\n        ? new Observable((subscriber) => {\n            let buffers = sources.map(() => []);\n            let completed = sources.map(() => false);\n            subscriber.add(() => {\n                buffers = completed = null;\n            });\n            for (let sourceIndex = 0; !subscriber.closed && sourceIndex < sources.length; sourceIndex++) {\n                innerFrom(sources[sourceIndex]).subscribe(new OperatorSubscriber(subscriber, (value) => {\n                    buffers[sourceIndex].push(value);\n                    if (buffers.every((buffer) => buffer.length)) {\n                        const result = buffers.map((buffer) => buffer.shift());\n                        subscriber.next(resultSelector ? resultSelector(...result) : result);\n                        if (buffers.some((buffer, i) => !buffer.length && completed[i])) {\n                            subscriber.complete();\n                        }\n                    }\n                }, undefined, () => {\n                    completed[sourceIndex] = true;\n                    !buffers[sourceIndex].length && subscriber.complete();\n                }));\n            }\n            return () => {\n                buffers = completed = null;\n            };\n        })\n        : EMPTY;\n}\n//# sourceMappingURL=zip.js.map","import { asyncScheduler } from '../scheduler/async';\nimport { debounce } from './debounce';\nimport { timer } from '../observable/timer';\nexport function debounceTime(dueTime, scheduler = asyncScheduler) {\n    const duration = timer(dueTime, scheduler);\n    return debounce(() => duration);\n}\n//# sourceMappingURL=debounceTime.js.map","import { operate } from '../util/lift';\nimport { noop } from '../util/noop';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/from';\nexport function debounce(durationSelector) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        let lastValue = null;\n        let durationSubscriber = null;\n        const emit = () => {\n            durationSubscriber === null || durationSubscriber === void 0 ? void 0 : durationSubscriber.unsubscribe();\n            durationSubscriber = null;\n            if (hasValue) {\n                hasValue = false;\n                const value = lastValue;\n                lastValue = null;\n                subscriber.next(value);\n            }\n        };\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            durationSubscriber === null || durationSubscriber === void 0 ? void 0 : durationSubscriber.unsubscribe();\n            hasValue = true;\n            lastValue = value;\n            durationSubscriber = new OperatorSubscriber(subscriber, emit, undefined, noop);\n            innerFrom(durationSelector(value)).subscribe(durationSubscriber);\n        }, undefined, () => {\n            emit();\n            subscriber.complete();\n        }, () => {\n            lastValue = durationSubscriber = null;\n        }));\n    });\n}\n//# sourceMappingURL=debounce.js.map"],"sourceRoot":""}
\ No newline at end of file
diff --git a/assets/javascripts/vendor.08c56446.min.js b/assets/javascripts/vendor.93c04032.min.js
similarity index 51%
rename from assets/javascripts/vendor.08c56446.min.js
rename to assets/javascripts/vendor.93c04032.min.js
index 2933664..22675f2 100644
--- a/assets/javascripts/vendor.08c56446.min.js
+++ b/assets/javascripts/vendor.93c04032.min.js
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{ isFunction } from './isFunction';\nexport function hasLift(source) {\n    return isFunction(source === null || source === void 0 ? void 0 : source.lift);\n}\nexport function operate(init) {\n    return (source) => {\n        if (hasLift(source)) {\n            return source.lift(function (liftedSource) {\n                try {\n                    return init(liftedSource, this);\n                }\n                catch (err) {\n                    this.error(err);\n                }\n            });\n        }\n        throw new TypeError('Unable to lift unknown Observable type');\n    };\n}\n//# sourceMappingURL=lift.js.map","import { Subscriber } from '../Subscriber';\nexport class OperatorSubscriber extends Subscriber {\n    constructor(destination, onNext, onError, onComplete, onUnsubscribe) {\n        super(destination);\n        this.onUnsubscribe = onUnsubscribe;\n        if (onNext) {\n            this._next = function (value) {\n                try {\n                    onNext(value);\n                }\n                catch (err) {\n                    this.destination.error(err);\n                }\n            };\n        }\n        if (onError) {\n            this._error = function (err) {\n                try {\n                    onError(err);\n                }\n                catch (err) {\n                    this.destination.error(err);\n                }\n                this.unsubscribe();\n            };\n        }\n        if (onComplete) {\n            this._complete = function () {\n                try {\n                    onComplete();\n                }\n                catch (err) {\n                    this.destination.error(err);\n                }\n                this.unsubscribe();\n            };\n        }\n    }\n    unsubscribe() {\n        var _a;\n        !this.closed && ((_a = this.onUnsubscribe) === null || _a === void 0 ? void 0 : _a.call(this));\n        super.unsubscribe();\n    }\n}\n//# sourceMappingURL=OperatorSubscriber.js.map","export function isFunction(value) {\n    return typeof value === 'function';\n}\n//# sourceMappingURL=isFunction.js.map","import { SafeSubscriber, Subscriber } from './Subscriber';\nimport { isSubscription } from './Subscription';\nimport { observable as Symbol_observable } from './symbol/observable';\nimport { pipeFromArray } from './util/pipe';\nimport { config } from './config';\nimport { isFunction } from './util/isFunction';\nexport class Observable {\n    constructor(subscribe) {\n        if (subscribe) {\n            this._subscribe = subscribe;\n        }\n    }\n    lift(operator) {\n        const observable = new Observable();\n        observable.source = this;\n        observable.operator = operator;\n        return observable;\n    }\n    subscribe(observerOrNext, error, complete) {\n        const subscriber = isSubscriber(observerOrNext) ? observerOrNext : new SafeSubscriber(observerOrNext, error, complete);\n        const { operator, source } = this;\n        subscriber.add(operator\n            ? operator.call(subscriber, source)\n            : source || config.useDeprecatedSynchronousErrorHandling\n                ? this._subscribe(subscriber)\n                : this._trySubscribe(subscriber));\n        return subscriber;\n    }\n    _trySubscribe(sink) {\n        try {\n            return this._subscribe(sink);\n        }\n        catch (err) {\n            if (config.useDeprecatedSynchronousErrorHandling) {\n                throw err;\n            }\n            sink.error(err);\n        }\n    }\n    forEach(next, promiseCtor) {\n        promiseCtor = getPromiseCtor(promiseCtor);\n        return new promiseCtor((resolve, reject) => {\n            let subscription;\n            subscription = this.subscribe((value) => {\n                try {\n                    next(value);\n                }\n                catch (err) {\n                    reject(err);\n                    subscription === null || subscription === void 0 ? void 0 : subscription.unsubscribe();\n                }\n            }, reject, resolve);\n        });\n    }\n    _subscribe(subscriber) {\n        var _a;\n        return (_a = this.source) === null || _a === void 0 ? void 0 : _a.subscribe(subscriber);\n    }\n    [Symbol_observable]() {\n        return this;\n    }\n    pipe(...operations) {\n        return operations.length ? pipeFromArray(operations)(this) : this;\n    }\n    toPromise(promiseCtor) {\n        promiseCtor = getPromiseCtor(promiseCtor);\n        return new promiseCtor((resolve, reject) => {\n            let value;\n            this.subscribe((x) => (value = x), (err) => reject(err), () => resolve(value));\n        });\n    }\n}\nObservable.create = (subscribe) => {\n    return new Observable(subscribe);\n};\nfunction getPromiseCtor(promiseCtor) {\n    var _a;\n    return (_a = promiseCtor !== null && promiseCtor !== void 0 ? promiseCtor : config.Promise) !== null && _a !== void 0 ? _a : Promise;\n}\nfunction isObserver(value) {\n    return value && isFunction(value.next) && isFunction(value.error) && isFunction(value.complete);\n}\nfunction isSubscriber(value) {\n    return (value && value instanceof Subscriber) || (isObserver(value) && isSubscription(value));\n}\n//# sourceMappingURL=Observable.js.map","/*! *****************************************************************************\r\nCopyright (c) Microsoft Corporation.\r\n\r\nPermission to use, copy, modify, and/or distribute this software for any\r\npurpose with or without fee is hereby granted.\r\n\r\nTHE SOFTWARE IS PROVIDED \"AS IS\" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH\r\nREGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY\r\nAND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,\r\nINDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM\r\nLOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR\r\nOTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR\r\nPERFORMANCE OF THIS SOFTWARE.\r\n***************************************************************************** */\r\n/* global Reflect, Promise */\r\n\r\nvar extendStatics = function(d, b) {\r\n    extendStatics = Object.setPrototypeOf ||\r\n        ({ __proto__: [] } instanceof Array && function (d, b) { d.__proto__ = b; }) ||\r\n        function (d, b) { for (var p in b) if (Object.prototype.hasOwnProperty.call(b, p)) d[p] = b[p]; };\r\n    return extendStatics(d, b);\r\n};\r\n\r\nexport function __extends(d, b) {\r\n    extendStatics(d, b);\r\n    function __() { this.constructor = d; }\r\n    d.prototype = b === null ? Object.create(b) : (__.prototype = b.prototype, new __());\r\n}\r\n\r\nexport var __assign = function() {\r\n    __assign = Object.assign || function __assign(t) {\r\n        for (var s, i = 1, n = arguments.length; i < n; i++) {\r\n            s = arguments[i];\r\n            for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p)) t[p] = s[p];\r\n        }\r\n        return t;\r\n    }\r\n    return __assign.apply(this, arguments);\r\n}\r\n\r\nexport function __rest(s, e) {\r\n    var t = {};\r\n    for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p) && e.indexOf(p) < 0)\r\n        t[p] = s[p];\r\n    if (s != null && typeof Object.getOwnPropertySymbols === \"function\")\r\n        for (var i = 0, p = Object.getOwnPropertySymbols(s); i < p.length; i++) {\r\n            if (e.indexOf(p[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p[i]))\r\n                t[p[i]] = s[p[i]];\r\n        }\r\n    return t;\r\n}\r\n\r\nexport function __decorate(decorators, target, key, desc) {\r\n    var c = arguments.length, r = c < 3 ? target : desc === null ? desc = Object.getOwnPropertyDescriptor(target, key) : desc, d;\r\n    if (typeof Reflect === \"object\" && typeof Reflect.decorate === \"function\") r = Reflect.decorate(decorators, target, key, desc);\r\n    else for (var i = decorators.length - 1; i >= 0; i--) if (d = decorators[i]) r = (c < 3 ? d(r) : c > 3 ? d(target, key, r) : d(target, key)) || r;\r\n    return c > 3 && r && Object.defineProperty(target, key, r), r;\r\n}\r\n\r\nexport function __param(paramIndex, decorator) {\r\n    return function (target, key) { decorator(target, key, paramIndex); }\r\n}\r\n\r\nexport function __metadata(metadataKey, metadataValue) {\r\n    if (typeof Reflect === \"object\" && typeof Reflect.metadata === \"function\") return Reflect.metadata(metadataKey, metadataValue);\r\n}\r\n\r\nexport function __awaiter(thisArg, _arguments, P, generator) {\r\n    function adopt(value) { return value instanceof P ? value : new P(function (resolve) { resolve(value); }); }\r\n    return new (P || (P = Promise))(function (resolve, reject) {\r\n        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }\r\n        function rejected(value) { try { step(generator[\"throw\"](value)); } catch (e) { reject(e); } }\r\n        function step(result) { result.done ? resolve(result.value) : adopt(result.value).then(fulfilled, rejected); }\r\n        step((generator = generator.apply(thisArg, _arguments || [])).next());\r\n    });\r\n}\r\n\r\nexport function __generator(thisArg, body) {\r\n    var _ = { label: 0, sent: function() { if (t[0] & 1) throw t[1]; return t[1]; }, trys: [], ops: [] }, f, y, t, g;\r\n    return g = { next: verb(0), \"throw\": verb(1), \"return\": verb(2) }, typeof Symbol === \"function\" && (g[Symbol.iterator] = function() { return this; }), g;\r\n    function verb(n) { return function (v) { return step([n, v]); }; }\r\n    function step(op) {\r\n        if (f) throw new TypeError(\"Generator is already executing.\");\r\n        while (_) try {\r\n            if (f = 1, y && (t = op[0] & 2 ? y[\"return\"] : op[0] ? y[\"throw\"] || ((t = y[\"return\"]) && t.call(y), 0) : y.next) && !(t = t.call(y, op[1])).done) return t;\r\n            if (y = 0, t) op = [op[0] & 2, t.value];\r\n            switch (op[0]) {\r\n                case 0: case 1: t = op; break;\r\n                case 4: _.label++; return { value: op[1], done: false };\r\n                case 5: _.label++; y = op[1]; op = [0]; continue;\r\n                case 7: op = _.ops.pop(); _.trys.pop(); continue;\r\n                default:\r\n                    if (!(t = _.trys, t = t.length > 0 && t[t.length - 1]) && (op[0] === 6 || op[0] === 2)) { _ = 0; continue; }\r\n                    if (op[0] === 3 && (!t || (op[1] > t[0] && op[1] < t[3]))) { _.label = op[1]; break; }\r\n                    if (op[0] === 6 && _.label < t[1]) { _.label = t[1]; t = op; break; }\r\n                    if (t && _.label < t[2]) { _.label = t[2]; _.ops.push(op); break; }\r\n                    if (t[2]) _.ops.pop();\r\n                    _.trys.pop(); continue;\r\n            }\r\n            op = body.call(thisArg, _);\r\n        } catch (e) { op = [6, e]; y = 0; } finally { f = t = 0; }\r\n        if (op[0] & 5) throw op[1]; return { value: op[0] ? op[1] : void 0, done: true };\r\n    }\r\n}\r\n\r\nexport var __createBinding = Object.create ? (function(o, m, k, k2) {\r\n    if (k2 === undefined) k2 = k;\r\n    Object.defineProperty(o, k2, { enumerable: true, get: function() { return m[k]; } });\r\n}) : (function(o, m, k, k2) {\r\n    if (k2 === undefined) k2 = k;\r\n    o[k2] = m[k];\r\n});\r\n\r\nexport function __exportStar(m, o) {\r\n    for (var p in m) if (p !== \"default\" && !Object.prototype.hasOwnProperty.call(o, p)) __createBinding(o, m, p);\r\n}\r\n\r\nexport function __values(o) {\r\n    var s = typeof Symbol === \"function\" && Symbol.iterator, m = s && o[s], i = 0;\r\n    if (m) return m.call(o);\r\n    if (o && typeof o.length === \"number\") return {\r\n        next: function () {\r\n            if (o && i >= o.length) o = void 0;\r\n            return { value: o && o[i++], done: !o };\r\n        }\r\n    };\r\n    throw new TypeError(s ? \"Object is not iterable.\" : \"Symbol.iterator is not defined.\");\r\n}\r\n\r\nexport function __read(o, n) {\r\n    var m = typeof Symbol === \"function\" && o[Symbol.iterator];\r\n    if (!m) return o;\r\n    var i = m.call(o), r, ar = [], e;\r\n    try {\r\n        while ((n === void 0 || n-- > 0) && !(r = i.next()).done) ar.push(r.value);\r\n    }\r\n    catch (error) { e = { error: error }; }\r\n    finally {\r\n        try {\r\n            if (r && !r.done && (m = i[\"return\"])) m.call(i);\r\n        }\r\n        finally { if (e) throw e.error; }\r\n    }\r\n    return ar;\r\n}\r\n\r\nexport function __spread() {\r\n    for (var ar = [], i = 0; i < arguments.length; i++)\r\n        ar = ar.concat(__read(arguments[i]));\r\n    return ar;\r\n}\r\n\r\nexport function __spreadArrays() {\r\n    for (var s = 0, i = 0, il = arguments.length; i < il; i++) s += arguments[i].length;\r\n    for (var r = Array(s), k = 0, i = 0; i < il; i++)\r\n        for (var a = arguments[i], j = 0, jl = a.length; j < jl; j++, k++)\r\n            r[k] = a[j];\r\n    return r;\r\n};\r\n\r\nexport function __await(v) {\r\n    return this instanceof __await ? (this.v = v, this) : new __await(v);\r\n}\r\n\r\nexport function __asyncGenerator(thisArg, _arguments, generator) {\r\n    if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\r\n    var g = generator.apply(thisArg, _arguments || []), i, q = [];\r\n    return i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i;\r\n    function verb(n) { if (g[n]) i[n] = function (v) { return new Promise(function (a, b) { q.push([n, v, a, b]) > 1 || resume(n, v); }); }; }\r\n    function resume(n, v) { try { step(g[n](v)); } catch (e) { settle(q[0][3], e); } }\r\n    function step(r) { r.value instanceof __await ? Promise.resolve(r.value.v).then(fulfill, reject) : settle(q[0][2], r); }\r\n    function fulfill(value) { resume(\"next\", value); }\r\n    function reject(value) { resume(\"throw\", value); }\r\n    function settle(f, v) { if (f(v), q.shift(), q.length) resume(q[0][0], q[0][1]); }\r\n}\r\n\r\nexport function __asyncDelegator(o) {\r\n    var i, p;\r\n    return i = {}, verb(\"next\"), verb(\"throw\", function (e) { throw e; }), verb(\"return\"), i[Symbol.iterator] = function () { return this; }, i;\r\n    function verb(n, f) { i[n] = o[n] ? function (v) { return (p = !p) ? { value: __await(o[n](v)), done: n === \"return\" } : f ? f(v) : v; } : f; }\r\n}\r\n\r\nexport function __asyncValues(o) {\r\n    if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\r\n    var m = o[Symbol.asyncIterator], i;\r\n    return m ? m.call(o) : (o = typeof __values === \"function\" ? __values(o) : o[Symbol.iterator](), i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i);\r\n    function verb(n) { i[n] = o[n] && function (v) { return new Promise(function (resolve, reject) { v = o[n](v), settle(resolve, reject, v.done, v.value); }); }; }\r\n    function settle(resolve, reject, d, v) { Promise.resolve(v).then(function(v) { resolve({ value: v, done: d }); }, reject); }\r\n}\r\n\r\nexport function __makeTemplateObject(cooked, raw) {\r\n    if (Object.defineProperty) { Object.defineProperty(cooked, \"raw\", { value: raw }); } else { cooked.raw = raw; }\r\n    return cooked;\r\n};\r\n\r\nvar __setModuleDefault = Object.create ? (function(o, v) {\r\n    Object.defineProperty(o, \"default\", { enumerable: true, value: v });\r\n}) : function(o, v) {\r\n    o[\"default\"] = v;\r\n};\r\n\r\nexport function __importStar(mod) {\r\n    if (mod && mod.__esModule) return mod;\r\n    var result = {};\r\n    if (mod != null) for (var k in mod) if (k !== \"default\" && Object.prototype.hasOwnProperty.call(mod, k)) __createBinding(result, mod, k);\r\n    __setModuleDefault(result, mod);\r\n    return result;\r\n}\r\n\r\nexport function __importDefault(mod) {\r\n    return (mod && mod.__esModule) ? mod : { default: mod };\r\n}\r\n\r\nexport function __classPrivateFieldGet(receiver, privateMap) {\r\n    if (!privateMap.has(receiver)) {\r\n        throw new TypeError(\"attempted to get private field on non-instance\");\r\n    }\r\n    return privateMap.get(receiver);\r\n}\r\n\r\nexport function __classPrivateFieldSet(receiver, privateMap, value) {\r\n    if (!privateMap.has(receiver)) {\r\n        throw new TypeError(\"attempted to set private field on non-instance\");\r\n    }\r\n    privateMap.set(receiver, value);\r\n    return value;\r\n}\r\n","import { isFunction } from \"./isFunction\";\nexport function isPromise(value) {\n    return isFunction(value === null || value === void 0 ? void 0 : value.then);\n}\n//# sourceMappingURL=isPromise.js.map","export function getSymbolIterator() {\n    if (typeof Symbol !== 'function' || !Symbol.iterator) {\n        return '@@iterator';\n    }\n    return Symbol.iterator;\n}\nexport const iterator = getSymbolIterator();\nexport const $$iterator = iterator;\n//# sourceMappingURL=iterator.js.map","import { observable as Symbol_observable } from '../symbol/observable';\nimport { isFunction } from './isFunction';\nexport function isInteropObservable(input) {\n    return isFunction(input[Symbol_observable]);\n}\n//# sourceMappingURL=isInteropObservable.js.map","import { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from './isFunction';\nexport function isIterable(input) {\n    return isFunction(input === null || input === void 0 ? void 0 : input[Symbol_iterator]);\n}\n//# sourceMappingURL=isIterable.js.map","import { isFunction } from './isFunction';\nexport function isAsyncIterable(obj) {\n    return Symbol.asyncIterator && isFunction(obj === null || obj === void 0 ? void 0 : obj[Symbol.asyncIterator]);\n}\n//# sourceMappingURL=isAsyncIterable.js.map","export function createInvalidObservableTypeError(input) {\n    return new TypeError(`You provided ${input !== null && typeof input === 'object' ? 'an invalid object' : `'${input}'`} where a stream was expected. You can provide an Observable, Promise, Array, AsyncIterable, or Iterable.`);\n}\n//# sourceMappingURL=throwUnobservableError.js.map","import { scheduleObservable } from './scheduleObservable';\nimport { schedulePromise } from './schedulePromise';\nimport { scheduleArray } from './scheduleArray';\nimport { scheduleIterable } from './scheduleIterable';\nimport { isInteropObservable } from '../util/isInteropObservable';\nimport { isPromise } from '../util/isPromise';\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isIterable } from '../util/isIterable';\nimport { scheduleAsyncIterable } from './scheduleAsyncIterable';\nimport { isAsyncIterable } from '../util/isAsyncIterable';\nimport { createInvalidObservableTypeError } from '../util/throwUnobservableError';\nexport function scheduled(input, scheduler) {\n    if (input != null) {\n        if (isInteropObservable(input)) {\n            return scheduleObservable(input, scheduler);\n        }\n        if (isArrayLike(input)) {\n            return scheduleArray(input, scheduler);\n        }\n        if (isPromise(input)) {\n            return schedulePromise(input, scheduler);\n        }\n        if (isAsyncIterable(input)) {\n            return scheduleAsyncIterable(input, scheduler);\n        }\n        if (isIterable(input)) {\n            return scheduleIterable(input, scheduler);\n        }\n    }\n    throw createInvalidObservableTypeError(input);\n}\n//# sourceMappingURL=scheduled.js.map","import { Observable } from '../Observable';\nimport { Subscription } from '../Subscription';\nimport { observable as Symbol_observable } from '../symbol/observable';\nexport function scheduleObservable(input, scheduler) {\n    return new Observable(subscriber => {\n        const sub = new Subscription();\n        sub.add(scheduler.schedule(() => {\n            const observable = input[Symbol_observable]();\n            sub.add(observable.subscribe({\n                next(value) { sub.add(scheduler.schedule(() => subscriber.next(value))); },\n                error(err) { sub.add(scheduler.schedule(() => subscriber.error(err))); },\n                complete() { sub.add(scheduler.schedule(() => subscriber.complete())); },\n            }));\n        }));\n        return sub;\n    });\n}\n//# sourceMappingURL=scheduleObservable.js.map","import { Observable } from '../Observable';\nexport function schedulePromise(input, scheduler) {\n    return new Observable((subscriber) => {\n        return scheduler.schedule(() => input.then((value) => {\n            subscriber.add(scheduler.schedule(() => {\n                subscriber.next(value);\n                subscriber.add(scheduler.schedule(() => subscriber.complete()));\n            }));\n        }, (err) => {\n            subscriber.add(scheduler.schedule(() => subscriber.error(err)));\n        }));\n    });\n}\n//# sourceMappingURL=schedulePromise.js.map","import { Observable } from '../Observable';\nimport { Subscription } from '../Subscription';\nexport function scheduleAsyncIterable(input, scheduler) {\n    if (!input) {\n        throw new Error('Iterable cannot be null');\n    }\n    return new Observable(subscriber => {\n        const sub = new Subscription();\n        sub.add(scheduler.schedule(() => {\n            const iterator = input[Symbol.asyncIterator]();\n            sub.add(scheduler.schedule(function () {\n                iterator.next().then(result => {\n                    if (result.done) {\n                        subscriber.complete();\n                    }\n                    else {\n                        subscriber.next(result.value);\n                        this.schedule();\n                    }\n                });\n            }));\n        }));\n        return sub;\n    });\n}\n//# sourceMappingURL=scheduleAsyncIterable.js.map","import { Observable } from '../Observable';\nimport { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from '../util/isFunction';\nimport { caughtSchedule } from '../util/caughtSchedule';\nexport function scheduleIterable(input, scheduler) {\n    return new Observable((subscriber) => {\n        let iterator;\n        subscriber.add(scheduler.schedule(() => {\n            iterator = input[Symbol_iterator]();\n            caughtSchedule(subscriber, scheduler, function () {\n                const { value, done } = iterator.next();\n                if (done) {\n                    subscriber.complete();\n                }\n                else {\n                    subscriber.next(value);\n                    this.schedule();\n                }\n            });\n        }));\n        return () => isFunction(iterator === null || iterator === void 0 ? void 0 : iterator.return) && iterator.return();\n    });\n}\n//# sourceMappingURL=scheduleIterable.js.map","export function caughtSchedule(subscriber, scheduler, execute, delay = 0) {\n    const subscription = scheduler.schedule(function () {\n        try {\n            execute.call(this);\n        }\n        catch (err) {\n            subscriber.error(err);\n        }\n    }, delay);\n    subscriber.add(subscription);\n    return subscription;\n}\n//# sourceMappingURL=caughtSchedule.js.map","import { __asyncValues, __awaiter } from \"tslib\";\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isPromise } from '../util/isPromise';\nimport { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { observable as Symbol_observable } from '../symbol/observable';\nimport { Observable } from '../Observable';\nimport { scheduled } from '../scheduled/scheduled';\nimport { isFunction } from '../util/isFunction';\nimport { reportUnhandledError } from '../util/reportUnhandledError';\nimport { isInteropObservable } from '../util/isInteropObservable';\nimport { isAsyncIterable } from '../util/isAsyncIterable';\nimport { createInvalidObservableTypeError } from '../util/throwUnobservableError';\nimport { isIterable } from '../util/isIterable';\nexport function from(input, scheduler) {\n    return scheduler ? scheduled(input, scheduler) : innerFrom(input);\n}\nexport function innerFrom(input) {\n    if (input instanceof Observable) {\n        return input;\n    }\n    if (input != null) {\n        if (isInteropObservable(input)) {\n            return fromInteropObservable(input);\n        }\n        if (isArrayLike(input)) {\n            return fromArrayLike(input);\n        }\n        if (isPromise(input)) {\n            return fromPromise(input);\n        }\n        if (isAsyncIterable(input)) {\n            return fromAsyncIterable(input);\n        }\n        if (isIterable(input)) {\n            return fromIterable(input);\n        }\n    }\n    throw createInvalidObservableTypeError(input);\n}\nfunction fromInteropObservable(obj) {\n    return new Observable((subscriber) => {\n        const obs = obj[Symbol_observable]();\n        if (isFunction(obs.subscribe)) {\n            return obs.subscribe(subscriber);\n        }\n        throw new TypeError('Provided object does not correctly implement Symbol.observable');\n    });\n}\nexport function fromArrayLike(array) {\n    return new Observable((subscriber) => {\n        for (let i = 0; i < array.length && !subscriber.closed; i++) {\n            subscriber.next(array[i]);\n        }\n        subscriber.complete();\n    });\n}\nfunction fromPromise(promise) {\n    return new Observable((subscriber) => {\n        promise\n            .then((value) => {\n            if (!subscriber.closed) {\n                subscriber.next(value);\n                subscriber.complete();\n            }\n        }, (err) => subscriber.error(err))\n            .then(null, reportUnhandledError);\n    });\n}\nfunction fromIterable(iterable) {\n    return new Observable((subscriber) => {\n        const iterator = iterable[Symbol_iterator]();\n        while (!subscriber.closed) {\n            const { done, value } = iterator.next();\n            if (done) {\n                subscriber.complete();\n            }\n            else {\n                subscriber.next(value);\n            }\n        }\n        return () => isFunction(iterator === null || iterator === void 0 ? void 0 : iterator.return) && iterator.return();\n    });\n}\nfunction fromAsyncIterable(asyncIterable) {\n    return new Observable((subscriber) => {\n        process(asyncIterable, subscriber).catch((err) => subscriber.error(err));\n    });\n}\nfunction process(asyncIterable, subscriber) {\n    var asyncIterable_1, asyncIterable_1_1;\n    var e_1, _a;\n    return __awaiter(this, void 0, void 0, function* () {\n        try {\n            for (asyncIterable_1 = __asyncValues(asyncIterable); asyncIterable_1_1 = yield asyncIterable_1.next(), !asyncIterable_1_1.done;) {\n                const value = asyncIterable_1_1.value;\n                subscriber.next(value);\n            }\n        }\n        catch (e_1_1) { e_1 = { error: e_1_1 }; }\n        finally {\n            try {\n                if (asyncIterable_1_1 && !asyncIterable_1_1.done && (_a = asyncIterable_1.return)) yield _a.call(asyncIterable_1);\n            }\n            finally { if (e_1) throw e_1.error; }\n        }\n        subscriber.complete();\n    });\n}\n//# sourceMappingURL=from.js.map","import { createErrorClass } from './createErrorClass';\nexport const UnsubscriptionError = createErrorClass((_super) => function UnsubscriptionErrorImpl(errors) {\n    _super(this);\n    this.message = errors\n        ? `${errors.length} errors occurred during unsubscription:\n${errors.map((err, i) => `${i + 1}) ${err.toString()}`).join('\\n  ')}`\n        : '';\n    this.name = 'UnsubscriptionError';\n    this.errors = errors;\n});\n//# sourceMappingURL=UnsubscriptionError.js.map","import { isFunction } from './util/isFunction';\nimport { UnsubscriptionError } from './util/UnsubscriptionError';\nimport { arrRemove } from './util/arrRemove';\nexport class Subscription {\n    constructor(initialTeardown) {\n        this.initialTeardown = initialTeardown;\n        this.closed = false;\n        this._parentage = null;\n        this._teardowns = null;\n    }\n    unsubscribe() {\n        let errors;\n        if (!this.closed) {\n            this.closed = true;\n            const { _parentage } = this;\n            if (Array.isArray(_parentage)) {\n                for (const parent of _parentage) {\n                    parent.remove(this);\n                }\n            }\n            else {\n                _parentage === null || _parentage === void 0 ? void 0 : _parentage.remove(this);\n            }\n            const { initialTeardown } = this;\n            if (isFunction(initialTeardown)) {\n                try {\n                    initialTeardown();\n                }\n                catch (e) {\n                    errors = e instanceof UnsubscriptionError ? e.errors : [e];\n                }\n            }\n            const { _teardowns } = this;\n            if (_teardowns) {\n                this._teardowns = null;\n                for (const teardown of _teardowns) {\n                    try {\n                        execTeardown(teardown);\n                    }\n                    catch (err) {\n                        errors = errors !== null && errors !== void 0 ? errors : [];\n                        if (err instanceof UnsubscriptionError) {\n                            errors = [...errors, ...err.errors];\n                        }\n                        else {\n                            errors.push(err);\n                        }\n                    }\n                }\n            }\n            if (errors) {\n                throw new UnsubscriptionError(errors);\n            }\n        }\n    }\n    add(teardown) {\n        var _a;\n        if (teardown && teardown !== this) {\n            if (this.closed) {\n                execTeardown(teardown);\n            }\n            else {\n                if (teardown instanceof Subscription) {\n                    if (teardown.closed || teardown._hasParent(this)) {\n                        return;\n                    }\n                    teardown._addParent(this);\n                }\n                (this._teardowns = (_a = this._teardowns) !== null && _a !== void 0 ? _a : []).push(teardown);\n            }\n        }\n    }\n    _hasParent(parent) {\n        const { _parentage } = this;\n        return _parentage === parent || (Array.isArray(_parentage) && _parentage.includes(parent));\n    }\n    _addParent(parent) {\n        const { _parentage } = this;\n        this._parentage = Array.isArray(_parentage) ? (_parentage.push(parent), _parentage) : _parentage ? [_parentage, parent] : parent;\n    }\n    _removeParent(parent) {\n        const { _parentage } = this;\n        if (_parentage === parent) {\n            this._parentage = null;\n        }\n        else if (Array.isArray(_parentage)) {\n            arrRemove(_parentage, parent);\n        }\n    }\n    remove(teardown) {\n        const { _teardowns } = this;\n        _teardowns && arrRemove(_teardowns, teardown);\n        if (teardown instanceof Subscription) {\n            teardown._removeParent(this);\n        }\n    }\n}\nSubscription.EMPTY = (() => {\n    const empty = new Subscription();\n    empty.closed = true;\n    return empty;\n})();\nexport const EMPTY_SUBSCRIPTION = Subscription.EMPTY;\nexport function isSubscription(value) {\n    return (value instanceof Subscription ||\n        (value && 'closed' in value && isFunction(value.remove) && isFunction(value.add) && isFunction(value.unsubscribe)));\n}\nfunction execTeardown(teardown) {\n    if (isFunction(teardown)) {\n        teardown();\n    }\n    else {\n        teardown.unsubscribe();\n    }\n}\n//# sourceMappingURL=Subscription.js.map","import { isFunction } from './isFunction';\nimport { isScheduler } from './isScheduler';\nfunction last(arr) {\n    return arr[arr.length - 1];\n}\nexport function popResultSelector(args) {\n    return isFunction(last(args)) ? args.pop() : undefined;\n}\nexport function popScheduler(args) {\n    return isScheduler(last(args)) ? args.pop() : undefined;\n}\nexport function popNumber(args, defaultValue) {\n    return typeof last(args) === 'number' ? args.pop() : defaultValue;\n}\n//# sourceMappingURL=args.js.map","export function noop() { }\n//# sourceMappingURL=noop.js.map","export function identity(x) {\n    return x;\n}\n//# sourceMappingURL=identity.js.map","export const config = {\n    onUnhandledError: null,\n    onStoppedNotification: null,\n    Promise: undefined,\n    useDeprecatedSynchronousErrorHandling: false,\n    useDeprecatedNextContext: false,\n};\n//# sourceMappingURL=config.js.map","export function arrRemove(arr, item) {\n    if (arr) {\n        const index = arr.indexOf(item);\n        0 <= index && arr.splice(index, 1);\n    }\n}\n//# sourceMappingURL=arrRemove.js.map","import { map } from './map';\nimport { innerFrom } from '../observable/from';\nimport { operate } from '../util/lift';\nimport { mergeInternals } from './mergeInternals';\nimport { isFunction } from '../util/isFunction';\nexport function mergeMap(project, resultSelector, concurrent = Infinity) {\n    if (isFunction(resultSelector)) {\n        return mergeMap((a, i) => map((b, ii) => resultSelector(a, b, i, ii))(innerFrom(project(a, i))), concurrent);\n    }\n    else if (typeof resultSelector === 'number') {\n        concurrent = resultSelector;\n    }\n    return operate((source, subscriber) => mergeInternals(source, subscriber, project, concurrent));\n}\nexport const flatMap = mergeMap;\n//# sourceMappingURL=mergeMap.js.map","import { innerFrom } from '../observable/from';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function mergeInternals(source, subscriber, project, concurrent, onBeforeNext, expand, innerSubScheduler, additionalTeardown) {\n    let buffer = [];\n    let active = 0;\n    let index = 0;\n    let isComplete = false;\n    const checkComplete = () => {\n        if (isComplete && !buffer.length && !active) {\n            subscriber.complete();\n        }\n    };\n    const outerNext = (value) => (active < concurrent ? doInnerSub(value) : buffer.push(value));\n    const doInnerSub = (value) => {\n        expand && subscriber.next(value);\n        active++;\n        innerFrom(project(value, index++)).subscribe(new OperatorSubscriber(subscriber, (innerValue) => {\n            onBeforeNext === null || onBeforeNext === void 0 ? void 0 : onBeforeNext(innerValue);\n            if (expand) {\n                outerNext(innerValue);\n            }\n            else {\n                subscriber.next(innerValue);\n            }\n        }, undefined, () => {\n            active--;\n            while (buffer.length && active < concurrent) {\n                const bufferedValue = buffer.shift();\n                innerSubScheduler ? subscriber.add(innerSubScheduler.schedule(() => doInnerSub(bufferedValue))) : doInnerSub(bufferedValue);\n            }\n            checkComplete();\n        }));\n    };\n    source.subscribe(new OperatorSubscriber(subscriber, outerNext, undefined, () => {\n        isComplete = true;\n        checkComplete();\n    }));\n    return () => {\n        buffer = null;\n        additionalTeardown === null || additionalTeardown === void 0 ? void 0 : additionalTeardown();\n    };\n}\n//# sourceMappingURL=mergeInternals.js.map","export const observable = (() => (typeof Symbol === 'function' && Symbol.observable) || '@@observable')();\n//# sourceMappingURL=observable.js.map","import { scheduleArray } from '../scheduled/scheduleArray';\nimport { fromArrayLike } from './from';\nexport function internalFromArray(input, scheduler) {\n    return scheduler ? scheduleArray(input, scheduler) : fromArrayLike(input);\n}\n//# sourceMappingURL=fromArray.js.map","export const COMPLETE_NOTIFICATION = (() => createNotification('C', undefined, undefined))();\nexport function errorNotification(error) {\n    return createNotification('E', undefined, error);\n}\nexport function nextNotification(value) {\n    return createNotification('N', value, undefined);\n}\nexport function createNotification(kind, value, error) {\n    return {\n        kind,\n        value,\n        error,\n    };\n}\n//# sourceMappingURL=NotificationFactories.js.map","import { isFunction } from './util/isFunction';\nimport { isSubscription, Subscription } from './Subscription';\nimport { config } from './config';\nimport { reportUnhandledError } from './util/reportUnhandledError';\nimport { noop } from './util/noop';\nimport { nextNotification, errorNotification, COMPLETE_NOTIFICATION } from './NotificationFactories';\nimport { timeoutProvider } from './scheduler/timeoutProvider';\nexport class Subscriber extends Subscription {\n    constructor(destination) {\n        super();\n        this.isStopped = false;\n        if (destination) {\n            this.destination = destination;\n            if (isSubscription(destination)) {\n                destination.add(this);\n            }\n        }\n        else {\n            this.destination = EMPTY_OBSERVER;\n        }\n    }\n    static create(next, error, complete) {\n        return new SafeSubscriber(next, error, complete);\n    }\n    next(value) {\n        if (this.isStopped) {\n            handleStoppedNotification(nextNotification(value), this);\n        }\n        else {\n            this._next(value);\n        }\n    }\n    error(err) {\n        if (this.isStopped) {\n            handleStoppedNotification(errorNotification(err), this);\n        }\n        else {\n            this.isStopped = true;\n            this._error(err);\n        }\n    }\n    complete() {\n        if (this.isStopped) {\n            handleStoppedNotification(COMPLETE_NOTIFICATION, this);\n        }\n        else {\n            this.isStopped = true;\n            this._complete();\n        }\n    }\n    unsubscribe() {\n        if (!this.closed) {\n            this.isStopped = true;\n            super.unsubscribe();\n        }\n    }\n    _next(value) {\n        this.destination.next(value);\n    }\n    _error(err) {\n        this.destination.error(err);\n        this.unsubscribe();\n    }\n    _complete() {\n        this.destination.complete();\n        this.unsubscribe();\n    }\n}\nexport class SafeSubscriber extends Subscriber {\n    constructor(observerOrNext, error, complete) {\n        super();\n        this.destination = EMPTY_OBSERVER;\n        if ((observerOrNext || error || complete) && observerOrNext !== EMPTY_OBSERVER) {\n            let next;\n            if (isFunction(observerOrNext)) {\n                next = observerOrNext;\n            }\n            else if (observerOrNext) {\n                ({ next, error, complete } = observerOrNext);\n                let context;\n                if (this && config.useDeprecatedNextContext) {\n                    context = Object.create(observerOrNext);\n                    context.unsubscribe = () => this.unsubscribe();\n                }\n                else {\n                    context = observerOrNext;\n                }\n                next = next === null || next === void 0 ? void 0 : next.bind(context);\n                error = error === null || error === void 0 ? void 0 : error.bind(context);\n                complete = complete === null || complete === void 0 ? void 0 : complete.bind(context);\n            }\n            this.destination = {\n                next: next || noop,\n                error: error || defaultErrorHandler,\n                complete: complete || noop,\n            };\n        }\n    }\n}\nfunction defaultErrorHandler(err) {\n    if (config.useDeprecatedSynchronousErrorHandling) {\n        throw err;\n    }\n    reportUnhandledError(err);\n}\nfunction handleStoppedNotification(notification, subscriber) {\n    const { onStoppedNotification } = config;\n    onStoppedNotification && timeoutProvider.setTimeout(() => onStoppedNotification(notification, subscriber));\n}\nexport const EMPTY_OBSERVER = {\n    closed: true,\n    next: noop,\n    error: defaultErrorHandler,\n    complete: noop,\n};\n//# sourceMappingURL=Subscriber.js.map","export const isArrayLike = ((x) => x && typeof x.length === 'number' && typeof x !== 'function');\n//# sourceMappingURL=isArrayLike.js.map","import { Observable } from '../Observable';\nexport function scheduleArray(input, scheduler) {\n    return new Observable((subscriber) => {\n        let i = 0;\n        return scheduler.schedule(function () {\n            if (i === input.length) {\n                subscriber.complete();\n            }\n            else {\n                subscriber.next(input[i++]);\n                if (!subscriber.closed) {\n                    this.schedule();\n                }\n            }\n        });\n    });\n}\n//# sourceMappingURL=scheduleArray.js.map","import { Observable } from '../Observable';\nexport const EMPTY = new Observable(subscriber => subscriber.complete());\nexport function empty(scheduler) {\n    return scheduler ? emptyScheduled(scheduler) : EMPTY;\n}\nfunction emptyScheduled(scheduler) {\n    return new Observable(subscriber => scheduler.schedule(() => subscriber.complete()));\n}\n//# sourceMappingURL=empty.js.map","import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\nexport const asyncScheduler = new AsyncScheduler(AsyncAction);\nexport const async = asyncScheduler;\n//# sourceMappingURL=async.js.map","import { createErrorClass } from './createErrorClass';\nexport const ObjectUnsubscribedError = createErrorClass((_super) => function ObjectUnsubscribedErrorImpl() {\n    _super(this);\n    this.name = 'ObjectUnsubscribedError';\n    this.message = 'object unsubscribed';\n});\n//# sourceMappingURL=ObjectUnsubscribedError.js.map","import { Observable } from './Observable';\nimport { Subscription, EMPTY_SUBSCRIPTION } from './Subscription';\nimport { ObjectUnsubscribedError } from './util/ObjectUnsubscribedError';\nimport { arrRemove } from './util/arrRemove';\nexport class Subject extends Observable {\n    constructor() {\n        super();\n        this.observers = [];\n        this.closed = false;\n        this.isStopped = false;\n        this.hasError = false;\n        this.thrownError = null;\n    }\n    lift(operator) {\n        const subject = new AnonymousSubject(this, this);\n        subject.operator = operator;\n        return subject;\n    }\n    _throwIfClosed() {\n        if (this.closed) {\n            throw new ObjectUnsubscribedError();\n        }\n    }\n    next(value) {\n        this._throwIfClosed();\n        if (!this.isStopped) {\n            const copy = this.observers.slice();\n            for (const observer of copy) {\n                observer.next(value);\n            }\n        }\n    }\n    error(err) {\n        this._throwIfClosed();\n        if (!this.isStopped) {\n            this.hasError = this.isStopped = true;\n            this.thrownError = err;\n            const { observers } = this;\n            while (observers.length) {\n                observers.shift().error(err);\n            }\n        }\n    }\n    complete() {\n        this._throwIfClosed();\n        if (!this.isStopped) {\n            this.isStopped = true;\n            const { observers } = this;\n            while (observers.length) {\n                observers.shift().complete();\n            }\n        }\n    }\n    unsubscribe() {\n        this.isStopped = this.closed = true;\n        this.observers = null;\n    }\n    _trySubscribe(subscriber) {\n        this._throwIfClosed();\n        return super._trySubscribe(subscriber);\n    }\n    _subscribe(subscriber) {\n        this._throwIfClosed();\n        this._checkFinalizedStatuses(subscriber);\n        return this._innerSubscribe(subscriber);\n    }\n    _innerSubscribe(subscriber) {\n        const { hasError, isStopped, observers } = this;\n        return hasError || isStopped\n            ? EMPTY_SUBSCRIPTION\n            : (observers.push(subscriber), new Subscription(() => arrRemove(this.observers, subscriber)));\n    }\n    _checkFinalizedStatuses(subscriber) {\n        const { hasError, thrownError, isStopped } = this;\n        if (hasError) {\n            subscriber.error(thrownError);\n        }\n        else if (isStopped) {\n            subscriber.complete();\n        }\n    }\n    asObservable() {\n        const observable = new Observable();\n        observable.source = this;\n        return observable;\n    }\n}\nSubject.create = (destination, source) => {\n    return new AnonymousSubject(destination, source);\n};\nexport class AnonymousSubject extends Subject {\n    constructor(destination, source) {\n        super();\n        this.destination = destination;\n        this.source = source;\n    }\n    next(value) {\n        var _a, _b;\n        (_b = (_a = this.destination) === null || _a === void 0 ? void 0 : _a.next) === null || _b === void 0 ? void 0 : _b.call(_a, value);\n    }\n    error(err) {\n        var _a, _b;\n        (_b = (_a = this.destination) === null || _a === void 0 ? void 0 : _a.error) === null || _b === void 0 ? void 0 : _b.call(_a, err);\n    }\n    complete() {\n        var _a, _b;\n        (_b = (_a = this.destination) === null || _a === void 0 ? void 0 : _a.complete) === null || _b === void 0 ? void 0 : _b.call(_a);\n    }\n    _subscribe(subscriber) {\n        var _a, _b;\n        return (_b = (_a = this.source) === null || _a === void 0 ? void 0 : _a.subscribe(subscriber)) !== null && _b !== void 0 ? _b : EMPTY_SUBSCRIPTION;\n    }\n}\n//# sourceMappingURL=Subject.js.map","import { concatAll } from '../operators/concatAll';\nimport { internalFromArray } from './fromArray';\nimport { popScheduler } from '../util/args';\nexport function concat(...args) {\n    return concatAll()(internalFromArray(args, popScheduler(args)));\n}\n//# sourceMappingURL=concat.js.map","import { mergeAll } from './mergeAll';\nexport function concatAll() {\n    return mergeAll(1);\n}\n//# sourceMappingURL=concatAll.js.map","export function createErrorClass(createImpl) {\n    const _super = (instance) => {\n        Error.call(instance);\n        instance.stack = new Error().stack;\n    };\n    const ctorFunc = createImpl(_super);\n    ctorFunc.prototype = Object.create(Error.prototype);\n    ctorFunc.prototype.constructor = ctorFunc;\n    return ctorFunc;\n}\n//# sourceMappingURL=createErrorClass.js.map","import { config } from '../config';\nimport { timeoutProvider } from '../scheduler/timeoutProvider';\nexport function reportUnhandledError(err) {\n    timeoutProvider.setTimeout(() => {\n        const { onUnhandledError } = config;\n        if (onUnhandledError) {\n            onUnhandledError(err);\n        }\n        else {\n            throw err;\n        }\n    });\n}\n//# sourceMappingURL=reportUnhandledError.js.map","export const timeoutProvider = {\n    setTimeout(...args) {\n        const { delegate } = timeoutProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.setTimeout) || setTimeout)(...args);\n    },\n    clearTimeout(handle) {\n        const { delegate } = timeoutProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.clearTimeout) || clearTimeout)(handle);\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=timeoutProvider.js.map","export const dateTimestampProvider = {\n    now() {\n        return (dateTimestampProvider.delegate || Date).now();\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=dateTimestampProvider.js.map","import { map } from \"../operators/map\";\nconst { isArray } = Array;\nfunction callOrApply(fn, args) {\n    return isArray(args) ? fn(...args) : fn(args);\n}\nexport function mapOneOrManyArgs(fn) {\n    return map(args => callOrApply(fn, args));\n}\n//# sourceMappingURL=mapOneOrManyArgs.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function map(project, thisArg) {\n    return operate((source, subscriber) => {\n        let index = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            subscriber.next(project.call(thisArg, value, index++));\n        }));\n    });\n}\n//# sourceMappingURL=map.js.map","import { isFunction } from './isFunction';\nexport function isScheduler(value) {\n    return value && isFunction(value.schedule);\n}\n//# sourceMappingURL=isScheduler.js.map","const { isArray } = Array;\nexport function argsOrArgArray(args) {\n    return args.length === 1 && isArray(args[0]) ? args[0] : args;\n}\n//# sourceMappingURL=argsOrArgArray.js.map","import { mergeMap } from './mergeMap';\nimport { identity } from '../util/identity';\nexport function mergeAll(concurrent = Infinity) {\n    return mergeMap(identity, concurrent);\n}\n//# sourceMappingURL=mergeAll.js.map","import { Subscription } from '../Subscription';\nexport class Action extends Subscription {\n    constructor(scheduler, work) {\n        super();\n    }\n    schedule(state, delay = 0) {\n        return this;\n    }\n}\n//# sourceMappingURL=Action.js.map","export const intervalProvider = {\n    setInterval(...args) {\n        const { delegate } = intervalProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.setInterval) || setInterval)(...args);\n    },\n    clearInterval(handle) {\n        const { delegate } = intervalProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.clearInterval) || clearInterval)(handle);\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=intervalProvider.js.map","import { Action } from './Action';\nimport { intervalProvider } from './intervalProvider';\nimport { arrRemove } from '../util/arrRemove';\nexport class AsyncAction extends Action {\n    constructor(scheduler, work) {\n        super(scheduler, work);\n        this.scheduler = scheduler;\n        this.work = work;\n        this.pending = false;\n    }\n    schedule(state, delay = 0) {\n        if (this.closed) {\n            return this;\n        }\n        this.state = state;\n        const id = this.id;\n        const scheduler = this.scheduler;\n        if (id != null) {\n            this.id = this.recycleAsyncId(scheduler, id, delay);\n        }\n        this.pending = true;\n        this.delay = delay;\n        this.id = this.id || this.requestAsyncId(scheduler, this.id, delay);\n        return this;\n    }\n    requestAsyncId(scheduler, _id, delay = 0) {\n        return intervalProvider.setInterval(scheduler.flush.bind(scheduler, this), delay);\n    }\n    recycleAsyncId(_scheduler, id, delay = 0) {\n        if (delay != null && this.delay === delay && this.pending === false) {\n            return id;\n        }\n        intervalProvider.clearInterval(id);\n        return undefined;\n    }\n    execute(state, delay) {\n        if (this.closed) {\n            return new Error('executing a cancelled action');\n        }\n        this.pending = false;\n        const error = this._execute(state, delay);\n        if (error) {\n            return error;\n        }\n        else if (this.pending === false && this.id != null) {\n            this.id = this.recycleAsyncId(this.scheduler, this.id, null);\n        }\n    }\n    _execute(state, _delay) {\n        let errored = false;\n        let errorValue;\n        try {\n            this.work(state);\n        }\n        catch (e) {\n            errored = true;\n            errorValue = (!!e && e) || new Error(e);\n        }\n        if (errored) {\n            this.unsubscribe();\n            return errorValue;\n        }\n    }\n    unsubscribe() {\n        if (!this.closed) {\n            const { id, scheduler } = this;\n            const { actions } = scheduler;\n            this.work = this.state = this.scheduler = null;\n            this.pending = false;\n            arrRemove(actions, this);\n            if (id != null) {\n                this.id = this.recycleAsyncId(scheduler, id, null);\n            }\n            this.delay = null;\n            super.unsubscribe();\n        }\n    }\n}\n//# sourceMappingURL=AsyncAction.js.map","import { Observable } from '../Observable';\nimport { async as asyncScheduler } from '../scheduler/async';\nimport { isScheduler } from '../util/isScheduler';\nimport { isValidDate } from '../util/isDate';\nexport function timer(dueTime = 0, intervalOrScheduler, scheduler = asyncScheduler) {\n    let intervalDuration = -1;\n    if (intervalOrScheduler != null) {\n        if (isScheduler(intervalOrScheduler)) {\n            scheduler = intervalOrScheduler;\n        }\n        else {\n            intervalDuration = intervalOrScheduler;\n        }\n    }\n    return new Observable((subscriber) => {\n        let due = isValidDate(dueTime) ? +dueTime - scheduler.now() : dueTime;\n        if (due < 0) {\n            due = 0;\n        }\n        let n = 0;\n        return scheduler.schedule(function () {\n            if (!subscriber.closed) {\n                subscriber.next(n++);\n                if (0 <= intervalDuration) {\n                    this.schedule(undefined, intervalDuration);\n                }\n                else {\n                    subscriber.complete();\n                }\n            }\n        }, due);\n    });\n}\n//# sourceMappingURL=timer.js.map","export function isValidDate(value) {\n    return value instanceof Date && !isNaN(value);\n}\n//# sourceMappingURL=isDate.js.map","import { dateTimestampProvider } from \"./scheduler/dateTimestampProvider\";\nexport class Scheduler {\n    constructor(schedulerActionCtor, now = Scheduler.now) {\n        this.schedulerActionCtor = schedulerActionCtor;\n        this.now = now;\n    }\n    schedule(work, delay = 0, state) {\n        return new this.schedulerActionCtor(this, work).schedule(state, delay);\n    }\n}\nScheduler.now = dateTimestampProvider.now;\n//# sourceMappingURL=Scheduler.js.map","import { Scheduler } from '../Scheduler';\nexport class AsyncScheduler extends Scheduler {\n    constructor(SchedulerAction, now = Scheduler.now) {\n        super(SchedulerAction, now);\n        this.actions = [];\n        this.active = false;\n        this.scheduled = undefined;\n    }\n    flush(action) {\n        const { actions } = this;\n        if (this.active) {\n            actions.push(action);\n            return;\n        }\n        let error;\n        this.active = true;\n        do {\n            if (error = action.execute(action.state, action.delay)) {\n                break;\n            }\n        } while (action = actions.shift());\n        this.active = false;\n        if (error) {\n            while (action = actions.shift()) {\n                action.unsubscribe();\n            }\n            throw error;\n        }\n    }\n}\n//# sourceMappingURL=AsyncScheduler.js.map","import { innerFrom } from '../observable/from';\nimport { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function switchMap(project, resultSelector) {\n    return operate((source, subscriber) => {\n        let innerSubscriber = null;\n        let index = 0;\n        let isComplete = false;\n        const checkComplete = () => isComplete && !innerSubscriber && subscriber.complete();\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            innerSubscriber === null || innerSubscriber === void 0 ? void 0 : innerSubscriber.unsubscribe();\n            let innerIndex = 0;\n            const outerIndex = index++;\n            innerFrom(project(value, outerIndex)).subscribe((innerSubscriber = new OperatorSubscriber(subscriber, (innerValue) => subscriber.next(resultSelector ? resultSelector(value, innerValue, outerIndex, innerIndex++) : innerValue), undefined, () => {\n                innerSubscriber = null;\n                checkComplete();\n            })));\n        }, undefined, () => {\n            isComplete = true;\n            checkComplete();\n        }));\n    });\n}\n//# sourceMappingURL=switchMap.js.map","import { EMPTY } from '../observable/empty';\nimport { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function take(count) {\n    return count <= 0\n        ?\n            () => EMPTY\n        : operate((source, subscriber) => {\n            let seen = 0;\n            source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n                if (++seen <= count) {\n                    subscriber.next(value);\n                    if (count <= seen) {\n                        subscriber.complete();\n                    }\n                }\n            }));\n        });\n}\n//# sourceMappingURL=take.js.map","/*!\n * clipboard.js v2.0.6\n * https://clipboardjs.com/\n * \n * Licensed MIT © Zeno Rocha\n */\n(function webpackUniversalModuleDefinition(root, factory) {\n\tif(typeof exports 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value != 'string') for(var key in value) __webpack_require__.d(ns, key, function(key) { return value[key]; }.bind(null, key));\n/******/ \t\treturn ns;\n/******/ \t};\n/******/\n/******/ \t// getDefaultExport function for compatibility with non-harmony modules\n/******/ \t__webpack_require__.n = function(module) {\n/******/ \t\tvar getter = module && module.__esModule ?\n/******/ \t\t\tfunction getDefault() { return module['default']; } :\n/******/ \t\t\tfunction getModuleExports() { return module; };\n/******/ \t\t__webpack_require__.d(getter, 'a', getter);\n/******/ \t\treturn getter;\n/******/ \t};\n/******/\n/******/ \t// Object.prototype.hasOwnProperty.call\n/******/ \t__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };\n/******/\n/******/ \t// __webpack_public_path__\n/******/ \t__webpack_require__.p = \"\";\n/******/\n/******/\n/******/ \t// Load entry module and return exports\n/******/ \treturn __webpack_require__(__webpack_require__.s = 6);\n/******/ })\n/************************************************************************/\n/******/ ([\n/* 0 */\n/***/ (function(module, exports) {\n\nfunction select(element) {\n    var selectedText;\n\n    if (element.nodeName === 'SELECT') {\n        element.focus();\n\n        selectedText = element.value;\n    }\n    else if (element.nodeName === 'INPUT' || element.nodeName === 'TEXTAREA') {\n        var isReadOnly = element.hasAttribute('readonly');\n\n        if (!isReadOnly) {\n            element.setAttribute('readonly', '');\n        }\n\n        element.select();\n        element.setSelectionRange(0, element.value.length);\n\n        if (!isReadOnly) {\n            element.removeAttribute('readonly');\n        }\n\n        selectedText = element.value;\n    }\n    else {\n        if (element.hasAttribute('contenteditable')) {\n            element.focus();\n        }\n\n        var selection = window.getSelection();\n        var range = document.createRange();\n\n        range.selectNodeContents(element);\n        selection.removeAllRanges();\n        selection.addRange(range);\n\n        selectedText = selection.toString();\n    }\n\n    return selectedText;\n}\n\nmodule.exports = select;\n\n\n/***/ }),\n/* 1 */\n/***/ (function(module, exports) {\n\nfunction E () {\n  // Keep this empty so it's easier to inherit from\n  // (via https://github.com/lipsmack from https://github.com/scottcorgan/tiny-emitter/issues/3)\n}\n\nE.prototype = {\n  on: function (name, callback, ctx) {\n    var e = this.e || (this.e = {});\n\n    (e[name] || (e[name] = [])).push({\n      fn: callback,\n      ctx: ctx\n    });\n\n    return this;\n  },\n\n  once: function (name, callback, ctx) {\n    var self = this;\n    function listener () {\n      self.off(name, listener);\n      callback.apply(ctx, arguments);\n    };\n\n    listener._ = callback\n    return this.on(name, listener, ctx);\n  },\n\n  emit: function (name) {\n    var data = [].slice.call(arguments, 1);\n    var evtArr = ((this.e || (this.e = {}))[name] || []).slice();\n    var i = 0;\n    var len = evtArr.length;\n\n    for (i; i < len; i++) {\n      evtArr[i].fn.apply(evtArr[i].ctx, data);\n    }\n\n    return this;\n  },\n\n  off: function (name, callback) {\n    var e = this.e || (this.e = {});\n    var evts = e[name];\n    var liveEvents = [];\n\n    if (evts && callback) {\n      for (var i = 0, len = evts.length; i < len; i++) {\n        if (evts[i].fn !== callback && evts[i].fn._ !== callback)\n          liveEvents.push(evts[i]);\n      }\n    }\n\n    // Remove event from queue to prevent memory leak\n    // Suggested by https://github.com/lazd\n    // Ref: https://github.com/scottcorgan/tiny-emitter/commit/c6ebfaa9bc973b33d110a84a307742b7cf94c953#commitcomment-5024910\n\n    (liveEvents.length)\n      ? e[name] = liveEvents\n      : delete e[name];\n\n    return this;\n  }\n};\n\nmodule.exports = E;\nmodule.exports.TinyEmitter = E;\n\n\n/***/ }),\n/* 2 */\n/***/ (function(module, exports, __webpack_require__) {\n\nvar is = __webpack_require__(3);\nvar delegate = __webpack_require__(4);\n\n/**\n * Validates all params and calls the right\n * listener function based on its target type.\n *\n * @param {String|HTMLElement|HTMLCollection|NodeList} target\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listen(target, type, callback) {\n    if (!target && !type && !callback) {\n        throw new Error('Missing required arguments');\n    }\n\n    if (!is.string(type)) {\n        throw new TypeError('Second argument must be a String');\n    }\n\n    if (!is.fn(callback)) {\n        throw new TypeError('Third argument must be a Function');\n    }\n\n    if (is.node(target)) {\n        return listenNode(target, type, callback);\n    }\n    else if (is.nodeList(target)) {\n        return listenNodeList(target, type, callback);\n    }\n    else if (is.string(target)) {\n        return listenSelector(target, type, callback);\n    }\n    else {\n        throw new TypeError('First argument must be a String, HTMLElement, HTMLCollection, or NodeList');\n    }\n}\n\n/**\n * Adds an event listener to a HTML element\n * and returns a remove listener function.\n *\n * @param {HTMLElement} node\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNode(node, type, callback) {\n    node.addEventListener(type, callback);\n\n    return {\n        destroy: function() {\n            node.removeEventListener(type, callback);\n        }\n    }\n}\n\n/**\n * Add an event listener to a list of HTML elements\n * and returns a remove listener function.\n *\n * @param {NodeList|HTMLCollection} nodeList\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNodeList(nodeList, type, callback) {\n    Array.prototype.forEach.call(nodeList, function(node) {\n        node.addEventListener(type, callback);\n    });\n\n    return {\n        destroy: function() {\n            Array.prototype.forEach.call(nodeList, function(node) {\n                node.removeEventListener(type, callback);\n            });\n        }\n    }\n}\n\n/**\n * Add an event listener to a selector\n * and returns a remove listener function.\n *\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenSelector(selector, type, callback) {\n    return delegate(document.body, selector, type, callback);\n}\n\nmodule.exports = listen;\n\n\n/***/ }),\n/* 3 */\n/***/ (function(module, exports) {\n\n/**\n * Check if argument is a HTML element.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.node = function(value) {\n    return value !== undefined\n        && value instanceof HTMLElement\n        && value.nodeType === 1;\n};\n\n/**\n * Check if argument is a list of HTML elements.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.nodeList = function(value) {\n    var type = Object.prototype.toString.call(value);\n\n    return value !== undefined\n        && (type === '[object NodeList]' || type === '[object HTMLCollection]')\n        && ('length' in value)\n        && (value.length === 0 || exports.node(value[0]));\n};\n\n/**\n * Check if argument is a string.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.string = function(value) {\n    return typeof value === 'string'\n        || value instanceof String;\n};\n\n/**\n * Check if argument is a function.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.fn = function(value) {\n    var type = Object.prototype.toString.call(value);\n\n    return type === '[object Function]';\n};\n\n\n/***/ }),\n/* 4 */\n/***/ (function(module, exports, __webpack_require__) {\n\nvar closest = __webpack_require__(5);\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction _delegate(element, selector, type, callback, useCapture) {\n    var listenerFn = listener.apply(this, arguments);\n\n    element.addEventListener(type, listenerFn, useCapture);\n\n    return {\n        destroy: function() {\n            element.removeEventListener(type, listenerFn, useCapture);\n        }\n    }\n}\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element|String|Array} [elements]\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction delegate(elements, selector, type, callback, useCapture) {\n    // Handle the regular Element usage\n    if (typeof elements.addEventListener === 'function') {\n        return _delegate.apply(null, arguments);\n    }\n\n    // Handle Element-less usage, it defaults to global delegation\n    if (typeof type === 'function') {\n        // Use `document` as the first parameter, then apply arguments\n        // This is a short way to .unshift `arguments` without running into deoptimizations\n        return _delegate.bind(null, document).apply(null, arguments);\n    }\n\n    // Handle Selector-based usage\n    if (typeof elements === 'string') {\n        elements = document.querySelectorAll(elements);\n    }\n\n    // Handle Array-like based usage\n    return Array.prototype.map.call(elements, function (element) {\n        return _delegate(element, selector, type, callback, useCapture);\n    });\n}\n\n/**\n * Finds closest match and invokes callback.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Function}\n */\nfunction listener(element, selector, type, callback) {\n    return function(e) {\n        e.delegateTarget = closest(e.target, selector);\n\n        if (e.delegateTarget) {\n            callback.call(element, e);\n        }\n    }\n}\n\nmodule.exports = delegate;\n\n\n/***/ }),\n/* 5 */\n/***/ (function(module, exports) {\n\nvar DOCUMENT_NODE_TYPE = 9;\n\n/**\n * A polyfill for Element.matches()\n */\nif (typeof Element !== 'undefined' && !Element.prototype.matches) {\n    var proto = Element.prototype;\n\n    proto.matches = proto.matchesSelector ||\n                    proto.mozMatchesSelector ||\n                    proto.msMatchesSelector ||\n                    proto.oMatchesSelector ||\n                    proto.webkitMatchesSelector;\n}\n\n/**\n * Finds the closest parent that matches a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @return {Function}\n */\nfunction closest (element, selector) {\n    while (element && element.nodeType !== DOCUMENT_NODE_TYPE) {\n        if (typeof element.matches === 'function' &&\n            element.matches(selector)) {\n          return element;\n        }\n        element = element.parentNode;\n    }\n}\n\nmodule.exports = closest;\n\n\n/***/ }),\n/* 6 */\n/***/ (function(module, __webpack_exports__, __webpack_require__) {\n\n\"use strict\";\n__webpack_require__.r(__webpack_exports__);\n\n// EXTERNAL MODULE: ./node_modules/select/src/select.js\nvar src_select = __webpack_require__(0);\nvar select_default = /*#__PURE__*/__webpack_require__.n(src_select);\n\n// CONCATENATED MODULE: ./src/clipboard-action.js\nvar _typeof = typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; };\n\nvar _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();\n\nfunction _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\n\n\n/**\n * Inner class which performs selection from either `text` or `target`\n * properties and then executes copy or cut operations.\n */\n\nvar clipboard_action_ClipboardAction = function () {\n    /**\n     * @param {Object} options\n     */\n    function ClipboardAction(options) {\n        _classCallCheck(this, ClipboardAction);\n\n        this.resolveOptions(options);\n        this.initSelection();\n    }\n\n    /**\n     * Defines base properties passed from constructor.\n     * @param {Object} options\n     */\n\n\n    _createClass(ClipboardAction, [{\n        key: 'resolveOptions',\n        value: function resolveOptions() {\n            var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n\n            this.action = options.action;\n            this.container = options.container;\n            this.emitter = options.emitter;\n            this.target = options.target;\n            this.text = options.text;\n            this.trigger = options.trigger;\n\n            this.selectedText = '';\n        }\n\n        /**\n         * Decides which selection strategy is going to be applied based\n         * on the existence of `text` and `target` properties.\n         */\n\n    }, {\n        key: 'initSelection',\n        value: function initSelection() {\n            if (this.text) {\n                this.selectFake();\n            } else if (this.target) {\n                this.selectTarget();\n            }\n        }\n\n        /**\n         * Creates a fake textarea element, sets its value from `text` property,\n         * and makes a selection on it.\n         */\n\n    }, {\n        key: 'selectFake',\n        value: function selectFake() {\n            var _this = this;\n\n            var isRTL = document.documentElement.getAttribute('dir') == 'rtl';\n\n            this.removeFake();\n\n            this.fakeHandlerCallback = function () {\n                return _this.removeFake();\n            };\n            this.fakeHandler = this.container.addEventListener('click', this.fakeHandlerCallback) || true;\n\n            this.fakeElem = document.createElement('textarea');\n            // Prevent zooming on iOS\n            this.fakeElem.style.fontSize = '12pt';\n            // Reset box model\n            this.fakeElem.style.border = '0';\n            this.fakeElem.style.padding = '0';\n            this.fakeElem.style.margin = '0';\n            // Move element out of screen horizontally\n            this.fakeElem.style.position = 'absolute';\n            this.fakeElem.style[isRTL ? 'right' : 'left'] = '-9999px';\n            // Move element to the same position vertically\n            var yPosition = window.pageYOffset || document.documentElement.scrollTop;\n            this.fakeElem.style.top = yPosition + 'px';\n\n            this.fakeElem.setAttribute('readonly', '');\n            this.fakeElem.value = this.text;\n\n            this.container.appendChild(this.fakeElem);\n\n            this.selectedText = select_default()(this.fakeElem);\n            this.copyText();\n        }\n\n        /**\n         * Only removes the fake element after another click event, that way\n         * a user can hit `Ctrl+C` to copy because selection still exists.\n         */\n\n    }, {\n        key: 'removeFake',\n        value: function removeFake() {\n            if (this.fakeHandler) {\n                this.container.removeEventListener('click', this.fakeHandlerCallback);\n                this.fakeHandler = null;\n                this.fakeHandlerCallback = null;\n            }\n\n            if (this.fakeElem) {\n                this.container.removeChild(this.fakeElem);\n                this.fakeElem = null;\n            }\n        }\n\n        /**\n         * Selects the content from element passed on `target` property.\n         */\n\n    }, {\n        key: 'selectTarget',\n        value: function selectTarget() {\n            this.selectedText = select_default()(this.target);\n            this.copyText();\n        }\n\n        /**\n         * Executes the copy operation based on the current selection.\n         */\n\n    }, {\n        key: 'copyText',\n        value: function copyText() {\n            var succeeded = void 0;\n\n            try {\n                succeeded = document.execCommand(this.action);\n            } catch (err) {\n                succeeded = false;\n            }\n\n            this.handleResult(succeeded);\n        }\n\n        /**\n         * Fires an event based on the copy operation result.\n         * @param {Boolean} succeeded\n         */\n\n    }, {\n        key: 'handleResult',\n        value: function handleResult(succeeded) {\n            this.emitter.emit(succeeded ? 'success' : 'error', {\n                action: this.action,\n                text: this.selectedText,\n                trigger: this.trigger,\n                clearSelection: this.clearSelection.bind(this)\n            });\n        }\n\n        /**\n         * Moves focus away from `target` and back to the trigger, removes current selection.\n         */\n\n    }, {\n        key: 'clearSelection',\n        value: function clearSelection() {\n            if (this.trigger) {\n                this.trigger.focus();\n            }\n            document.activeElement.blur();\n            window.getSelection().removeAllRanges();\n        }\n\n        /**\n         * Sets the `action` to be performed which can be either 'copy' or 'cut'.\n         * @param {String} action\n         */\n\n    }, {\n        key: 'destroy',\n\n\n        /**\n         * Destroy lifecycle.\n         */\n        value: function destroy() {\n            this.removeFake();\n        }\n    }, {\n        key: 'action',\n        set: function set() {\n            var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 'copy';\n\n            this._action = action;\n\n            if (this._action !== 'copy' && this._action !== 'cut') {\n                throw new Error('Invalid \"action\" value, use either \"copy\" or \"cut\"');\n            }\n        }\n\n        /**\n         * Gets the `action` property.\n         * @return {String}\n         */\n        ,\n        get: function get() {\n            return this._action;\n        }\n\n        /**\n         * Sets the `target` property using an element\n         * that will be have its content copied.\n         * @param {Element} target\n         */\n\n    }, {\n        key: 'target',\n        set: function set(target) {\n            if (target !== undefined) {\n                if (target && (typeof target === 'undefined' ? 'undefined' : _typeof(target)) === 'object' && target.nodeType === 1) {\n                    if (this.action === 'copy' && target.hasAttribute('disabled')) {\n                        throw new Error('Invalid \"target\" attribute. Please use \"readonly\" instead of \"disabled\" attribute');\n                    }\n\n                    if (this.action === 'cut' && (target.hasAttribute('readonly') || target.hasAttribute('disabled'))) {\n                        throw new Error('Invalid \"target\" attribute. You can\\'t cut text from elements with \"readonly\" or \"disabled\" attributes');\n                    }\n\n                    this._target = target;\n                } else {\n                    throw new Error('Invalid \"target\" value, use a valid Element');\n                }\n            }\n        }\n\n        /**\n         * Gets the `target` property.\n         * @return {String|HTMLElement}\n         */\n        ,\n        get: function get() {\n            return this._target;\n        }\n    }]);\n\n    return ClipboardAction;\n}();\n\n/* harmony default export */ var clipboard_action = (clipboard_action_ClipboardAction);\n// EXTERNAL MODULE: ./node_modules/tiny-emitter/index.js\nvar tiny_emitter = __webpack_require__(1);\nvar tiny_emitter_default = /*#__PURE__*/__webpack_require__.n(tiny_emitter);\n\n// EXTERNAL MODULE: ./node_modules/good-listener/src/listen.js\nvar listen = __webpack_require__(2);\nvar listen_default = /*#__PURE__*/__webpack_require__.n(listen);\n\n// CONCATENATED MODULE: ./src/clipboard.js\nvar clipboard_typeof = typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; };\n\nvar clipboard_createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }();\n\nfunction clipboard_classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\nfunction _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\"); } return call && (typeof call === \"object\" || typeof call === \"function\") ? call : self; }\n\nfunction _inherits(subClass, superClass) { if (typeof superClass !== \"function\" && superClass !== null) { throw new TypeError(\"Super expression must either be null or a function, not \" + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; }\n\n\n\n\n\n/**\n * Base class which takes one or more elements, adds event listeners to them,\n * and instantiates a new `ClipboardAction` on each click.\n */\n\nvar clipboard_Clipboard = function (_Emitter) {\n    _inherits(Clipboard, _Emitter);\n\n    /**\n     * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n     * @param {Object} options\n     */\n    function Clipboard(trigger, options) {\n        clipboard_classCallCheck(this, Clipboard);\n\n        var _this = _possibleConstructorReturn(this, (Clipboard.__proto__ || Object.getPrototypeOf(Clipboard)).call(this));\n\n        _this.resolveOptions(options);\n        _this.listenClick(trigger);\n        return _this;\n    }\n\n    /**\n     * Defines if attributes would be resolved using internal setter functions\n     * or custom functions that were passed in the constructor.\n     * @param {Object} options\n     */\n\n\n    clipboard_createClass(Clipboard, [{\n        key: 'resolveOptions',\n        value: function resolveOptions() {\n            var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n\n            this.action = typeof options.action === 'function' ? options.action : this.defaultAction;\n            this.target = typeof options.target === 'function' ? options.target : this.defaultTarget;\n            this.text = typeof options.text === 'function' ? options.text : this.defaultText;\n            this.container = clipboard_typeof(options.container) === 'object' ? options.container : document.body;\n        }\n\n        /**\n         * Adds a click event listener to the passed trigger.\n         * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n         */\n\n    }, {\n        key: 'listenClick',\n        value: function listenClick(trigger) {\n            var _this2 = this;\n\n            this.listener = listen_default()(trigger, 'click', function (e) {\n                return _this2.onClick(e);\n            });\n        }\n\n        /**\n         * Defines a new `ClipboardAction` on each click event.\n         * @param {Event} e\n         */\n\n    }, {\n        key: 'onClick',\n        value: function onClick(e) {\n            var trigger = e.delegateTarget || e.currentTarget;\n\n            if (this.clipboardAction) {\n                this.clipboardAction = null;\n            }\n\n            this.clipboardAction = new clipboard_action({\n                action: this.action(trigger),\n                target: this.target(trigger),\n                text: this.text(trigger),\n                container: this.container,\n                trigger: trigger,\n                emitter: this\n            });\n        }\n\n        /**\n         * Default `action` lookup function.\n         * @param {Element} trigger\n         */\n\n    }, {\n        key: 'defaultAction',\n        value: function defaultAction(trigger) {\n            return getAttributeValue('action', trigger);\n        }\n\n        /**\n         * Default `target` lookup function.\n         * @param {Element} trigger\n         */\n\n    }, {\n        key: 'defaultTarget',\n        value: function defaultTarget(trigger) {\n            var selector = getAttributeValue('target', trigger);\n\n            if (selector) {\n                return document.querySelector(selector);\n            }\n        }\n\n        /**\n         * Returns the support of the given action, or all actions if no action is\n         * given.\n         * @param {String} [action]\n         */\n\n    }, {\n        key: 'defaultText',\n\n\n        /**\n         * Default `text` lookup function.\n         * @param {Element} trigger\n         */\n        value: function defaultText(trigger) {\n            return getAttributeValue('text', trigger);\n        }\n\n        /**\n         * Destroy lifecycle.\n         */\n\n    }, {\n        key: 'destroy',\n        value: function destroy() {\n            this.listener.destroy();\n\n            if (this.clipboardAction) {\n                this.clipboardAction.destroy();\n                this.clipboardAction = null;\n            }\n        }\n    }], [{\n        key: 'isSupported',\n        value: function isSupported() {\n            var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : ['copy', 'cut'];\n\n            var actions = typeof action === 'string' ? [action] : action;\n            var support = !!document.queryCommandSupported;\n\n            actions.forEach(function (action) {\n                support = support && !!document.queryCommandSupported(action);\n            });\n\n            return support;\n        }\n    }]);\n\n    return Clipboard;\n}(tiny_emitter_default.a);\n\n/**\n * Helper function to retrieve attribute value.\n * @param {String} suffix\n * @param {Element} element\n */\n\n\nfunction getAttributeValue(suffix, element) {\n    var attribute = 'data-clipboard-' + suffix;\n\n    if (!element.hasAttribute(attribute)) {\n        return;\n    }\n\n    return element.getAttribute(attribute);\n}\n\n/* harmony default export */ var clipboard = __webpack_exports__[\"default\"] = (clipboard_Clipboard);\n\n/***/ })\n/******/ ])[\"default\"];\n});","import { Subject } from './Subject';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\nexport class ReplaySubject extends Subject {\n    constructor(bufferSize = Infinity, windowTime = Infinity, timestampProvider = dateTimestampProvider) {\n        super();\n        this.bufferSize = bufferSize;\n        this.windowTime = windowTime;\n        this.timestampProvider = timestampProvider;\n        this.buffer = [];\n        this.infiniteTimeWindow = true;\n        this.infiniteTimeWindow = windowTime === Infinity;\n        this.bufferSize = Math.max(1, bufferSize);\n        this.windowTime = Math.max(1, windowTime);\n    }\n    next(value) {\n        const { isStopped, buffer, infiniteTimeWindow, timestampProvider, windowTime } = this;\n        if (!isStopped) {\n            buffer.push(value);\n            !infiniteTimeWindow && buffer.push(timestampProvider.now() + windowTime);\n        }\n        this.trimBuffer();\n        super.next(value);\n    }\n    _subscribe(subscriber) {\n        this._throwIfClosed();\n        this.trimBuffer();\n        const subscription = this._innerSubscribe(subscriber);\n        const { infiniteTimeWindow, buffer } = this;\n        const copy = buffer.slice();\n        for (let i = 0; i < copy.length && !subscriber.closed; i += infiniteTimeWindow ? 1 : 2) {\n            subscriber.next(copy[i]);\n        }\n        this._checkFinalizedStatuses(subscriber);\n        return subscription;\n    }\n    trimBuffer() {\n        const { bufferSize, timestampProvider, buffer, infiniteTimeWindow } = this;\n        const adjustedBufferSize = (infiniteTimeWindow ? 1 : 2) * bufferSize;\n        bufferSize < Infinity && adjustedBufferSize < buffer.length && buffer.splice(0, buffer.length - adjustedBufferSize);\n        if (!infiniteTimeWindow) {\n            const now = timestampProvider.now();\n            let last = 0;\n            for (let i = 1; i < buffer.length && buffer[i] <= now; i += 2) {\n                last = i;\n            }\n            last && buffer.splice(0, last + 1);\n        }\n    }\n}\n//# sourceMappingURL=ReplaySubject.js.map","import { identity } from './identity';\nexport function pipe(...fns) {\n    return pipeFromArray(fns);\n}\nexport function pipeFromArray(fns) {\n    if (fns.length === 0) {\n        return identity;\n    }\n    if (fns.length === 1) {\n        return fns[0];\n    }\n    return function piped(input) {\n        return fns.reduce((prev, fn) => fn(prev), input);\n    };\n}\n//# sourceMappingURL=pipe.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function mapTo(value) {\n    return operate((source, subscriber) => {\n        source.subscribe(new OperatorSubscriber(subscriber, () => subscriber.next(value)));\n    });\n}\n//# sourceMappingURL=mapTo.js.map","import { Observable } from '../Observable';\nimport { innerFrom } from './from';\nexport function defer(observableFactory) {\n    return new Observable((subscriber) => {\n        innerFrom(observableFactory()).subscribe(subscriber);\n    });\n}\n//# sourceMappingURL=defer.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function filter(predicate, thisArg) {\n    return operate((source, subscriber) => {\n        let index = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => predicate.call(thisArg, value, index++) && subscriber.next(value)));\n    });\n}\n//# sourceMappingURL=filter.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function distinctUntilChanged(compare, keySelector) {\n    compare = compare !== null && compare !== void 0 ? compare : defaultCompare;\n    return operate((source, subscriber) => {\n        let prev;\n        let first = true;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            ((first && ((prev = value), 1)) || !compare(prev, (prev = keySelector ? keySelector(value) : value))) &&\n                subscriber.next(value);\n            first = false;\n        }));\n    });\n}\nfunction defaultCompare(a, b) {\n    return a === b;\n}\n//# sourceMappingURL=distinctUntilChanged.js.map","/*!\n * escape-html\n * Copyright(c) 2012-2013 TJ Holowaychuk\n * Copyright(c) 2015 Andreas Lubbe\n * Copyright(c) 2015 Tiancheng \"Timothy\" Gu\n * MIT Licensed\n */\n\n'use strict';\n\n/**\n * Module variables.\n * @private\n */\n\nvar matchHtmlRegExp = /[\"'&<>]/;\n\n/**\n * Module exports.\n * @public\n */\n\nmodule.exports = escapeHtml;\n\n/**\n * Escape special characters in the given string of html.\n *\n * @param  {string} string The string to escape for inserting into HTML\n * @return {string}\n * @public\n */\n\nfunction escapeHtml(string) {\n  var str = '' + string;\n  var match = matchHtmlRegExp.exec(str);\n\n  if (!match) {\n    return str;\n  }\n\n  var escape;\n  var html = '';\n  var index = 0;\n  var lastIndex = 0;\n\n  for (index = match.index; index < str.length; index++) {\n    switch (str.charCodeAt(index)) {\n      case 34: // \"\n        escape = '&quot;';\n        break;\n      case 38: // &\n        escape = '&amp;';\n        break;\n      case 39: // '\n        escape = '&#39;';\n        break;\n      case 60: // <\n        escape = '&lt;';\n        break;\n      case 62: // >\n        escape = '&gt;';\n        break;\n      default:\n        continue;\n    }\n\n    if (lastIndex !== index) {\n      html += str.substring(lastIndex, index);\n    }\n\n    lastIndex = index + 1;\n    html += escape;\n  }\n\n  return lastIndex !== index\n    ? html + str.substring(lastIndex, index)\n    : html;\n}\n","(function (global, factory) {\n  typeof exports === 'object' && typeof module !== 'undefined' ? factory() :\n  typeof define === 'function' && define.amd ? define(factory) :\n  (factory());\n}(this, (function () { 'use strict';\n\n  /**\n   * Applies the :focus-visible polyfill at the given scope.\n   * A scope in this case is either the top-level Document or a Shadow Root.\n   *\n   * @param {(Document|ShadowRoot)} scope\n   * @see https://github.com/WICG/focus-visible\n   */\n  function applyFocusVisiblePolyfill(scope) {\n    var hadKeyboardEvent = true;\n    var hadFocusVisibleRecently = false;\n    var hadFocusVisibleRecentlyTimeout = null;\n\n    var inputTypesAllowlist = {\n      text: true,\n      search: true,\n      url: true,\n      tel: true,\n      email: true,\n      password: true,\n      number: true,\n      date: true,\n      month: true,\n      week: true,\n      time: true,\n      datetime: true,\n      'datetime-local': true\n    };\n\n    /**\n     * Helper function for legacy browsers and iframes which sometimes focus\n     * elements like document, body, and non-interactive SVG.\n     * @param {Element} el\n     */\n    function isValidFocusTarget(el) {\n      if (\n        el &&\n        el !== document &&\n        el.nodeName !== 'HTML' &&\n        el.nodeName !== 'BODY' &&\n        'classList' in el &&\n        'contains' in el.classList\n      ) {\n        return true;\n      }\n      return false;\n    }\n\n    /**\n     * Computes whether the given element should automatically trigger the\n     * `focus-visible` class being added, i.e. whether it should always match\n     * `:focus-visible` when focused.\n     * @param {Element} el\n     * @return {boolean}\n     */\n    function focusTriggersKeyboardModality(el) {\n      var type = el.type;\n      var tagName = el.tagName;\n\n      if (tagName === 'INPUT' && inputTypesAllowlist[type] && !el.readOnly) {\n        return true;\n      }\n\n      if (tagName === 'TEXTAREA' && !el.readOnly) {\n        return true;\n      }\n\n      if (el.isContentEditable) {\n        return true;\n      }\n\n      return false;\n    }\n\n    /**\n     * Add the `focus-visible` class to the given element if it was not added by\n     * the author.\n     * @param {Element} el\n     */\n    function addFocusVisibleClass(el) {\n      if (el.classList.contains('focus-visible')) {\n        return;\n      }\n      el.classList.add('focus-visible');\n      el.setAttribute('data-focus-visible-added', '');\n    }\n\n    /**\n     * Remove the `focus-visible` class from the given element if it was not\n     * originally added by the author.\n     * @param {Element} el\n     */\n    function removeFocusVisibleClass(el) {\n      if (!el.hasAttribute('data-focus-visible-added')) {\n        return;\n      }\n      el.classList.remove('focus-visible');\n      el.removeAttribute('data-focus-visible-added');\n    }\n\n    /**\n     * If the most recent user interaction was via the keyboard;\n     * and the key press did not include a meta, alt/option, or control key;\n     * then the modality is keyboard. Otherwise, the modality is not keyboard.\n     * Apply `focus-visible` to any current active element and keep track\n     * of our keyboard modality state with `hadKeyboardEvent`.\n     * @param {KeyboardEvent} e\n     */\n    function onKeyDown(e) {\n      if (e.metaKey || e.altKey || e.ctrlKey) {\n        return;\n      }\n\n      if (isValidFocusTarget(scope.activeElement)) {\n        addFocusVisibleClass(scope.activeElement);\n      }\n\n      hadKeyboardEvent = true;\n    }\n\n    /**\n     * If at any point a user clicks with a pointing device, ensure that we change\n     * the modality away from keyboard.\n     * This avoids the situation where a user presses a key on an already focused\n     * element, and then clicks on a different element, focusing it with a\n     * pointing device, while we still think we're in keyboard modality.\n     * @param {Event} e\n     */\n    function onPointerDown(e) {\n      hadKeyboardEvent = false;\n    }\n\n    /**\n     * On `focus`, add the `focus-visible` class to the target if:\n     * - the target received focus as a result of keyboard navigation, or\n     * - the event target is an element that will likely require interaction\n     *   via the keyboard (e.g. a text box)\n     * @param {Event} e\n     */\n    function onFocus(e) {\n      // Prevent IE from focusing the document or HTML element.\n      if (!isValidFocusTarget(e.target)) {\n        return;\n      }\n\n      if (hadKeyboardEvent || focusTriggersKeyboardModality(e.target)) {\n        addFocusVisibleClass(e.target);\n      }\n    }\n\n    /**\n     * On `blur`, remove the `focus-visible` class from the target.\n     * @param {Event} e\n     */\n    function onBlur(e) {\n      if (!isValidFocusTarget(e.target)) {\n        return;\n      }\n\n      if (\n        e.target.classList.contains('focus-visible') ||\n        e.target.hasAttribute('data-focus-visible-added')\n      ) {\n        // To detect a tab/window switch, we look for a blur event followed\n        // rapidly by a visibility change.\n        // If we don't see a visibility change within 100ms, it's probably a\n        // regular focus change.\n        hadFocusVisibleRecently = true;\n        window.clearTimeout(hadFocusVisibleRecentlyTimeout);\n        hadFocusVisibleRecentlyTimeout = window.setTimeout(function() {\n          hadFocusVisibleRecently = false;\n        }, 100);\n        removeFocusVisibleClass(e.target);\n      }\n    }\n\n    /**\n     * If the user changes tabs, keep track of whether or not the previously\n     * focused element had .focus-visible.\n     * @param {Event} e\n     */\n    function onVisibilityChange(e) {\n      if (document.visibilityState === 'hidden') {\n        // If the tab becomes active again, the browser will handle calling focus\n        // on the element (Safari actually calls it twice).\n        // If this tab change caused a blur on an element with focus-visible,\n        // re-apply the class when the user switches back to the tab.\n        if (hadFocusVisibleRecently) {\n          hadKeyboardEvent = true;\n        }\n        addInitialPointerMoveListeners();\n      }\n    }\n\n    /**\n     * Add a group of listeners to detect usage of any pointing devices.\n     * These listeners will be added when the polyfill first loads, and anytime\n     * the window is blurred, so that they are active when the window regains\n     * focus.\n     */\n    function addInitialPointerMoveListeners() {\n      document.addEventListener('mousemove', onInitialPointerMove);\n      document.addEventListener('mousedown', onInitialPointerMove);\n      document.addEventListener('mouseup', onInitialPointerMove);\n      document.addEventListener('pointermove', onInitialPointerMove);\n      document.addEventListener('pointerdown', onInitialPointerMove);\n      document.addEventListener('pointerup', onInitialPointerMove);\n      document.addEventListener('touchmove', onInitialPointerMove);\n      document.addEventListener('touchstart', onInitialPointerMove);\n      document.addEventListener('touchend', onInitialPointerMove);\n    }\n\n    function removeInitialPointerMoveListeners() {\n      document.removeEventListener('mousemove', onInitialPointerMove);\n      document.removeEventListener('mousedown', onInitialPointerMove);\n      document.removeEventListener('mouseup', onInitialPointerMove);\n      document.removeEventListener('pointermove', onInitialPointerMove);\n      document.removeEventListener('pointerdown', onInitialPointerMove);\n      document.removeEventListener('pointerup', onInitialPointerMove);\n      document.removeEventListener('touchmove', onInitialPointerMove);\n      document.removeEventListener('touchstart', onInitialPointerMove);\n      document.removeEventListener('touchend', onInitialPointerMove);\n    }\n\n    /**\n     * When the polfyill first loads, assume the user is in keyboard modality.\n     * If any event is received from a pointing device (e.g. mouse, pointer,\n     * touch), turn off keyboard modality.\n     * This accounts for situations where focus enters the page from the URL bar.\n     * @param {Event} e\n     */\n    function onInitialPointerMove(e) {\n      // Work around a Safari quirk that fires a mousemove on <html> whenever the\n      // window blurs, even if you're tabbing out of the page. ¯\\_(ツ)_/¯\n      if (e.target.nodeName && e.target.nodeName.toLowerCase() === 'html') {\n        return;\n      }\n\n      hadKeyboardEvent = false;\n      removeInitialPointerMoveListeners();\n    }\n\n    // For some kinds of state, we are interested in changes at the global scope\n    // only. For example, global pointer input, global key presses and global\n    // visibility change should affect the state at every scope:\n    document.addEventListener('keydown', onKeyDown, true);\n    document.addEventListener('mousedown', onPointerDown, true);\n    document.addEventListener('pointerdown', onPointerDown, true);\n    document.addEventListener('touchstart', onPointerDown, true);\n    document.addEventListener('visibilitychange', onVisibilityChange, true);\n\n    addInitialPointerMoveListeners();\n\n    // For focus and blur, we specifically care about state changes in the local\n    // scope. This is because focus / blur events that originate from within a\n    // shadow root are not re-dispatched from the host element if it was already\n    // the active element in its own scope:\n    scope.addEventListener('focus', onFocus, true);\n    scope.addEventListener('blur', onBlur, true);\n\n    // We detect that a node is a ShadowRoot by ensuring that it is a\n    // DocumentFragment and also has a host property. This check covers native\n    // implementation and polyfill implementation transparently. If we only cared\n    // about the native implementation, we could just check if the scope was\n    // an instance of a ShadowRoot.\n    if (scope.nodeType === Node.DOCUMENT_FRAGMENT_NODE && scope.host) {\n      // Since a ShadowRoot is a special kind of DocumentFragment, it does not\n      // have a root element to add a class to. So, we add this attribute to the\n      // host element instead:\n      scope.host.setAttribute('data-js-focus-visible', '');\n    } else if (scope.nodeType === Node.DOCUMENT_NODE) {\n      document.documentElement.classList.add('js-focus-visible');\n      document.documentElement.setAttribute('data-js-focus-visible', '');\n    }\n  }\n\n  // It is important to wrap all references to global window and document in\n  // these checks to support server-side rendering use cases\n  // @see https://github.com/WICG/focus-visible/issues/199\n  if (typeof window !== 'undefined' && typeof document !== 'undefined') {\n    // Make the polyfill helper globally available. This can be used as a signal\n    // to interested libraries that wish to coordinate with the polyfill for e.g.,\n    // applying the polyfill to a shadow root:\n    window.applyFocusVisiblePolyfill = applyFocusVisiblePolyfill;\n\n    // Notify interested libraries of the polyfill's presence, in case the\n    // polyfill was loaded lazily:\n    var event;\n\n    try {\n      event = new CustomEvent('focus-visible-polyfill-ready');\n    } catch (error) {\n      // IE11 does not support using CustomEvent as a constructor directly:\n      event = document.createEvent('CustomEvent');\n      event.initCustomEvent('focus-visible-polyfill-ready', false, false, {});\n    }\n\n    window.dispatchEvent(event);\n  }\n\n  if (typeof document !== 'undefined') {\n    // Apply the polyfill to the global document, so that no JavaScript\n    // coordination is required to use the polyfill in the top-level document:\n    applyFocusVisiblePolyfill(document);\n  }\n\n})));\n","import { Observable } from '../Observable';\nimport { mergeMap } from '../operators/mergeMap';\nimport { isArrayLike } from '../util/isArrayLike';\nimport { isFunction } from '../util/isFunction';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\nimport { internalFromArray } from './fromArray';\nconst nodeEventEmitterMethods = ['addListener', 'removeListener'];\nconst eventTargetMethods = ['addEventListener', 'removeEventListener'];\nconst jqueryMethods = ['on', 'off'];\nexport function fromEvent(target, eventName, options, resultSelector) {\n    if (isFunction(options)) {\n        resultSelector = options;\n        options = undefined;\n    }\n    if (resultSelector) {\n        return fromEvent(target, eventName, options).pipe(mapOneOrManyArgs(resultSelector));\n    }\n    const [add, remove] = isEventTarget(target)\n        ? eventTargetMethods.map((methodName) => (handler) => target[methodName](eventName, handler, options))\n        :\n            isNodeStyleEventEmitter(target)\n                ? nodeEventEmitterMethods.map(toCommonHandlerRegistry(target, eventName))\n                : isJQueryStyleEventEmitter(target)\n                    ? jqueryMethods.map(toCommonHandlerRegistry(target, eventName))\n                    : [];\n    if (!add) {\n        if (isArrayLike(target)) {\n            return mergeMap((subTarget) => fromEvent(subTarget, eventName, options))(internalFromArray(target));\n        }\n    }\n    return new Observable((subscriber) => {\n        if (!add) {\n            throw new TypeError('Invalid event target');\n        }\n        const handler = (...args) => subscriber.next(1 < args.length ? args : args[0]);\n        add(handler);\n        return () => remove(handler);\n    });\n}\nfunction toCommonHandlerRegistry(target, eventName) {\n    return (methodName) => (handler) => target[methodName](eventName, handler);\n}\nfunction isNodeStyleEventEmitter(target) {\n    return isFunction(target.addListener) && isFunction(target.removeListener);\n}\nfunction isJQueryStyleEventEmitter(target) {\n    return isFunction(target.on) && isFunction(target.off);\n}\nfunction isEventTarget(target) {\n    return isFunction(target.addEventListener) && isFunction(target.removeEventListener);\n}\n//# sourceMappingURL=fromEvent.js.map","import { mergeAll } from '../operators/mergeAll';\nimport { internalFromArray } from './fromArray';\nimport { argsOrArgArray } from '../util/argsOrArgArray';\nimport { innerFrom } from './from';\nimport { EMPTY } from './empty';\nimport { popNumber, popScheduler } from '../util/args';\nexport function merge(...args) {\n    const scheduler = popScheduler(args);\n    const concurrent = popNumber(args, Infinity);\n    const sources = argsOrArgArray(args);\n    return !sources.length\n        ?\n            EMPTY\n        : sources.length === 1\n            ?\n                innerFrom(sources[0])\n            :\n                mergeAll(concurrent)(internalFromArray(sources, scheduler));\n}\n//# sourceMappingURL=merge.js.map","import { concat } from '../observable/concat';\nimport { popScheduler } from '../util/args';\nimport { operate } from '../util/lift';\nexport function startWith(...values) {\n    const scheduler = popScheduler(values);\n    return operate((source, subscriber) => {\n        (scheduler ? concat(values, source, scheduler) : concat(values, source)).subscribe(subscriber);\n    });\n}\n//# sourceMappingURL=startWith.js.map","import { internalFromArray } from './fromArray';\nimport { scheduleArray } from '../scheduled/scheduleArray';\nimport { popScheduler } from '../util/args';\nexport function of(...args) {\n    const scheduler = popScheduler(args);\n    return scheduler ? scheduleArray(args, scheduler) : internalFromArray(args);\n}\n//# sourceMappingURL=of.js.map","import { Observable } from '../Observable';\nimport { noop } from '../util/noop';\nexport const NEVER = new Observable(noop);\nexport function never() {\n    return NEVER;\n}\n//# sourceMappingURL=never.js.map","import { operate } from '../util/lift';\nexport function finalize(callback) {\n    return operate((source, subscriber) => {\n        source.subscribe(subscriber);\n        subscriber.add(callback);\n    });\n}\n//# sourceMappingURL=finalize.js.map","import { ReplaySubject } from '../ReplaySubject';\nimport { operate } from '../util/lift';\nexport function shareReplay(configOrBufferSize, windowTime, scheduler) {\n    let config;\n    if (configOrBufferSize && typeof configOrBufferSize === 'object') {\n        config = configOrBufferSize;\n    }\n    else {\n        config = {\n            bufferSize: configOrBufferSize,\n            windowTime,\n            refCount: false,\n            scheduler\n        };\n    }\n    return operate(shareReplayOperator(config));\n}\nfunction shareReplayOperator({ bufferSize = Infinity, windowTime = Infinity, refCount: useRefCount, scheduler }) {\n    let subject;\n    let refCount = 0;\n    let subscription;\n    return (source, subscriber) => {\n        refCount++;\n        let innerSub;\n        if (!subject) {\n            subject = new ReplaySubject(bufferSize, windowTime, scheduler);\n            innerSub = subject.subscribe(subscriber);\n            subscription = source.subscribe({\n                next(value) { subject.next(value); },\n                error(err) {\n                    const dest = subject;\n                    subscription = undefined;\n                    subject = undefined;\n                    dest.error(err);\n                },\n                complete() {\n                    subscription = undefined;\n                    subject.complete();\n                },\n            });\n            if (subscription.closed) {\n                subscription = undefined;\n            }\n        }\n        else {\n            innerSub = subject.subscribe(subscriber);\n        }\n        subscriber.add(() => {\n            refCount--;\n            innerSub.unsubscribe();\n            if (useRefCount && refCount === 0 && subscription) {\n                subscription.unsubscribe();\n                subscription = undefined;\n                subject = undefined;\n            }\n        });\n    };\n}\n//# sourceMappingURL=shareReplay.js.map","import { isFunction } from '../util/isFunction';\nimport { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { identity } from '../util/identity';\nexport function tap(observerOrNext, error, complete) {\n    const tapObserver = isFunction(observerOrNext) || error || complete ? { next: observerOrNext, error, complete } : observerOrNext;\n    return tapObserver\n        ? operate((source, subscriber) => {\n            source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n                var _a;\n                (_a = tapObserver.next) === null || _a === void 0 ? void 0 : _a.call(tapObserver, value);\n                subscriber.next(value);\n            }, (err) => {\n                var _a;\n                (_a = tapObserver.error) === null || _a === void 0 ? void 0 : _a.call(tapObserver, err);\n                subscriber.error(err);\n            }, () => {\n                var _a;\n                (_a = tapObserver.complete) === null || _a === void 0 ? void 0 : _a.call(tapObserver);\n                subscriber.complete();\n            }));\n        })\n        :\n            identity;\n}\n//# sourceMappingURL=tap.js.map","import { Subject } from './Subject';\nexport class BehaviorSubject extends Subject {\n    constructor(_value) {\n        super();\n        this._value = _value;\n    }\n    get value() {\n        return this.getValue();\n    }\n    _subscribe(subscriber) {\n        const subscription = super._subscribe(subscriber);\n        !subscription.closed && subscriber.next(this._value);\n        return subscription;\n    }\n    getValue() {\n        const { hasError, thrownError, _value } = this;\n        if (hasError) {\n            throw thrownError;\n        }\n        this._throwIfClosed();\n        return _value;\n    }\n    next(value) {\n        super.next((this._value = value));\n    }\n}\n//# sourceMappingURL=BehaviorSubject.js.map","import { distinctUntilChanged } from './distinctUntilChanged';\nexport function distinctUntilKeyChanged(key, compare) {\n    return distinctUntilChanged((x, y) => compare ? compare(x[key], y[key]) : x[key] === y[key]);\n}\n//# sourceMappingURL=distinctUntilKeyChanged.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/from';\nexport const defaultThrottleConfig = {\n    leading: true,\n    trailing: false,\n};\nexport function throttle(durationSelector, { leading, trailing } = defaultThrottleConfig) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        let sendValue = null;\n        let throttled = null;\n        let isComplete = false;\n        const endThrottling = () => {\n            throttled === null || throttled === void 0 ? void 0 : throttled.unsubscribe();\n            throttled = null;\n            if (trailing) {\n                send();\n                isComplete && subscriber.complete();\n            }\n        };\n        const cleanupThrottling = () => {\n            throttled = null;\n            isComplete && subscriber.complete();\n        };\n        const startThrottle = (value) => (throttled = innerFrom(durationSelector(value)).subscribe(new OperatorSubscriber(subscriber, endThrottling, undefined, cleanupThrottling)));\n        const send = () => {\n            if (hasValue) {\n                subscriber.next(sendValue);\n                !isComplete && startThrottle(sendValue);\n            }\n            hasValue = false;\n            sendValue = null;\n        };\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            hasValue = true;\n            sendValue = value;\n            !(throttled && !throttled.closed) && (leading ? send() : startThrottle(value));\n        }, undefined, () => {\n            isComplete = true;\n            !(trailing && hasValue && throttled && !throttled.closed) && subscriber.complete();\n        }));\n    });\n}\n//# sourceMappingURL=throttle.js.map","import { switchMap } from './switchMap';\nexport function switchMapTo(innerObservable, resultSelector) {\n    return resultSelector ? switchMap(() => innerObservable, resultSelector) : switchMap(() => innerObservable);\n}\n//# sourceMappingURL=switchMapTo.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function observeOn(scheduler, delay = 0) {\n    return operate((source, subscriber) => {\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => subscriber.add(scheduler.schedule(() => subscriber.next(value), delay)), (err) => subscriber.add(scheduler.schedule(() => subscriber.error(err), delay)), () => subscriber.add(scheduler.schedule(() => subscriber.complete(), delay))));\n    });\n}\n//# sourceMappingURL=observeOn.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/from';\nimport { identity } from '../util/identity';\nimport { noop } from '../util/noop';\nimport { popResultSelector } from '../util/args';\nexport function withLatestFrom(...inputs) {\n    const project = popResultSelector(inputs);\n    return operate((source, subscriber) => {\n        const len = inputs.length;\n        const otherValues = new Array(len);\n        let hasValue = inputs.map(() => false);\n        let ready = false;\n        for (let i = 0; i < len; i++) {\n            innerFrom(inputs[i]).subscribe(new OperatorSubscriber(subscriber, (value) => {\n                otherValues[i] = value;\n                if (!ready && !hasValue[i]) {\n                    hasValue[i] = true;\n                    (ready = hasValue.every(identity)) && (hasValue = null);\n                }\n            }, undefined, noop));\n        }\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            if (ready) {\n                const values = [value, ...otherValues];\n                subscriber.next(project ? project(...values) : values);\n            }\n        }));\n    });\n}\n//# sourceMappingURL=withLatestFrom.js.map","import { operate } from '../util/lift';\nimport { noop } from '../util/noop';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function sample(notifier) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        let lastValue = null;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            hasValue = true;\n            lastValue = value;\n        }));\n        const emit = () => {\n            if (hasValue) {\n                hasValue = false;\n                const value = lastValue;\n                lastValue = null;\n                subscriber.next(value);\n            }\n        };\n        notifier.subscribe(new OperatorSubscriber(subscriber, emit, undefined, noop));\n    });\n}\n//# sourceMappingURL=sample.js.map","import { filter } from './filter';\nexport function skip(count) {\n    return filter((_, index) => count <= index);\n}\n//# sourceMappingURL=skip.js.map","import { innerFrom } from '../observable/from';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { operate } from '../util/lift';\nexport function catchError(selector) {\n    return operate((source, subscriber) => {\n        let innerSub = null;\n        let syncUnsub = false;\n        let handledResult;\n        innerSub = source.subscribe(new OperatorSubscriber(subscriber, undefined, (err) => {\n            handledResult = innerFrom(selector(err, catchError(selector)(source)));\n            if (innerSub) {\n                innerSub.unsubscribe();\n                innerSub = null;\n                handledResult.subscribe(subscriber);\n            }\n            else {\n                syncUnsub = true;\n            }\n        }));\n        if (syncUnsub) {\n            innerSub.unsubscribe();\n            innerSub = null;\n            handledResult.subscribe(subscriber);\n        }\n    });\n}\n//# sourceMappingURL=catchError.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { arrRemove } from '../util/arrRemove';\nexport function bufferCount(bufferSize, startBufferEvery = null) {\n    startBufferEvery = startBufferEvery !== null && startBufferEvery !== void 0 ? startBufferEvery : bufferSize;\n    return operate((source, subscriber) => {\n        let buffers = [];\n        let count = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            let toEmit = null;\n            if (count++ % startBufferEvery === 0) {\n                buffers.push([]);\n            }\n            for (const buffer of buffers) {\n                buffer.push(value);\n                if (bufferSize <= buffer.length) {\n                    toEmit = toEmit !== null && toEmit !== void 0 ? toEmit : [];\n                    toEmit.push(buffer);\n                }\n            }\n            if (toEmit) {\n                for (const buffer of toEmit) {\n                    arrRemove(buffers, buffer);\n                    subscriber.next(buffer);\n                }\n            }\n        }, undefined, () => {\n            for (const buffer of buffers) {\n                subscriber.next(buffer);\n            }\n            subscriber.complete();\n        }, () => {\n            buffers = null;\n        }));\n    });\n}\n//# sourceMappingURL=bufferCount.js.map","import { mergeMap } from './mergeMap';\nimport { isFunction } from '../util/isFunction';\nexport function concatMap(project, resultSelector) {\n    return isFunction(resultSelector) ? mergeMap(project, resultSelector, 1) : mergeMap(project, 1);\n}\n//# sourceMappingURL=concatMap.js.map","import { defer } from './defer';\nexport function iif(condition, trueResult, falseResult) {\n    return defer(() => (condition() ? trueResult : falseResult));\n}\n//# sourceMappingURL=iif.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function defaultIfEmpty(defaultValue = null) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            hasValue = true;\n            subscriber.next(value);\n        }, undefined, () => {\n            if (!hasValue) {\n                subscriber.next(defaultValue);\n            }\n            subscriber.complete();\n        }));\n    });\n}\n//# sourceMappingURL=defaultIfEmpty.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nexport function refCount() {\n    return operate((source, subscriber) => {\n        let connection = null;\n        source._refCount++;\n        const refCounter = new OperatorSubscriber(subscriber, undefined, undefined, undefined, () => {\n            if (!source || source._refCount <= 0 || 0 < --source._refCount) {\n                connection = null;\n                return;\n            }\n            const sharedConnection = source._connection;\n            const conn = connection;\n            connection = null;\n            if (sharedConnection && (!conn || sharedConnection === conn)) {\n                sharedConnection.unsubscribe();\n            }\n            subscriber.unsubscribe();\n        });\n        source.subscribe(refCounter);\n        if (!refCounter.closed) {\n            connection = source.connect();\n        }\n    });\n}\n//# sourceMappingURL=refCount.js.map","import { Observable } from '../Observable';\nimport { Subscription } from '../Subscription';\nimport { refCount as higherOrderRefCount } from '../operators/refCount';\nimport { OperatorSubscriber } from '../operators/OperatorSubscriber';\nexport class ConnectableObservable extends Observable {\n    constructor(source, subjectFactory) {\n        super();\n        this.source = source;\n        this.subjectFactory = subjectFactory;\n        this._subject = null;\n        this._refCount = 0;\n        this._connection = null;\n    }\n    _subscribe(subscriber) {\n        return this.getSubject().subscribe(subscriber);\n    }\n    getSubject() {\n        const subject = this._subject;\n        if (!subject || subject.isStopped) {\n            this._subject = this.subjectFactory();\n        }\n        return this._subject;\n    }\n    _teardown() {\n        this._refCount = 0;\n        const { _connection } = this;\n        this._subject = this._connection = null;\n        _connection === null || _connection === void 0 ? void 0 : _connection.unsubscribe();\n    }\n    connect() {\n        let connection = this._connection;\n        if (!connection) {\n            connection = this._connection = new Subscription();\n            const subject = this.getSubject();\n            connection.add(this.source.subscribe(new OperatorSubscriber(subject, undefined, (err) => {\n                this._teardown();\n                subject.error(err);\n            }, () => {\n                this._teardown();\n                subject.complete();\n            }, () => this._teardown())));\n            if (connection.closed) {\n                this._connection = null;\n                connection = Subscription.EMPTY;\n            }\n        }\n        return connection;\n    }\n    refCount() {\n        return higherOrderRefCount()(this);\n    }\n}\n//# sourceMappingURL=ConnectableObservable.js.map","import { multicast } from './multicast';\nimport { refCount } from './refCount';\nimport { Subject } from '../Subject';\nfunction shareSubjectFactory() {\n    return new Subject();\n}\nexport function share() {\n    return (source) => refCount()(multicast(shareSubjectFactory)(source));\n}\n//# sourceMappingURL=share.js.map","import { ConnectableObservable } from '../observable/ConnectableObservable';\nimport { hasLift, operate } from '../util/lift';\nimport { isFunction } from '../util/isFunction';\nexport function multicast(subjectOrSubjectFactory, selector) {\n    const subjectFactory = isFunction(subjectOrSubjectFactory) ? subjectOrSubjectFactory : () => subjectOrSubjectFactory;\n    if (isFunction(selector)) {\n        return operate((source, subscriber) => {\n            const subject = subjectFactory();\n            selector(subject).subscribe(subscriber).add(source.subscribe(subject));\n        });\n    }\n    return (source) => {\n        const connectable = new ConnectableObservable(source, subjectFactory);\n        if (hasLift(source)) {\n            connectable.lift = source.lift;\n        }\n        connectable.source = source;\n        connectable.subjectFactory = subjectFactory;\n        return connectable;\n    };\n}\n//# sourceMappingURL=multicast.js.map","import { Subscription } from '../Subscription';\nexport const animationFrameProvider = {\n    schedule(callback) {\n        let request = requestAnimationFrame;\n        let cancel = cancelAnimationFrame;\n        const { delegate } = animationFrameProvider;\n        if (delegate) {\n            request = delegate.requestAnimationFrame;\n            cancel = delegate.cancelAnimationFrame;\n        }\n        const handle = request((timestamp) => {\n            cancel = undefined;\n            callback(timestamp);\n        });\n        return new Subscription(() => cancel === null || cancel === void 0 ? void 0 : cancel(handle));\n    },\n    requestAnimationFrame(...args) {\n        const { delegate } = animationFrameProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.requestAnimationFrame) || requestAnimationFrame)(...args);\n    },\n    cancelAnimationFrame(...args) {\n        const { delegate } = animationFrameProvider;\n        return ((delegate === null || delegate === void 0 ? void 0 : delegate.cancelAnimationFrame) || cancelAnimationFrame)(...args);\n    },\n    delegate: undefined,\n};\n//# sourceMappingURL=animationFrameProvider.js.map","import { AsyncAction } from './AsyncAction';\nimport { animationFrameProvider } from './animationFrameProvider';\nexport class AnimationFrameAction extends AsyncAction {\n    constructor(scheduler, work) {\n        super(scheduler, work);\n        this.scheduler = scheduler;\n        this.work = work;\n    }\n    requestAsyncId(scheduler, id, delay = 0) {\n        if (delay !== null && delay > 0) {\n            return super.requestAsyncId(scheduler, id, delay);\n        }\n        scheduler.actions.push(this);\n        return scheduler.scheduled || (scheduler.scheduled = animationFrameProvider.requestAnimationFrame(() => scheduler.flush(undefined)));\n    }\n    recycleAsyncId(scheduler, id, delay = 0) {\n        if ((delay != null && delay > 0) || (delay == null && this.delay > 0)) {\n            return super.recycleAsyncId(scheduler, id, delay);\n        }\n        if (scheduler.actions.length === 0) {\n            animationFrameProvider.cancelAnimationFrame(id);\n            scheduler.scheduled = undefined;\n        }\n        return undefined;\n    }\n}\n//# sourceMappingURL=AnimationFrameAction.js.map","import { AsyncScheduler } from './AsyncScheduler';\nexport class AnimationFrameScheduler extends AsyncScheduler {\n    flush(action) {\n        this.active = true;\n        this.scheduled = undefined;\n        const { actions } = this;\n        let error;\n        let index = -1;\n        action = action || actions.shift();\n        const count = actions.length;\n        do {\n            if (error = action.execute(action.state, action.delay)) {\n                break;\n            }\n        } while (++index < count && (action = actions.shift()));\n        this.active = false;\n        if (error) {\n            while (++index < count && (action = actions.shift())) {\n                action.unsubscribe();\n            }\n            throw error;\n        }\n    }\n}\n//# sourceMappingURL=AnimationFrameScheduler.js.map","import { AnimationFrameAction } from './AnimationFrameAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\nexport const animationFrameScheduler = new AnimationFrameScheduler(AnimationFrameAction);\nexport const animationFrame = animationFrameScheduler;\n//# sourceMappingURL=animationFrame.js.map","import { concat } from '../observable/concat';\nimport { take } from './take';\nimport { ignoreElements } from './ignoreElements';\nimport { mapTo } from './mapTo';\nimport { mergeMap } from './mergeMap';\nexport function delayWhen(delayDurationSelector, subscriptionDelay) {\n    if (subscriptionDelay) {\n        return (source) => concat(subscriptionDelay.pipe(take(1), ignoreElements()), source.pipe(delayWhen(delayDurationSelector)));\n    }\n    return mergeMap((value, index) => delayDurationSelector(value, index).pipe(take(1), mapTo(value)));\n}\n//# sourceMappingURL=delayWhen.js.map","import { operate } from '../util/lift';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { noop } from '../util/noop';\nexport function ignoreElements() {\n    return operate((source, subscriber) => {\n        source.subscribe(new OperatorSubscriber(subscriber, noop));\n    });\n}\n//# sourceMappingURL=ignoreElements.js.map","import { asyncScheduler } from '../scheduler/async';\nimport { delayWhen } from './delayWhen';\nimport { timer } from '../observable/timer';\nexport function delay(due, scheduler = asyncScheduler) {\n    const duration = timer(due, scheduler);\n    return delayWhen(() => duration);\n}\n//# sourceMappingURL=delay.js.map","const { isArray } = Array;\nconst { getPrototypeOf, prototype: objectProto, keys: getKeys } = Object;\nexport function argsArgArrayOrObject(args) {\n    if (args.length === 1) {\n        const first = args[0];\n        if (isArray(first)) {\n            return { args: first, keys: null };\n        }\n        if (isPOJO(first)) {\n            const keys = getKeys(first);\n            return {\n                args: keys.map((key) => first[key]),\n                keys,\n            };\n        }\n    }\n    return { args: args, keys: null };\n}\nfunction isPOJO(obj) {\n    return obj && typeof obj === 'object' && getPrototypeOf(obj) === objectProto;\n}\n//# sourceMappingURL=argsArgArrayOrObject.js.map","import { Observable } from '../Observable';\nimport { argsArgArrayOrObject } from '../util/argsArgArrayOrObject';\nimport { Subscriber } from '../Subscriber';\nimport { from } from './from';\nimport { identity } from '../util/identity';\nimport { mapOneOrManyArgs } from '../util/mapOneOrManyArgs';\nimport { popResultSelector, popScheduler } from '../util/args';\nexport function combineLatest(...args) {\n    const scheduler = popScheduler(args);\n    const resultSelector = popResultSelector(args);\n    const { args: observables, keys } = argsArgArrayOrObject(args);\n    const result = new Observable(combineLatestInit(observables, scheduler, keys\n        ?\n            (values) => {\n                const value = {};\n                for (let i = 0; i < values.length; i++) {\n                    value[keys[i]] = values[i];\n                }\n                return value;\n            }\n        :\n            identity));\n    if (resultSelector) {\n        return result.pipe(mapOneOrManyArgs(resultSelector));\n    }\n    return result;\n}\nclass CombineLatestSubscriber extends Subscriber {\n    constructor(destination, _next, shouldComplete) {\n        super(destination);\n        this._next = _next;\n        this.shouldComplete = shouldComplete;\n    }\n    _complete() {\n        if (this.shouldComplete()) {\n            super._complete();\n        }\n        else {\n            this.unsubscribe();\n        }\n    }\n}\nexport function combineLatestInit(observables, scheduler, valueTransform = identity) {\n    return (subscriber) => {\n        const primarySubscribe = () => {\n            const { length } = observables;\n            const values = new Array(length);\n            let active = length;\n            const hasValues = observables.map(() => false);\n            let waitingForFirstValues = true;\n            const emit = () => subscriber.next(valueTransform(values.slice()));\n            for (let i = 0; i < length; i++) {\n                const subscribe = () => {\n                    const source = from(observables[i], scheduler);\n                    source.subscribe(new CombineLatestSubscriber(subscriber, (value) => {\n                        values[i] = value;\n                        if (waitingForFirstValues) {\n                            hasValues[i] = true;\n                            waitingForFirstValues = !hasValues.every(identity);\n                        }\n                        if (!waitingForFirstValues) {\n                            emit();\n                        }\n                    }, () => --active === 0));\n                };\n                maybeSchedule(scheduler, subscribe, subscriber);\n            }\n        };\n        maybeSchedule(scheduler, primarySubscribe, subscriber);\n    };\n}\nfunction maybeSchedule(scheduler, execute, subscription) {\n    if (scheduler) {\n        subscription.add(scheduler.schedule(execute));\n    }\n    else {\n        execute();\n    }\n}\n//# sourceMappingURL=combineLatest.js.map","import { OperatorSubscriber } from './OperatorSubscriber';\nexport function scanInternals(accumulator, seed, hasSeed, emitOnNext, emitBeforeComplete) {\n    return (source, subscriber) => {\n        let hasState = hasSeed;\n        let state = seed;\n        let index = 0;\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            const i = index++;\n            state = hasState\n                ?\n                    accumulator(state, value, i)\n                :\n                    ((hasState = true), value);\n            emitOnNext && subscriber.next(state);\n        }, undefined, emitBeforeComplete &&\n            (() => {\n                hasState && subscriber.next(state);\n                subscriber.complete();\n            })));\n    };\n}\n//# sourceMappingURL=scanInternals.js.map","import { operate } from '../util/lift';\nimport { scanInternals } from './scanInternals';\nexport function scan(accumulator, seed) {\n    return operate(scanInternals(accumulator, seed, arguments.length >= 2, true));\n}\n//# sourceMappingURL=scan.js.map","import { zip as zipStatic } from '../observable/zip';\nimport { operate } from '../util/lift';\nexport function zip(...sources) {\n    return operate((source, subscriber) => {\n        zipStatic(source, ...sources).subscribe(subscriber);\n    });\n}\nexport function zipWith(...otherInputs) {\n    return zip(...otherInputs);\n}\n//# sourceMappingURL=zipWith.js.map","import { Observable } from '../Observable';\nimport { innerFrom } from './from';\nimport { argsOrArgArray } from '../util/argsOrArgArray';\nimport { EMPTY } from './empty';\nimport { OperatorSubscriber } from '../operators/OperatorSubscriber';\nimport { popResultSelector } from '../util/args';\nexport function zip(...args) {\n    const resultSelector = popResultSelector(args);\n    const sources = argsOrArgArray(args);\n    return sources.length\n        ? new Observable((subscriber) => {\n            let buffers = sources.map(() => []);\n            let completed = sources.map(() => false);\n            subscriber.add(() => {\n                buffers = completed = null;\n            });\n            for (let sourceIndex = 0; !subscriber.closed && sourceIndex < sources.length; sourceIndex++) {\n                innerFrom(sources[sourceIndex]).subscribe(new OperatorSubscriber(subscriber, (value) => {\n                    buffers[sourceIndex].push(value);\n                    if (buffers.every((buffer) => buffer.length)) {\n                        const result = buffers.map((buffer) => buffer.shift());\n                        subscriber.next(resultSelector ? resultSelector(...result) : result);\n                        if (buffers.some((buffer, i) => !buffer.length && completed[i])) {\n                            subscriber.complete();\n                        }\n                    }\n                }, undefined, () => {\n                    completed[sourceIndex] = true;\n                    !buffers[sourceIndex].length && subscriber.complete();\n                }));\n            }\n            return () => {\n                buffers = completed = null;\n            };\n        })\n        : EMPTY;\n}\n//# sourceMappingURL=zip.js.map","import { asyncScheduler } from '../scheduler/async';\nimport { debounce } from './debounce';\nimport { timer } from '../observable/timer';\nexport function debounceTime(dueTime, scheduler = asyncScheduler) {\n    const duration = timer(dueTime, scheduler);\n    return debounce(() => duration);\n}\n//# sourceMappingURL=debounceTime.js.map","import { operate } from '../util/lift';\nimport { noop } from '../util/noop';\nimport { OperatorSubscriber } from './OperatorSubscriber';\nimport { innerFrom } from '../observable/from';\nexport function debounce(durationSelector) {\n    return operate((source, subscriber) => {\n        let hasValue = false;\n        let lastValue = null;\n        let durationSubscriber = null;\n        const emit = () => {\n            durationSubscriber === null || durationSubscriber === void 0 ? void 0 : durationSubscriber.unsubscribe();\n            durationSubscriber = null;\n            if (hasValue) {\n                hasValue = false;\n                const value = lastValue;\n                lastValue = null;\n                subscriber.next(value);\n            }\n        };\n        source.subscribe(new OperatorSubscriber(subscriber, (value) => {\n            durationSubscriber === null || durationSubscriber === void 0 ? void 0 : durationSubscriber.unsubscribe();\n            hasValue = true;\n            lastValue = value;\n            durationSubscriber = new OperatorSubscriber(subscriber, emit, undefined, noop);\n            innerFrom(durationSelector(value)).subscribe(durationSubscriber);\n        }, undefined, () => {\n            emit();\n            subscriber.complete();\n        }, () => {\n            lastValue = durationSubscriber = null;\n        }));\n    });\n}\n//# sourceMappingURL=debounce.js.map"],"sourceRoot":""}
\ No newline at end of file
diff --git a/assets/stylesheets/main.3b61ea93.min.css b/assets/stylesheets/main.15aa0b43.min.css
similarity index 89%
rename from assets/stylesheets/main.3b61ea93.min.css
rename to assets/stylesheets/main.15aa0b43.min.css
index e1851c5..97e31c1 100644
--- a/assets/stylesheets/main.3b61ea93.min.css
+++ b/assets/stylesheets/main.15aa0b43.min.css
@@ -1,3 +1,3 @@
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.key-insert::before{padding-right:.4em;content:\"⎀\"}.md-typeset .keys .key-page-down::before{padding-right:.4em;content:\"⇟\"}.md-typeset .keys .key-page-up::before{padding-right:.4em;content:\"⇞\"}.md-typeset .keys .key-print-screen::before{padding-right:.4em;content:\"⎙\"}.md-typeset .keys .key-tab::after{padding-left:.4em;content:\"⇥\"}.md-typeset .keys .key-num-enter::after{padding-left:.4em;content:\"⌤\"}.md-typeset .keys .key-enter::after{padding-left:.4em;content:\"⏎\"}.md-typeset .tabbed-content{display:none;order:99;width:100%;box-shadow:0 -0.05rem var(--md-default-fg-color--lightest)}@media print{.md-typeset .tabbed-content{display:block;order:initial}}.md-typeset .tabbed-content>pre:only-child,.md-typeset .tabbed-content>.highlight:only-child pre,.md-typeset .tabbed-content>.highlighttable:only-child{margin:0}.md-typeset .tabbed-content>pre:only-child>code,.md-typeset .tabbed-content>.highlight:only-child pre>code,.md-typeset 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.tabbed-set>label:hover{color:var(--md-accent-fg-color)}:root{--md-tasklist-icon: svg-load( \"@primer/octicons/build/svg/check-circle-fill-24.svg\" );--md-tasklist-icon--checked: svg-load( \"@primer/octicons/build/svg/check-circle-fill-24.svg\" )}.md-typeset .task-list-item{position:relative;list-style-type:none}.md-typeset .task-list-item [type=checkbox]{position:absolute;top:.45em;left:-2em}[dir=rtl] .md-typeset .task-list-item [type=checkbox]{right:-2em;left:initial}.md-typeset .task-list-control [type=checkbox]{z-index:-1;opacity:0}.md-typeset .task-list-indicator::before{position:absolute;top:.15em;left:-1.5em;width:1.25em;height:1.25em;background-color:var(--md-default-fg-color--lightest);mask-image:var(--md-tasklist-icon);mask-repeat:no-repeat;mask-size:contain;content:\"\"}[dir=rtl] .md-typeset .task-list-indicator::before{right:-1.5em;left:initial}.md-typeset [type=checkbox]:checked+.task-list-indicator::before{background-color:#00e676;mask-image:var(--md-tasklist-icon--checked)}","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Enforce correct box model and prevent adjustments of font size after\n// orientation changes in IE and iOS\nhtml {\n  box-sizing: border-box;\n  text-size-adjust: none;\n}\n\n// All elements shall inherit the document default\n*,\n*::before,\n*::after {\n  box-sizing: inherit;\n}\n\n// Remove margin in all browsers\nbody {\n  margin: 0;\n}\n\n// Reset tap outlines on iOS and Android\na,\nbutton,\nlabel,\ninput {\n  -webkit-tap-highlight-color: transparent;\n}\n\n// Reset link styles\na {\n  color: inherit;\n  text-decoration: none;\n}\n\n// Normalize horizontal separator styles\nhr {\n  display: block;\n  box-sizing: content-box;\n  height: px2rem(1px);\n  padding: 0;\n  overflow: visible;\n  border: 0;\n}\n\n// Normalize font-size in all browsers\nsmall {\n  font-size: 80%;\n}\n\n// Prevent subscript and superscript from affecting line-height\nsub,\nsup {\n  line-height: 1em;\n}\n\n// Remove border on image\nimg {\n  border-style: none;\n}\n\n// Reset table styles\ntable {\n  border-collapse: separate;\n  border-spacing: 0;\n}\n\n// Reset table cell styles\ntd,\nth {\n  font-weight: 400;\n  vertical-align: top;\n}\n\n// Reset button styles\nbutton {\n  margin: 0;\n  padding: 0;\n  font-size: inherit;\n  background: transparent;\n  border: 0;\n}\n\n// Reset input styles\ninput {\n  border: 0;\n  outline: none;\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Color definitions\n:root {\n\n  // Default color shades\n  --md-default-fg-color:               hsla(0, 0%, 0%, 0.87);\n  --md-default-fg-color--light:        hsla(0, 0%, 0%, 0.54);\n  --md-default-fg-color--lighter:      hsla(0, 0%, 0%, 0.32);\n  --md-default-fg-color--lightest:     hsla(0, 0%, 0%, 0.07);\n  --md-default-bg-color:               hsla(0, 0%, 100%, 1);\n  --md-default-bg-color--light:        hsla(0, 0%, 100%, 0.7);\n  --md-default-bg-color--lighter:      hsla(0, 0%, 100%, 0.3);\n  --md-default-bg-color--lightest:     hsla(0, 0%, 100%, 0.12);\n\n  // Primary color shades\n  --md-primary-fg-color:               hsla(#{hex2hsl($clr-indigo-500)}, 1);\n  --md-primary-fg-color--light:        hsla(#{hex2hsl($clr-indigo-400)}, 1);\n  --md-primary-fg-color--dark:         hsla(#{hex2hsl($clr-indigo-700)}, 1);\n  --md-primary-bg-color:               hsla(0, 0%, 100%, 1);\n  --md-primary-bg-color--light:        hsla(0, 0%, 100%, 0.7);\n\n  // Accent color shades\n  --md-accent-fg-color:                hsla(#{hex2hsl($clr-indigo-a200)}, 1);\n  --md-accent-fg-color--transparent:   hsla(#{hex2hsl($clr-indigo-a200)}, 0.1);\n  --md-accent-bg-color:                hsla(0, 0%, 100%, 1);\n  --md-accent-bg-color--light:         hsla(0, 0%, 100%, 0.7);\n\n  // Light theme (default)\n  > * {\n\n    // Code color shades\n    --md-code-fg-color:                hsla(200, 18%, 26%, 1);\n    --md-code-bg-color:                hsla(0, 0%, 96%, 1);\n\n    // Code highlighting color shades\n    --md-code-hl-color:                hsla(#{hex2hsl($clr-yellow-a200)}, 0.5);\n    --md-code-hl-number-color:         hsla(0, 67%, 50%, 1);\n    --md-code-hl-special-color:        hsla(340, 83%, 47%, 1);\n    --md-code-hl-function-color:       hsla(291, 45%, 50%, 1);\n    --md-code-hl-constant-color:       hsla(250, 63%, 60%, 1);\n    --md-code-hl-keyword-color:        hsla(219, 54%, 51%, 1);\n    --md-code-hl-string-color:         hsla(150, 63%, 30%, 1);\n    --md-code-hl-name-color:           var(--md-code-fg-color);\n    --md-code-hl-operator-color:       var(--md-default-fg-color--light);\n    --md-code-hl-punctuation-color:    var(--md-default-fg-color--light);\n    --md-code-hl-comment-color:        var(--md-default-fg-color--light);\n    --md-code-hl-generic-color:        var(--md-default-fg-color--light);\n    --md-code-hl-variable-color:       var(--md-default-fg-color--light);\n\n    // Typeset color shades\n    --md-typeset-color:                var(--md-default-fg-color);\n    --md-typeset-a-color:              var(--md-primary-fg-color);\n\n    // Typeset `mark` color shades\n    --md-typeset-mark-color:           hsla(#{hex2hsl($clr-yellow-a200)}, 0.5);\n\n    // Typeset `del` and `ins` color shades\n    --md-typeset-del-color:            hsla(6, 90%, 60%, 0.15);\n    --md-typeset-ins-color:            hsla(150, 90%, 44%, 0.15);\n\n    // Typeset `kbd` color shades\n    --md-typeset-kbd-color:            hsla(0, 0%, 98%, 1);\n    --md-typeset-kbd-accent-color:     hsla(0, 100%, 100%, 1);\n    --md-typeset-kbd-border-color:     hsla(0, 0%, 72%, 1);\n\n    // Admonition color shades\n    --md-admonition-fg-color:          var(--md-default-fg-color);\n    --md-admonition-bg-color:          var(--md-default-bg-color);\n\n    // Footer color shades\n    --md-footer-fg-color:              hsla(0, 0%, 100%, 1);\n    --md-footer-fg-color--light:       hsla(0, 0%, 100%, 0.7);\n    --md-footer-fg-color--lighter:     hsla(0, 0%, 100%, 0.3);\n    --md-footer-bg-color:              hsla(0, 0%, 0%, 0.87);\n    --md-footer-bg-color--dark:        hsla(0, 0%, 0%, 0.32);\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon\n.md-icon {\n\n  // SVG defaults\n  svg {\n    display: block;\n    width: px2rem(24px);\n    height: px2rem(24px);\n    fill: currentColor;\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules: font definitions\n// ----------------------------------------------------------------------------\n\n// Enable font-smoothing in Webkit and FF\nbody {\n  -webkit-font-smoothing: antialiased;\n  -moz-osx-font-smoothing: grayscale;\n}\n\n// Define default fonts\nbody,\ninput {\n  color: var(--md-typeset-color);\n  font-feature-settings: \"kern\", \"liga\";\n  font-family: -apple-system, BlinkMacSystemFont, Helvetica, Arial, sans-serif;\n}\n\n// Define proportionally spaced fonts\ncode,\npre,\nkbd {\n  color: var(--md-typeset-color);\n  font-feature-settings: \"kern\";\n  font-family: SFMono-Regular, Consolas, Menlo, monospace;\n}\n\n// ----------------------------------------------------------------------------\n// Rules: typesetted content\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-typeset-table--ascending: svg-load(\"@mdi/svg/svg/arrow-down.svg\");\n  --md-typeset-table--descending: svg-load(\"@mdi/svg/svg/arrow-up.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Content that is typeset - if possible, all margins, paddings and font sizes\n// should be set in ems, so nested blocks (e.g. admonitions) render correctly.\n.md-typeset {\n  font-size: px2rem(16px);\n  line-height: 1.6;\n  color-adjust: exact;\n\n  // [print]: We'll use a smaller `font-size` for printing, so code examples\n  // don't break too early, and `16px` looks too big anyway.\n  @media print {\n    font-size: px2rem(13.6px);\n  }\n\n  // Default spacing\n  p,\n  ul,\n  ol,\n  dl,\n  blockquote {\n    margin: 1em 0;\n  }\n\n  // Headline on level 1\n  h1 {\n    margin: 0 0 px2em(40px, 32px);\n    color: var(--md-default-fg-color--light);\n    font-weight: 300;\n    font-size: px2em(32px);\n    line-height: 1.3;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 2\n  h2 {\n    margin: px2em(40px, 25px) 0 px2em(16px, 25px);\n    font-weight: 300;\n    font-size: px2em(25px);\n    line-height: 1.4;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 3\n  h3 {\n    margin: px2em(32px, 20px) 0 px2em(16px, 20px);\n    font-weight: 400;\n    font-size: px2em(20px);\n    line-height: 1.5;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 3 following level 2\n  h2 + h3 {\n    margin-top: px2em(16px, 20px);\n  }\n\n  // Headline on level 4\n  h4 {\n    margin: px2em(16px) 0;\n    font-weight: 700;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 5-6\n  h5,\n  h6 {\n    margin: px2em(16px, 12.8px) 0;\n    color: var(--md-default-fg-color--light);\n    font-weight: 700;\n    font-size: px2em(12.8px);\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 5\n  h5 {\n    text-transform: uppercase;\n  }\n\n  // Horizontal separator\n  hr {\n    margin: 1.5em 0;\n    border-bottom: px2rem(1px) solid var(--md-default-fg-color--lightest);\n  }\n\n  // Text link\n  a {\n    color: var(--md-typeset-a-color);\n    word-break: break-word;\n\n    // Also enable color transition on pseudo elements\n    &,\n    &::before {\n      transition: color 125ms;\n    }\n\n    // Text link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-fg-color);\n    }\n  }\n\n  // Code blocks\n  code,\n  pre,\n  kbd {\n    color: var(--md-code-fg-color);\n    direction: ltr;\n\n    // [print]: Wrap text and hide scollbars\n    @media print {\n      white-space: pre-wrap;\n    }\n  }\n\n  // Inline code blocks\n  code {\n    padding: 0 px2em(4px, 13.6px);\n    font-size: px2em(13.6px);\n    word-break: break-word;\n    background-color: var(--md-code-bg-color);\n    border-radius: px2rem(2px);\n    box-decoration-break: clone;\n\n    // Hide outline for pointer devices\n    &:not(.focus-visible) {\n      outline: none;\n      -webkit-tap-highlight-color: transparent;\n    }\n  }\n\n  // Code block in headline\n  h1 code,\n  h2 code,\n  h3 code,\n  h4 code,\n  h5 code,\n  h6 code {\n    margin: initial;\n    padding: initial;\n    background-color: transparent;\n    box-shadow: none;\n  }\n\n  // Ensure link color in code blocks\n  a > code {\n    color: currentColor;\n  }\n\n  // Unformatted content\n  pre {\n    position: relative;\n    margin: 1em 0;\n    line-height: 1.4;\n\n    // Code block\n    > code {\n      display: block;\n      margin: 0;\n      padding: px2em(10.5px, 13.6px) px2em(16px, 13.6px);\n      overflow: auto;\n      word-break: normal;\n      box-shadow: none;\n      box-decoration-break: slice;\n      touch-action: auto;\n      scrollbar-width: thin;\n      scrollbar-color: var(--md-default-fg-color--lighter) transparent;\n\n      // Code block on hover\n      &:hover {\n        scrollbar-color: var(--md-accent-fg-color) transparent;\n      }\n\n      // Webkit scrollbar\n      &::-webkit-scrollbar {\n        width: px2rem(4px);\n        height: px2rem(4px);\n      }\n\n      // Webkit scrollbar thumb\n      &::-webkit-scrollbar-thumb {\n        background-color: var(--md-default-fg-color--lighter);\n\n        // Webkit scrollbar thumb on hover\n        &:hover {\n          background-color: var(--md-accent-fg-color);\n        }\n      }\n    }\n  }\n\n  // [mobile -]: Align with body copy\n  @include break-to-device(mobile) {\n\n    // Unformatted text\n    > pre {\n      margin: 1em px2rem(-16px);\n\n      // Code block\n      code {\n        border-radius: 0;\n      }\n    }\n  }\n\n  // Keyboard key\n  kbd {\n    display: inline-block;\n    padding: 0 px2em(8px, 12px);\n    color: var(--md-default-fg-color);\n    font-size: px2em(12px);\n    vertical-align: text-top;\n    word-break: break-word;\n    background-color: var(--md-typeset-kbd-color);\n    border-radius: px2rem(2px);\n    box-shadow:\n      0 px2rem(2px)  0 px2rem(1px) var(--md-typeset-kbd-border-color),\n      0 px2rem(2px)  0             var(--md-typeset-kbd-border-color),\n      0 px2rem(-2px) px2rem(4px)   var(--md-typeset-kbd-accent-color) inset;\n  }\n\n  // Text highlighting marker\n  mark {\n    color: inherit;\n    word-break: break-word;\n    background-color: var(--md-typeset-mark-color);\n    box-decoration-break: clone;\n  }\n\n  // Abbreviation\n  abbr {\n    text-decoration: none;\n    border-bottom: px2rem(1px) dotted var(--md-default-fg-color--light);\n    cursor: help;\n\n    // Show tooltip for touch devices\n    @media (hover: none) {\n      position: relative;\n\n      // Tooltip\n      &[title]:focus::after,\n      &[title]:hover::after {\n        @include z-depth(2);\n\n        position: absolute;\n        left: 0;\n        display: inline-block;\n        width: auto;\n        min-width: max-content;\n        max-width: 80%;\n        margin-top: 2em;\n        padding: px2rem(4px) px2rem(6px);\n        color: var(--md-default-bg-color);\n        font-size: px2rem(14px);\n        background-color: var(--md-default-fg-color);\n        border-radius: px2rem(2px);\n        content: attr(title);\n      }\n    }\n\n  }\n\n  // Small text\n  small {\n    opacity: 0.75;\n  }\n\n  // Superscript and subscript\n  sup,\n  sub {\n    margin-left: px2em(1px, 12.8px);\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2em(1px, 12.8px);\n      margin-left: initial;\n    }\n  }\n\n  // Blockquotes, possibly nested\n  blockquote {\n    padding-left: px2rem(12px);\n    color: var(--md-default-fg-color--light);\n    border-left: px2rem(4px) solid var(--md-default-fg-color--lighter);\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      padding-right: px2rem(12px);\n      padding-left: initial;\n      border-right: px2rem(4px) solid var(--md-default-fg-color--lighter);\n      border-left: initial;\n    }\n  }\n\n  // Unordered list\n  ul {\n    list-style-type: disc;\n  }\n\n  // Unordered and ordered list\n  ul,\n  ol {\n    margin-left: px2em(10px);\n    padding: 0;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2em(10px);\n      margin-left: initial;\n    }\n\n    // Nested ordered list\n    ol {\n      list-style-type: lower-alpha;\n\n      // Triply nested ordered list\n      ol {\n        list-style-type: lower-roman;\n      }\n    }\n\n    // List element\n    li {\n      margin-bottom: 0.5em;\n      margin-left: px2em(20px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2em(20px);\n        margin-left: initial;\n      }\n\n      // Adjust spacing\n      p,\n      blockquote {\n        margin: 0.5em 0;\n      }\n\n      // Adjust spacing on last child\n      &:last-child {\n        margin-bottom: 0;\n      }\n\n      // Nested list\n      ul,\n      ol {\n        margin: 0.5em 0 0.5em px2em(10px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          margin-right: px2em(10px);\n          margin-left: initial;\n        }\n      }\n    }\n  }\n\n  // Definition list\n  dd {\n    margin: 1em 0 1.5em px2em(30px);\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2em(30px);\n      margin-left: initial;\n    }\n  }\n\n  // Image or icon\n  img,\n  svg {\n    max-width: 100%;\n    height: auto;\n\n    // Adjust spacing when left-aligned\n    &[align=\"left\"] {\n      margin: 1em;\n      margin-left: 0;\n    }\n\n    // Adjust spacing when right-aligned\n    &[align=\"right\"] {\n      margin: 1em;\n      margin-right: 0;\n    }\n\n    // Adjust spacing when sole children\n    &[align]:only-child {\n      margin-top: 0;\n    }\n  }\n\n  // Figure\n  figure {\n    width: fit-content;\n    max-width: 100%;\n    margin: 0 auto;\n    text-align: center;\n\n    // Figure images\n    img {\n      display: block;\n    }\n  }\n\n  // Figure caption\n  figcaption {\n    max-width: px2rem(480px);\n    margin: 1em auto 2em;\n    font-style: italic;\n  }\n\n  // Limit width to container\n  iframe {\n    max-width: 100%;\n  }\n\n  // Data table\n  table:not([class]) {\n    display: inline-block;\n    max-width: 100%;\n    overflow: auto;\n    font-size: px2rem(12.8px);\n    background-color: var(--md-default-bg-color);\n    border-radius: px2rem(2px);\n    box-shadow:\n      0 px2rem(4px) px2rem(10px) hsla(0, 0%, 0%, 0.05),\n      0 0           px2rem(1px)  hsla(0, 0%, 0%, 0.1);\n    touch-action: auto;\n\n    // [print]: Reset display mode so table header wraps when printing\n    @media print {\n      display: table;\n    }\n\n    // Due to margin collapse because of the necessary inline-block hack, we\n    // cannot increase the bottom margin on the table, so we just increase the\n    // top margin on the following element\n    & + * {\n      margin-top: 1.5em;\n    }\n\n    // Elements in table heading and cell\n    th > *,\n    td > * {\n\n      // Adjust spacing on first child\n      &:first-child {\n        margin-top: 0;\n      }\n\n      // Adjust spacing on last child\n      &:last-child {\n        margin-bottom: 0;\n      }\n    }\n\n    // Table heading and cell\n    th:not([align]),\n    td:not([align]) {\n      text-align: left;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        text-align: right;\n      }\n    }\n\n    // Table heading\n    th {\n      min-width: px2rem(100px);\n      padding: px2em(12px, 12.8px) px2em(16px, 12.8px);\n      color: var(--md-default-bg-color);\n      vertical-align: top;\n      background-color: var(--md-default-fg-color--light);\n\n      // Links in table headings\n      a {\n        color: inherit;\n      }\n    }\n\n    // Table cell\n    td {\n      padding: px2em(12px, 12.8px) px2em(16px, 12.8px);\n      vertical-align: top;\n      border-top: px2rem(1px) solid var(--md-default-fg-color--lightest);\n    }\n\n    // Table row\n    tr {\n      transition: background-color 125ms;\n\n      // Table row on hover\n      &:hover {\n        background-color: rgba(0, 0, 0, 0.035);\n        box-shadow: 0 px2rem(1px) 0 var(--md-default-bg-color) inset;\n      }\n\n      // Hide border on first table row\n      &:first-child td {\n        border-top: 0;\n      }\n    }\n\n    // Text link in table\n    a {\n      word-break: normal;\n    }\n  }\n\n  // Sortable table\n  table th[role=\"columnheader\"] {\n    cursor: pointer;\n\n    // Sort icon\n    &::after {\n      display: inline-block;\n      width: 1.2em;\n      height: 1.2em;\n      margin-left: 0.5em;\n      vertical-align: sub;\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n    }\n\n    // Sort ascending\n    &[aria-sort=\"ascending\"]::after {\n      background-color: currentColor;\n      mask-image: var(--md-typeset-table--ascending);\n    }\n\n    // Sort descending\n    &[aria-sort=\"descending\"]::after {\n      background-color: currentColor;\n      mask-image: var(--md-typeset-table--descending);\n    }\n  }\n\n  // Data table scroll wrapper\n  &__scrollwrap {\n    margin: 1em px2rem(-16px);\n    overflow-x: auto;\n    touch-action: auto;\n  }\n\n  // Data table wrapper\n  &__table {\n    display: inline-block;\n    margin-bottom: 0.5em;\n    padding: 0 px2rem(16px);\n\n    // [print]: Reset display mode so table header wraps when printing\n    @media print {\n      display: block;\n    }\n\n    // Data table\n    html & table {\n      display: table;\n      width: 100%;\n      margin: 0;\n      overflow: hidden;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Variables\n// ----------------------------------------------------------------------------\n\n///\n/// Device-specific breakpoints\n///\n/// @example\n///   $break-devices: (\n///     mobile: (\n///       portrait:  220px  479px,\n///       landscape: 480px  719px\n///     ),\n///     tablet: (\n///       portrait:  720px  959px,\n///       landscape: 960px  1219px\n///     ),\n///     screen: (\n///       small:     1220px 1599px,\n///       medium:    1600px 1999px,\n///       large:     2000px\n///     )\n///   );\n///\n$break-devices: () !default;\n\n// ----------------------------------------------------------------------------\n// Helpers\n// ----------------------------------------------------------------------------\n\n///\n/// Choose minimum and maximum device widths\n///\n@function break-select-min-max($devices) {\n  $min: 1000000;\n  $max: 0;\n  @each $key, $value in $devices {\n    @while type-of($value) == map {\n      $value: break-select-min-max($value);\n    }\n    @if type-of($value) == list {\n      @each $number in $value {\n        @if type-of($number) == number {\n          $min: min($number, $min);\n          @if $max != null {\n            $max: max($number, $max);\n          }\n        } @else {\n          @error \"Invalid number: #{$number}\";\n        }\n      }\n    } @else if type-of($value) == number {\n      $min: min($value, $min);\n      $max: null;\n    } @else {\n      @error \"Invalid value: #{$value}\";\n    }\n  }\n  @return $min, $max;\n}\n\n///\n/// Select minimum and maximum widths for a device breakpoint\n///\n@function break-select-device($device) {\n  $current: $break-devices;\n  @for $n from 1 through length($device) {\n    @if type-of($current) == map {\n      $current: map-get($current, nth($device, $n));\n    } @else {\n      @error \"Invalid device map: #{$devices}\";\n    }\n  }\n  @if type-of($current) == list or type-of($current) == number {\n    $current: (default: $current);\n  }\n  @return break-select-min-max($current);\n}\n\n// ----------------------------------------------------------------------------\n// Mixins\n// ----------------------------------------------------------------------------\n\n///\n/// A minimum-maximum media query breakpoint\n///\n@mixin break-at($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (min-width: $breakpoint) {\n      @content;\n    }\n  } @else if type-of($breakpoint) == list {\n    $min: nth($breakpoint, 1);\n    $max: nth($breakpoint, 2);\n    @if type-of($min) == number and type-of($max) == number {\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid breakpoint: #{$breakpoint}\";\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// An orientation media query breakpoint\n///\n@mixin break-at-orientation($breakpoint) {\n  @if type-of($breakpoint) == string {\n    @media screen and (orientation: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A maximum-aspect-ratio media query breakpoint\n///\n@mixin break-at-ratio($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (max-aspect-ratio: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A minimum-maximum media query device breakpoint\n///\n@mixin break-at-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    @if nth($breakpoint, 2) != null {\n      $min: nth($breakpoint, 1);\n      $max: nth($breakpoint, 2);\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid device: #{$device}\";\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n\n///\n/// A minimum media query device breakpoint\n///\n@mixin break-from-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    $min: nth($breakpoint, 1);\n    @media screen and (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n\n///\n/// A maximum media query device breakpoint\n///\n@mixin break-to-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    $max: nth($breakpoint, 2);\n    @media screen and (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n","//\n// Name:           Material Shadows\n// Description:    Mixins for Material Design Shadows.\n// Version:        3.0.1\n//\n// Author:         Denis Malinochkin\n// Git:            https://github.com/mrmlnc/material-shadows\n//\n// twitter:        @mrmlnc\n//\n// ------------------------------------\n\n\n// Mixins\n// ------------------------------------\n\n@mixin z-depth-transition() {\n  transition: box-shadow .28s cubic-bezier(.4, 0, .2, 1);\n}\n\n@mixin z-depth-focus() {\n  box-shadow: 0 0 8px rgba(0, 0, 0, .18), 0 8px 16px rgba(0, 0, 0, .36);\n}\n\n@mixin z-depth-2dp() {\n  box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),\n              0 1px 5px 0 rgba(0, 0, 0, .12),\n              0 3px 1px -2px rgba(0, 0, 0, .2);\n}\n\n@mixin z-depth-3dp() {\n  box-shadow: 0 3px 4px 0 rgba(0, 0, 0, .14),\n              0 1px 8px 0 rgba(0, 0, 0, .12),\n              0 3px 3px -2px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-4dp() {\n  box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),\n              0 1px 10px 0 rgba(0, 0, 0, .12),\n              0 2px 4px -1px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-6dp() {\n  box-shadow: 0 6px 10px 0 rgba(0, 0, 0, .14),\n              0 1px 18px 0 rgba(0, 0, 0, .12),\n              0 3px 5px -1px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-8dp() {\n  box-shadow: 0 8px 10px 1px rgba(0, 0, 0, .14),\n              0 3px 14px 2px rgba(0, 0, 0, .12),\n              0 5px 5px -3px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-16dp() {\n  box-shadow: 0 16px 24px 2px rgba(0, 0, 0, .14),\n              0  6px 30px 5px rgba(0, 0, 0, .12),\n              0  8px 10px -5px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-24dp() {\n  box-shadow: 0  9px 46px  8px rgba(0, 0, 0, .14),\n              0 24px 38px  3px rgba(0, 0, 0, .12),\n              0 11px 15px -7px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth($dp: 2) {\n  @if $dp == 2 {\n    @include z-depth-2dp();\n  } @else if $dp == 3 {\n    @include z-depth-3dp();\n  } @else if $dp == 4 {\n    @include z-depth-4dp();\n  } @else if $dp == 6 {\n    @include z-depth-6dp();\n  } @else if $dp == 8 {\n    @include z-depth-8dp();\n  } @else if $dp == 16 {\n    @include z-depth-16dp();\n  } @else if $dp == 24 {\n    @include z-depth-24dp();\n  }\n}\n\n\n// Class generator\n// ------------------------------------\n\n@mixin z-depth-classes($transition: false, $focus: false) {\n  @if $transition == true {\n    &-transition {\n      @include z-depth-transition();\n    }\n  }\n\n  @if $focus == true {\n    &-focus {\n      @include z-depth-focus();\n    }\n  }\n\n  // The available values for the shadow depth\n  @each $depth in 2, 3, 4, 6, 8, 16, 24 {\n    &-#{$depth}dp {\n      @include z-depth($depth);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules: base grid and containers\n// ----------------------------------------------------------------------------\n\n// Stretch container to viewport and set base `font-size`\nhtml {\n  height: 100%;\n  overflow-x: hidden;\n  // Hack: normally, we would set the base `font-size` to `62.5%`, so we can\n  // base all calculations on `10px`, but Chromium and Chrome define a minimal\n  // `font-size` of `12px` if the system language is set to Chinese. For this\n  // reason we just double the `font-size` and set it to `20px`.\n  //\n  // See https://github.com/squidfunk/mkdocs-material/issues/911\n  font-size: 125%;\n\n  // [screen medium +]: Set base `font-size` to `11px`\n  @include break-from-device(screen medium) {\n    font-size: 137.50%;\n  }\n\n  // [screen large +]: Set base `font-size` to `12px`\n  @include break-from-device(screen large) {\n    font-size: 150%;\n  }\n}\n\n// Stretch body to container - flexbox is used, so the footer will always be\n// aligned to the bottom of the viewport\nbody {\n  position: relative;\n  display: flex;\n  flex-direction: column;\n  width: 100%;\n  min-height: 100%;\n  // Hack: reset `font-size` to `10px`, so the spacing for all inline elements\n  // is correct again. Otherwise the spacing would be based on `20px`.\n  font-size: px2rem(10px);\n  background-color: var(--md-default-bg-color);\n\n  // [print]: Omit flexbox layout due to a Firefox bug (https://mzl.la/39DgR3m)\n  @media print {\n    display: block;\n  }\n\n  // Body in locked state\n  &[data-md-state=\"lock\"] {\n\n    // [tablet portrait -]: Omit scroll bubbling\n    @include break-to-device(tablet portrait) {\n      position: fixed;\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n\n// Grid container - this class is applied to wrapper elements within the\n// header, content area and footer, and makes sure that their width is limited\n// to `1220px`, and they are rendered centered if the screen is larger.\n.md-grid {\n  max-width: px2rem(1220px);\n  margin-right: auto;\n  margin-left: auto;\n}\n\n// Main container\n.md-container {\n  display: flex;\n  flex-direction: column;\n  flex-grow: 1;\n\n  // [print]: Omit flexbox layout due to a Firefox bug (https://mzl.la/39DgR3m)\n  @media print {\n    display: block;\n  }\n}\n\n// Main area - stretch to remaining space of container\n.md-main {\n  flex-grow: 1;\n\n  // Main area wrapper\n  &__inner {\n    display: flex;\n    height: 100%;\n    margin-top: px2rem(24px + 6px);\n  }\n}\n\n// Add ellipsis in case of overflowing text\n.md-ellipsis {\n  overflow: hidden;\n  white-space: nowrap;\n  text-overflow: ellipsis;\n}\n\n// ----------------------------------------------------------------------------\n// Rules: navigational elements\n// ----------------------------------------------------------------------------\n\n// Toggle - this class is applied to the checkbox elements, which are used to\n// implement the CSS-only drawer and navigation, as well as the search\n.md-toggle {\n  display: none;\n}\n\n// Skip link\n.md-skip {\n  position: fixed;\n  // Hack: if we don't set the negative `z-index`, the skip link will force the\n  // creation of new layers when code blocks are near the header on scrolling\n  z-index: -1;\n  margin: px2rem(10px);\n  padding: px2rem(6px) px2rem(10px);\n  color: var(--md-default-bg-color);\n  font-size: px2rem(12.8px);\n  background-color: var(--md-default-fg-color);\n  border-radius: px2rem(2px);\n  transform: translateY(px2rem(8px));\n  opacity: 0;\n\n  // Show skip link on focus\n  &:focus {\n    z-index: 10;\n    transform: translateY(0);\n    opacity: 1;\n    transition:\n      transform 250ms cubic-bezier(0.4, 0, 0.2, 1),\n      opacity   175ms 75ms;\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: print styles\n// ----------------------------------------------------------------------------\n\n// Add margins to page\n@page {\n  margin: 25mm;\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Announcement bar\n.md-announce {\n  overflow: auto;\n  background-color: var(--md-footer-bg-color);\n\n  // [print]: Hide announcement bar\n  @media print {\n    display: none;\n  }\n\n  // Announcement wrapper\n  &__inner {\n    margin: px2rem(12px) auto;\n    padding: 0 px2rem(16px);\n    color: var(--md-footer-fg-color);\n    font-size: px2rem(14px);\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Button\n  .md-button {\n    display: inline-block;\n    padding: px2em(10px) px2em(32px);\n    color: var(--md-primary-fg-color);\n    font-weight: 700;\n    border: px2rem(2px) solid currentColor;\n    border-radius: px2rem(2px);\n    transition:\n      color            125ms,\n      background-color 125ms,\n      border-color     125ms;\n\n    // Primary button\n    &--primary {\n      color: var(--md-primary-bg-color);\n      background-color: var(--md-primary-fg-color);\n      border-color: var(--md-primary-fg-color);\n    }\n\n    // Button on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-bg-color);\n      background-color: var(--md-accent-fg-color);\n      border-color: var(--md-accent-fg-color);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-clipboard-icon: svg-load(\"@mdi/svg/svg/content-copy.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Button to copy to clipboard\n.md-clipboard {\n  position: absolute;\n  top: px2em(8px);\n  right: px2em(8px);\n  z-index: 1;\n  width: px2em(24px);\n  height: px2em(24px);\n  color: var(--md-default-fg-color--lightest);\n  border-radius: px2rem(2px);\n  cursor: pointer;\n  transition: color 250ms;\n\n  // [print]: Hide button\n  @media print {\n    display: none;\n  }\n\n  // Darken color on code block hover\n  :hover > & {\n    color: var(--md-default-fg-color--light);\n  }\n\n  // Button on focus/hover\n  &:focus,\n  &:hover {\n    color: var(--md-accent-fg-color);\n  }\n\n  // Button icon - the width and height are defined in `em`, so the size is\n  // automatically adjusted for nested code blocks (e.g. in admonitions)\n  &::after {\n    display: block;\n    width: px2em(18px);\n    height: px2em(18px);\n    margin: 0 auto;\n    background-color: currentColor;\n    mask-image: var(--md-clipboard-icon);\n    mask-repeat: no-repeat;\n    mask-size: contain;\n    content: \"\";\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Content area\n.md-content {\n  flex-grow: 1;\n  // Hack: we must use `overflow: hidden`, so the content area is capped by\n  // the dimensions of its parent. Otherwise, long code blocks might lead to\n  // a wider content area which will break everything. This, however, induces\n  // margin collapse, which will break scroll margins. Adding a large enough\n  // scroll padding seems to do the trick, at least in Chrome and Firefox.\n  overflow: hidden;\n  scroll-padding-top: px2rem(1024px);\n\n  // Content wrapper\n  &__inner {\n    margin: 0 px2rem(16px) px2rem(24px);\n    padding-top: px2rem(12px);\n\n    // [screen +]: Adjust spacing between content area and sidebars\n    @include break-from-device(screen) {\n\n      // Sidebar with navigation is visible\n      .md-sidebar--primary:not([hidden]) ~ .md-content > & {\n        margin-left: px2rem(24px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          margin-right: px2rem(24px);\n          margin-left: px2rem(16px);\n        }\n      }\n\n      // Sidebar with table of contents is visible\n      .md-sidebar--secondary:not([hidden]) ~ .md-content > & {\n        margin-right: px2rem(24px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          margin-right: px2rem(16px);\n          margin-left: px2rem(24px);\n        }\n      }\n    }\n\n    // Hack: add pseudo element for spacing, as the overflow of the content\n    // container may not be hidden due to an imminent offset error on targets\n    &::before {\n      display: block;\n      height: px2rem(8px);\n      content: \"\";\n    }\n\n    // Adjust spacing on last child\n    > :last-child {\n      margin-bottom: 0;\n    }\n  }\n\n  // Button inside of the content area - these buttons are meant for actions on\n  // a document-level, i.e. linking to related source code files, printing etc.\n  &__button {\n    float: right;\n    margin: px2rem(8px) 0;\n    margin-left: px2rem(8px);\n    padding: 0;\n\n    // [print]: Hide buttons\n    @media print {\n      display: none;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      float: left;\n      margin-right: px2rem(8px);\n      margin-left: initial;\n\n      // Flip icon vertically\n      svg {\n        transform: scaleX(-1);\n      }\n    }\n\n    // Adjust default link color for icons\n    .md-typeset & {\n      color: var(--md-default-fg-color--lighter);\n    }\n\n    // Align with body copy located next to icon\n    svg {\n      display: inline;\n      vertical-align: top;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Dialog\n.md-dialog {\n  @include z-depth(2);\n\n  position: fixed;\n  right: px2rem(16px);\n  bottom: px2rem(16px);\n  left: initial;\n  z-index: 2;\n  display: block;\n  min-width: px2rem(222px);\n  padding: px2rem(8px) px2rem(12px);\n  color: var(--md-default-bg-color);\n  font-size: px2rem(14px);\n  background-color: var(--md-default-fg-color);\n  border: none;\n  border-radius: px2rem(2px);\n  transform: translateY(100%);\n  opacity: 0;\n  transition:\n    transform 0ms   400ms,\n    opacity   400ms;\n\n  // [print]: Hide dialog\n  @media print {\n    display: none;\n  }\n\n  // Adjust for right-to-left languages\n  [dir=\"rtl\"] & {\n    right: initial;\n    left: px2rem(16px);\n  }\n\n  // Dialog in open state\n  &[data-md-state=\"open\"] {\n    transform: translateY(0);\n    opacity: 1;\n    transition:\n      transform 400ms cubic-bezier(0.075, 0.85, 0.175, 1),\n      opacity   400ms;\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Header - by default, the header will be sticky and stay always on top of the\n// viewport. If this behavior is not desired, just set `position: static`.\n.md-header {\n  position: sticky;\n  top: 0;\n  right: 0;\n  left: 0;\n  z-index: 2;\n  color: var(--md-primary-bg-color);\n  background-color: var(--md-primary-fg-color);\n  // Hack: reduce jitter by adding a transparent box shadow of the same size\n  // so the size of the layer doesn't change during animation\n  box-shadow:\n    0 0           px2rem(4px) rgba(0, 0, 0, 0),\n    0 px2rem(4px) px2rem(8px) rgba(0, 0, 0, 0);\n  transition:\n    color            250ms,\n    background-color 250ms;\n\n  // [print]: Hide header\n  @media print {\n    display: none;\n  }\n\n  // Header in shadow state, i.e. shadow is visible\n  &[data-md-state=\"shadow\"] {\n    box-shadow:\n      0 0           px2rem(4px) rgba(0, 0, 0, 0.1),\n      0 px2rem(4px) px2rem(8px) rgba(0, 0, 0, 0.2);\n    transition:\n      transform        250ms cubic-bezier(0.1, 0.7, 0.1, 1),\n      color            250ms,\n      background-color 250ms,\n      box-shadow       250ms;\n  }\n\n  // Header in hidden state, i.e. moved out of sight\n  &[data-md-state=\"hidden\"] {\n    transform: translateY(-100%);\n    transition:\n      transform        250ms cubic-bezier(0.8, 0, 0.6, 1),\n      color            250ms,\n      background-color 250ms,\n      box-shadow       250ms;\n  }\n}\n\n// Header navigation - if the header exceeds the default height of `48px`, i.e.\n// by adding a bigger logo, the items are agned at the center\n.md-header-nav {\n  display: flex;\n  align-items: center;\n  padding: 0 px2rem(4px);\n\n  // Header navigation button\n  &__button {\n    position: relative;\n    z-index: 1;\n    display: inline-block;\n    margin: px2rem(4px);\n    padding: px2rem(8px);\n    color: currentColor;\n    vertical-align: middle;\n    cursor: pointer;\n    transition: opacity 250ms;\n\n    // Button on focus/hover\n    &:focus,\n    &:hover {\n      opacity: 0.7;\n    }\n\n    // Hide outline for pointer devices\n    &:not(.focus-visible) {\n      outline: none;\n    }\n\n    // Button with logo, pointing to `config.site_url`\n    &.md-logo {\n      margin: px2rem(4px);\n      padding: px2rem(8px);\n\n      // [tablet -]: Hide button\n      @include break-to-device(tablet) {\n        display: none;\n      }\n\n      // Image or icon\n      img,\n      svg {\n        display: block;\n        width: px2rem(24px);\n        height: px2rem(24px);\n        fill: currentColor;\n      }\n    }\n\n    // Button for search\n    &[for=\"__search\"] {\n\n      // [tablet landscape +]: Hide button\n      @include break-from-device(tablet landscape) {\n        display: none;\n      }\n\n      // [no-js]: Hide button\n      .no-js & {\n        display: none\n      }\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n    }\n\n    // Button for drawer\n    &[for=\"__drawer\"] {\n\n      // [screen +]: Hide button\n      @include break-from-device(screen) {\n        display: none;\n      }\n    }\n  }\n\n  // Header navigation topic\n  &__topic {\n    position: absolute;\n    display: flex;\n    max-width: 100%;\n    transition:\n      transform 400ms cubic-bezier(0.1, 0.7, 0.1, 1),\n      opacity   150ms;\n\n    // Second header topic - title of the current page\n    & + & {\n      z-index: -1;\n      transform: translateX(px2rem(25px));\n      opacity: 0;\n      transition:\n        transform 400ms cubic-bezier(1, 0.7, 0.1, 0.1),\n        opacity   150ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        transform: translateX(px2rem(-25px));\n      }\n    }\n  }\n\n  // Header navigation title\n  &__title {\n    flex-grow: 1;\n    height: px2rem(48px);\n    margin-right: px2rem(8px);\n    margin-left: px2rem(20px);\n    font-size: px2rem(18px);\n    line-height: px2rem(48px);\n\n    // Header title in active state, i.e. page title is visible\n    &[data-md-state=\"active\"] .md-header-nav__topic {\n      z-index: -1;\n      transform: translateX(px2rem(-25px));\n      opacity: 0;\n      transition:\n        transform 400ms cubic-bezier(1, 0.7, 0.1, 0.1),\n        opacity   150ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        transform: translateX(px2rem(25px));\n      }\n\n      // Second header topic - title of the current page\n      & + .md-header-nav__topic {\n        z-index: 0;\n        transform: translateX(0);\n        opacity: 1;\n        transition:\n          transform 400ms cubic-bezier(0.1, 0.7, 0.1, 1),\n          opacity   150ms;\n        pointer-events: initial;\n      }\n    }\n\n    // Add ellipsis in case of overflowing text\n    > .md-header-nav__ellipsis {\n      position: relative;\n      width: 100%;\n      height: 100%;\n    }\n  }\n\n  // Repository information container\n  &__source {\n    display: none;\n\n    // [tablet landscape +]: Show repository information\n    @include break-from-device(tablet landscape) {\n      display: block;\n      width: px2rem(234px);\n      max-width: px2rem(234px);\n      margin-left: px2rem(20px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(20px);\n        margin-left: initial;\n      }\n    }\n\n    // [screen +]: Adjust spacing of search bar\n    @include break-from-device(screen) {\n      margin-left: px2rem(28px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(28px);\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Footer\n.md-footer {\n  color: var(--md-footer-fg-color);\n  background-color: var(--md-footer-bg-color);\n\n  // [print]: Hide footer\n  @media print {\n    display: none;\n  }\n}\n\n// Footer navigation\n.md-footer-nav {\n\n  // Footer navigation wrapper\n  &__inner {\n    padding: px2rem(4px);\n    overflow: auto;\n  }\n\n  // Footer link to previous and next page\n  &__link {\n    display: flex;\n    padding-top: px2rem(28px);\n    padding-bottom: px2rem(8px);\n    transition: opacity 250ms;\n\n    // [tablet +]: Adjust width to 50/50\n    @include break-from-device(tablet) {\n      width: 50%;\n    }\n\n    // Footer link on focus/hover\n    &:focus,\n    &:hover {\n      opacity: 0.7;\n    }\n\n    // Footer link to previous page\n    &--prev {\n      float: left;\n\n      // [mobile -]: Adjust width to 25/75 and hide title\n      @include break-to-device(mobile) {\n        width: 25%;\n\n        // Hide footer navigation title\n        .md-footer-nav__title {\n          display: none;\n        }\n      }\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: right;\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n    }\n\n    // Footer link to next page\n    &--next {\n      float: right;\n      text-align: right;\n\n      // [mobile -]: Adjust width to 25/75\n      @include break-to-device(mobile) {\n        width: 75%;\n      }\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: left;\n        text-align: left;\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n    }\n  }\n\n  // Footer navigation title\n  &__title {\n    position: relative;\n    flex-grow: 1;\n    max-width: calc(100% - #{px2rem(48px)});\n    padding: 0 px2rem(20px);\n    font-size: px2rem(18px);\n    line-height: px2rem(48px);\n  }\n\n  // Footer navigation link button\n  &__button {\n    margin: px2rem(4px);\n    padding: px2rem(8px);\n  }\n\n  // Footer navigation link direction (i.e. prev and next)\n  &__direction {\n    position: absolute;\n    right: 0;\n    left: 0;\n    margin-top: px2rem(-20px);\n    padding: 0 px2rem(20px);\n    font-size: px2rem(12.8px);\n    opacity: 0.7;\n  }\n}\n\n// Footer metadata\n.md-footer-meta {\n  background-color: var(--md-footer-bg-color--dark);\n\n  // Footer metadata wrapper\n  &__inner {\n    display: flex;\n    flex-wrap: wrap;\n    justify-content: space-between;\n    padding: px2rem(4px);\n  }\n\n  // Lighten color for non-hovered text links\n  html &.md-typeset a {\n    color: var(--md-footer-fg-color--light);\n\n    // Text link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-footer-fg-color);\n    }\n  }\n}\n\n// Footer copyright metadata\n.md-footer-copyright {\n  width: 100%;\n  margin: auto px2rem(12px);\n  padding: px2rem(8px) 0;\n  color: var(--md-footer-fg-color--lighter);\n  font-size: px2rem(12.8px);\n\n  // [tablet portrait +]: Show copyright and social links in one line\n  @include break-from-device(tablet portrait) {\n    width: auto;\n  }\n\n  // Footer copyright highlight - this is the upper part of the copyright and\n  // theme information, which will include a darker color than the theme link\n  &__highlight {\n    color: var(--md-footer-fg-color--light);\n  }\n}\n\n// Footer social metadata\n.md-footer-social {\n  margin: 0 px2rem(8px);\n  padding: px2rem(4px) 0 px2rem(12px);\n\n  // [tablet portrait +]: Show copyright and social links in one line\n  @include break-from-device(tablet portrait) {\n    padding: px2rem(12px) 0;\n  }\n\n  // Footer social link\n  &__link {\n    display: inline-block;\n    width: px2rem(32px);\n    height: px2rem(32px);\n    text-align: center;\n\n    // Adjust line-height to match height for correct alignment\n    &::before {\n      line-height: 1.9;\n    }\n\n    // Fill icon with current color\n    svg {\n      max-height: px2rem(16px);\n      vertical-align: -25%;\n      fill: currentColor;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-nav-icon--prev: svg-load(\"@mdi/svg/svg/arrow-left.svg\");\n  --md-nav-icon--next: svg-load(\"@mdi/svg/svg/chevron-right.svg\");\n  --md-toc-icon: svg-load(\"@mdi/svg/svg/table-of-contents.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Navigation\n.md-nav {\n  font-size: px2rem(14px);\n  line-height: 1.3;\n\n  // Navigation title\n  &__title {\n    display: block;\n    padding: 0 px2rem(12px);\n    overflow: hidden;\n    font-weight: 700;\n    text-overflow: ellipsis;\n\n    // Navigaton button\n    .md-nav__button {\n      display: none;\n\n      // Stretch images based on height, as it's the smaller dimension\n      img {\n        width: auto;\n        height: 100%;\n      }\n\n      // Button with logo, pointing to `config.site_url`\n      &.md-logo {\n\n        // Image or icon\n        img,\n        svg {\n          display: block;\n          width: px2rem(48px);\n          height: px2rem(48px);\n          fill: currentColor;\n        }\n      }\n    }\n  }\n\n  // Navigation list\n  &__list {\n    margin: 0;\n    padding: 0;\n    list-style: none;\n  }\n\n  // Navigation item\n  &__item {\n    padding: 0 px2rem(12px);\n\n    // Navigation item on level 2\n    & & {\n      padding-right: 0;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(12px);\n        padding-left: 0;\n      }\n    }\n  }\n\n  // Navigation link\n  &__link {\n    display: block;\n    margin-top: 0.625em;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    cursor: pointer;\n    transition: color 125ms;\n    scroll-snap-align: start;\n\n    // Link in blurred state\n    &[data-md-state=\"blur\"] {\n      color: var(--md-default-fg-color--light);\n    }\n\n    // Active link\n    .md-nav__item &--active {\n      color: var(--md-typeset-a-color);\n    }\n\n    // Navigation link in nested list\n    .md-nav__item--nested > & {\n      color: inherit;\n    }\n\n    // Navigation link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-fg-color);\n    }\n\n    // Navigation link to table of contents\n    .md-nav--primary &[for=\"__toc\"] {\n      display: none;\n\n      // Table of contents icon\n      .md-icon::after {\n        display: block;\n        width: 100%;\n        height: 100%;\n        mask-image: var(--md-toc-icon);\n        background-color: currentColor;\n      }\n\n      // Hide table of contents\n      & ~ .md-nav {\n        display: none;\n      }\n    }\n  }\n\n  // Repository information container\n  &__source {\n    display: none;\n  }\n\n  // [tablet -]: Layered navigation\n  @include break-to-device(tablet) {\n\n    // Primary and nested navigation\n    &--primary,\n    &--primary & {\n      position: absolute;\n      top: 0;\n      right: 0;\n      left: 0;\n      z-index: 1;\n      display: flex;\n      flex-direction: column;\n      height: 100%;\n      background-color: var(--md-default-bg-color);\n    }\n\n    // Primary navigation\n    &--primary {\n\n      // Navigation title and item\n      .md-nav__title,\n      .md-nav__item {\n        font-size: px2rem(16px);\n        line-height: 1.5;\n      }\n\n      // Navigation title\n      .md-nav__title {\n        position: relative;\n        height: px2rem(112px);\n        padding: px2rem(60px) px2rem(16px) px2rem(4px);\n        color: var(--md-default-fg-color--light);\n        font-weight: 400;\n        line-height: px2rem(48px);\n        white-space: nowrap;\n        background-color: var(--md-default-fg-color--lightest);\n        cursor: pointer;\n\n        // Navigation icon\n        .md-nav__icon {\n          position: absolute;\n          top: px2rem(8px);\n          left: px2rem(8px);\n          display: block;\n          width: px2rem(24px);\n          height: px2rem(24px);\n          margin: px2rem(4px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            right: px2rem(8px);\n            left: initial;\n          }\n\n          // Navigation icon in link to previous level\n          &::after {\n            display: block;\n            width: 100%;\n            height: 100%;\n            background-color: currentColor;\n            mask-image: var(--md-nav-icon--prev);\n            mask-repeat: no-repeat;\n            mask-size: contain;\n            content: \"\";\n          }\n        }\n\n        // Navigation list\n        ~ .md-nav__list {\n          overflow-y: auto;\n          background-color: var(--md-default-bg-color);\n          box-shadow:\n            0 px2rem(1px) 0 var(--md-default-fg-color--lightest) inset;\n          scroll-snap-type: y mandatory;\n          touch-action: pan-y;\n\n          // Omit border on first child\n          > :first-child {\n            border-top: 0;\n          }\n        }\n\n        // Top-level navigation title\n        &[for=\"__drawer\"] {\n          color: var(--md-primary-bg-color);\n          background-color: var(--md-primary-fg-color);\n        }\n\n        // Button with logo, pointing to `config.site_url`\n        .md-logo {\n          position: absolute;\n          top: px2rem(4px);\n          left: px2rem(4px);\n          display: block;\n          margin: px2rem(4px);\n          padding: px2rem(8px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            right: px2rem(4px);\n            left: initial;\n          }\n        }\n      }\n\n      // Navigation list\n      .md-nav__list {\n        flex: 1;\n      }\n\n      // Navigation item\n      .md-nav__item {\n        padding: 0;\n        border-top: px2rem(1px) solid var(--md-default-fg-color--lightest);\n\n        // Navigation link in nested navigation\n        &--nested > .md-nav__link {\n          padding-right: px2rem(48px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            padding-right: px2rem(16px);\n            padding-left: px2rem(48px);\n          }\n        }\n\n        // Navigation link in active navigation\n        &--active > .md-nav__link {\n          color: var(--md-typeset-a-color);\n\n          // Navigation link on focus/hover\n          &:focus,\n          &:hover {\n            color: var(--md-accent-fg-color);\n          }\n        }\n      }\n\n      // Navigation link\n      .md-nav__link {\n        position: relative;\n        margin-top: 0;\n        padding: px2rem(12px) px2rem(16px);\n\n        // Navigation icon\n        .md-nav__icon {\n          position: absolute;\n          top: 50%;\n          right: px2rem(12px);\n          width: px2rem(24px);\n          height: px2rem(24px);\n          margin-top: px2rem(-12px);\n          color: inherit;\n          font-size: px2rem(24px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            right: initial;\n            left: px2rem(12px);\n          }\n\n          // Navigation icon in link to next level\n          &::after {\n            display: block;\n            width: 100%;\n            height: 100%;\n            background-color: currentColor;\n            mask-image: var(--md-nav-icon--next);\n            mask-repeat: no-repeat;\n            mask-size: contain;\n            content: \"\";\n          }\n        }\n      }\n\n      // Flip icon vertically\n      .md-nav__icon {\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] &::after {\n          transform: scale(-1);\n        }\n      }\n\n      // Table of contents contained in primary navigation\n      .md-nav--secondary {\n\n        // Navigation link - omit unnecessary layering\n        .md-nav__link {\n          position: static;\n        }\n\n        // Navigation on level 2-6\n        .md-nav {\n          position: static;\n          background-color: transparent;\n\n          // Navigation link on level 3\n          .md-nav__link {\n            padding-left: px2rem(28px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(28px);\n              padding-left: initial;\n            }\n          }\n\n          // Navigation link on level 4\n          .md-nav .md-nav__link {\n            padding-left: px2rem(40px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(40px);\n              padding-left: initial;\n            }\n          }\n\n          // Navigation link on level 5\n          .md-nav .md-nav .md-nav__link {\n            padding-left: px2rem(52px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(52px);\n              padding-left: initial;\n            }\n          }\n\n          // Navigation link on level 6\n          .md-nav .md-nav .md-nav .md-nav__link {\n            padding-left: px2rem(64px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(64px);\n              padding-left: initial;\n            }\n          }\n        }\n      }\n    }\n\n    // Table of contents\n    &--secondary {\n      background-color: transparent;\n    }\n\n    // Toggle for nested navigation\n    &__toggle ~ & {\n      display: flex;\n      transform: translateX(100%);\n      opacity: 0;\n      transition:\n        transform 250ms cubic-bezier(0.8, 0, 0.6, 1),\n        opacity   125ms 50ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        transform: translateX(-100%);\n      }\n    }\n\n    // Show nested navigation when toggle is active\n    &__toggle:checked ~ & {\n      transform: translateX(0);\n      opacity: 1;\n      transition:\n        transform 250ms cubic-bezier(0.4, 0, 0.2, 1),\n        opacity   125ms 125ms;\n\n      // Navigation list\n      > .md-nav__list {\n        // Hack: promote to own layer to reduce jitter\n        backface-visibility: hidden;\n      }\n    }\n  }\n\n  // [tablet portrait -]: Layered navigation with table of contents\n  @include break-to-device(tablet portrait) {\n\n    // Show link to table of contents\n    &--primary &__link[for=\"__toc\"] {\n      display: block;\n      padding-right: px2rem(48px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(16px);\n        padding-left: px2rem(48px);\n      }\n\n      // Show table of contents icon\n      .md-icon::after {\n        content: \"\";\n      }\n\n      // Hide navigation link to current page\n      + .md-nav__link {\n        display: none;\n      }\n\n      // Show table of contents\n      & ~ .md-nav {\n        display: flex;\n      }\n    }\n\n    // Repository information container\n    &__source {\n      display: block;\n      padding: 0 px2rem(4px);\n      color: var(--md-primary-bg-color);\n      background-color: var(--md-primary-fg-color--dark);\n    }\n  }\n\n  // [tablet landscape]: Layered navigation with table of contents\n  @include break-at-device(tablet landscape) {\n\n    // Show link to integrated table of contents\n    &--integrated &__link[for=\"__toc\"] {\n      display: block;\n      padding-right: px2rem(48px);\n      scroll-snap-align: initial;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(16px);\n        padding-left: px2rem(48px);\n      }\n\n      // Show table of contents icon\n      .md-icon::after {\n        content: \"\";\n      }\n\n      // Hide navigation link to current page\n      + .md-nav__link {\n        display: none;\n      }\n\n      // Show table of contents\n      & ~ .md-nav {\n        display: flex;\n      }\n    }\n  }\n\n  // [tablet landscape +]: Tree-like table of contents\n  @include break-from-device(tablet landscape) {\n\n    // Navigation title\n    &--secondary &__title {\n\n      // Adjust snapping behavior\n      &[for=\"__toc\"] {\n        scroll-snap-align: start;\n      }\n\n      // Hide navigation icon\n      .md-nav__icon {\n        display: none;\n      }\n    }\n  }\n\n  // [screen +]: Tree-like navigation\n  @include break-from-device(screen) {\n    transition: max-height 250ms cubic-bezier(0.86, 0, 0.07, 1);\n\n    // Navigation title\n    &--primary &__title {\n\n      // Adjust snapping behavior\n      &[for=\"__drawer\"] {\n        scroll-snap-align: start;\n      }\n\n      // Hide navigation icon\n      .md-nav__icon {\n        display: none;\n      }\n    }\n\n    // Hide toggle for nested navigation\n    &__toggle ~ & {\n      display: none;\n    }\n\n    // Show nested navigation when toggle is active or indeterminate\n    &__toggle:checked ~ &,\n    &__toggle:indeterminate ~ & {\n      display: block;\n    }\n\n    // Hide navigation title in nested navigation\n    &__item--nested > & > &__title {\n      display: none;\n    }\n\n    // Navigation section\n    &__item--section {\n      display: block;\n      margin: 1.25em 0;\n\n      // Adjust spacing on last child\n      &:last-child {\n        margin-bottom: 0;\n      }\n\n      // Hide navigation link, as sections are always expanded\n      > .md-nav__link {\n        display: none;\n      }\n\n      // Navigation\n      > .md-nav {\n        display: block;\n\n        // Navigation title\n        > .md-nav__title {\n          display: block;\n          padding: 0;\n          pointer-events: none;\n          scroll-snap-align: start;\n        }\n\n        // Adjust spacing on next level item\n        > .md-nav__list > .md-nav__item {\n          padding: 0;\n        }\n      }\n    }\n\n    // Navigation icon\n    &__icon {\n      float: right;\n      width: px2rem(18px);\n      height: px2rem(18px);\n      transition: transform 250ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: left;\n        transform: rotate(180deg);\n      }\n\n      // Navigation icon content\n      &::after {\n        display: inline-block;\n        width: 100%;\n        height: 100%;\n        vertical-align: px2rem(-2px);\n        background-color: currentColor;\n        mask-image: var(--md-nav-icon--next);\n        mask-repeat: no-repeat;\n        mask-size: contain;\n        content: \"\";\n      }\n\n      // Navigation icon - rotate icon when toggle is active or indeterminate\n      .md-nav__item--nested .md-nav__toggle:checked ~ .md-nav__link &,\n      .md-nav__item--nested .md-nav__toggle:indeterminate ~ .md-nav__link & {\n        transform: rotate(90deg);\n      }\n    }\n\n    // Modifier for when navigation tabs are rendered\n    &--lifted {\n\n      // Hide nested items on level 1 and site title\n      > .md-nav__list > .md-nav__item--nested,\n      > .md-nav__title {\n        display: none;\n      }\n\n      // Hide level 1 items\n      > .md-nav__list > .md-nav__item {\n        display: none;\n\n        // Active parent navigation item\n        &--active {\n          display: block;\n          padding: 0;\n\n          // Hide nested links\n          > .md-nav__link {\n            display: none;\n          }\n\n          // Show title and adjust spacing\n          > .md-nav > .md-nav__title {\n            display: block;\n            padding: 0 px2rem(12px);\n            pointer-events: none;\n            scroll-snap-align: start;\n          }\n        }\n\n        // Adjust spacing for navigation item on level 2\n        > .md-nav__item {\n          padding-right: px2rem(12px);\n        }\n      }\n\n      // Hack: Always show active navigation tab on breakpoint screen, despite\n      // of checkbox being checked or not. Fixes #1655.\n      .md-nav[data-md-level=\"1\"] {\n        display: block;\n      }\n    }\n\n    // Modifier for when table of contents is rendered in primary navigation\n    &--integrated &__link[for=\"__toc\"] ~ .md-nav {\n      display: block;\n      margin-bottom: 1.25em;\n      border-left: px2rem(1px) solid var(--md-primary-fg-color);\n\n      // Hide navigation title\n      > .md-nav__title {\n        display: none;\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-search-result-icon: svg-load(\"@mdi/svg/svg/file-search-outline.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Search\n.md-search {\n  position: relative;\n\n  // [tablet landscape +]: Header-embedded search\n  @include break-from-device(tablet landscape) {\n    padding: px2rem(4px) 0;\n  }\n\n  // [no-js]: Hide search\n  .no-js & {\n    display: none;\n  }\n\n  // Search overlay\n  &__overlay {\n    z-index: 1;\n    opacity: 0;\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      position: absolute;\n      top: px2rem(4px);\n      left: px2rem(-44px);\n      width: px2rem(40px);\n      height: px2rem(40px);\n      overflow: hidden;\n      background-color: var(--md-default-bg-color);\n      border-radius: px2rem(20px);\n      transform-origin: center;\n      transition:\n        transform 300ms 100ms,\n        opacity   200ms 200ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(-44px);\n        left: initial;\n      }\n\n      // Show overlay when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        opacity: 1;\n        transition:\n          transform 400ms,\n          opacity   100ms;\n      }\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      position: fixed;\n      top: 0;\n      left: 0;\n      width: 0;\n      height: 0;\n      background-color: hsla(0, 0%, 0%, 0.54);\n      cursor: pointer;\n      transition:\n        width     0ms 250ms,\n        height    0ms 250ms,\n        opacity 250ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: 0;\n        left: initial;\n      }\n\n      // Show overlay when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        width: 100%;\n        height: 100%;\n        opacity: 1;\n        transition:\n          width     0ms,\n          height    0ms,\n          opacity 250ms;\n      }\n    }\n\n    // Adjust appearance when search is active\n    [data-md-toggle=\"search\"]:checked ~ .md-header & {\n\n      // [mobile portrait -]: Scale up 45 times\n      @include break-to-device(mobile portrait) {\n        transform: scale(45);\n      }\n\n      // [mobile landscape]: Scale up 60 times\n      @include break-at-device(mobile landscape) {\n        transform: scale(60);\n      }\n\n      // [tablet portrait]: Scale up 75 times\n      @include break-at-device(tablet portrait) {\n        transform: scale(75);\n      }\n    }\n  }\n\n  // Search wrapper\n  &__inner {\n    // Hack: promote to own layer to reduce jitter\n    backface-visibility: hidden;\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      position: fixed;\n      top: 0;\n      left: 100%;\n      z-index: 2;\n      width: 100%;\n      height: 100%;\n      transform: translateX(5%);\n      opacity: 0;\n      transition:\n        right       0ms 300ms,\n        left        0ms 300ms,\n        transform 150ms 150ms cubic-bezier(0.4, 0, 0.2, 1),\n        opacity   150ms 150ms;\n\n      // Adjust appearance when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        left: 0;\n        transform: translateX(0);\n        opacity: 1;\n        transition:\n          right       0ms   0ms,\n          left        0ms   0ms,\n          transform 150ms 150ms cubic-bezier(0.1, 0.7, 0.1, 1),\n          opacity   150ms 150ms;\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          right: 0;\n          left: initial;\n        }\n      }\n\n      // Adjust for right-to-left languages\n      html [dir=\"rtl\"] & {\n        right: 100%;\n        left: initial;\n        transform: translateX(-5%);\n      }\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      position: relative;\n      float: right;\n      width: px2rem(234px);\n      padding: px2rem(2px) 0;\n      transition: width 250ms cubic-bezier(0.1, 0.7, 0.1, 1);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: left;\n      }\n    }\n\n    // Adjust appearance when search is active\n    [data-md-toggle=\"search\"]:checked ~ .md-header & {\n\n      // [tablet landscape]: Omit overlaying header title\n      @include break-at-device(tablet landscape) {\n        width: px2rem(468px);\n      }\n\n      // [screen +]: Match width of content area\n      @include break-from-device(screen) {\n        width: px2rem(688px);\n      }\n    }\n  }\n\n  // Search form\n  &__form {\n    position: relative;\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      border-radius: px2rem(2px);\n    }\n  }\n\n  // Search input\n  &__input {\n    position: relative;\n    z-index: 2;\n    padding: 0 px2rem(44px) 0 px2rem(72px);\n    text-overflow: ellipsis;\n    background-color: var(--md-default-bg-color);\n    transition:\n      color            250ms,\n      background-color 250ms;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      padding: 0 px2rem(72px) 0 px2rem(44px);\n    }\n\n    // Search placeholder\n    &::placeholder {\n      transition: color 250ms;\n    }\n\n    // Search icon and placeholder\n    ~ .md-search__icon,\n    &::placeholder {\n      color: var(--md-default-fg-color--light);\n    }\n\n    // Remove the \"x\" rendered by Internet Explorer\n    &::-ms-clear {\n      display: none;\n    }\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      width: 100%;\n      height: px2rem(48px);\n      font-size: px2rem(18px);\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      width: 100%;\n      height: px2rem(36px);\n      padding-left: px2rem(44px);\n      color: inherit;\n      font-size: px2rem(16px);\n      background-color: hsla(0, 0%, 0%, 0.26);\n      border-radius: px2rem(2px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n      }\n\n      // Search icon\n      + .md-search__icon {\n        color: var(--md-primary-bg-color);\n      }\n\n      // Search placeholder\n      &::placeholder {\n        color: var(--md-primary-bg-color--light);\n      }\n\n      // Search input on hover\n      &:hover {\n        background-color: hsla(0, 0%, 100%, 0.12);\n      }\n\n      // Adjust appearance when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        color: var(--md-default-fg-color);\n        text-overflow: clip;\n        background-color: var(--md-default-bg-color);\n        border-radius: px2rem(2px) px2rem(2px) 0 0;\n\n        // Search icon and placeholder\n        + .md-search__icon,\n        &::placeholder {\n          color: var(--md-default-fg-color--light);\n        }\n      }\n    }\n  }\n\n  // Search icon\n  &__icon {\n    position: absolute;\n    z-index: 2;\n    width: px2rem(24px);\n    height: px2rem(24px);\n    cursor: pointer;\n    transition:\n      color   250ms,\n      opacity 250ms;\n\n    // Search icon on hover\n    &:hover {\n      opacity: 0.7;\n    }\n\n    // Search focus button\n    &[for=\"__search\"] {\n      top: px2rem(6px);\n      left: px2rem(10px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(10px);\n        left: initial;\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n\n      // [tablet portrait -]: Search modal\n      @include break-to-device(tablet portrait) {\n        top: px2rem(12px);\n        left: px2rem(16px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          right: px2rem(16px);\n          left: initial;\n        }\n\n        // Hide the magnifying glass\n        svg:first-child {\n          display: none;\n        }\n      }\n\n      // [tablet landscape +]: Header-embedded search\n      @include break-from-device(tablet landscape) {\n        pointer-events: none;\n\n        // Hide the back arrow\n        svg:last-child {\n          display: none;\n        }\n      }\n    }\n\n    // Search reset button\n    &[type=\"reset\"] {\n      top: px2rem(6px);\n      right: px2rem(10px);\n      transform: scale(0.75);\n      opacity: 0;\n      transition:\n        transform 150ms cubic-bezier(0.1, 0.7, 0.1, 1),\n        opacity   150ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: initial;\n        left: px2rem(10px);\n      }\n\n      // [tablet portrait -]: Search modal\n      @include break-to-device(tablet portrait) {\n        top: px2rem(12px);\n        right: px2rem(16px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          right: initial;\n          left: px2rem(16px);\n        }\n      }\n\n      // Show reset button when search is active and input non-empty\n      [data-md-toggle=\"search\"]:checked ~ .md-header\n      .md-search__input:valid ~ & {\n        transform: scale(1);\n        opacity: 1;\n        pointer-events: initial;\n\n        // Search focus icon\n        &:hover {\n          opacity: 0.7;\n        }\n      }\n    }\n  }\n\n  // Search output\n  &__output {\n    position: absolute;\n    z-index: 1;\n    width: 100%;\n    overflow: hidden;\n    border-radius: 0 0 px2rem(2px) px2rem(2px);\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      top: px2rem(48px);\n      bottom: 0;\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      top: px2rem(38px);\n      opacity: 0;\n      transition: opacity 400ms;\n\n      // Show output when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        @include z-depth(6);\n\n        opacity: 1;\n      }\n    }\n  }\n\n  // Search scroll wrapper\n  &__scrollwrap {\n    height: 100%;\n    overflow-y: auto;\n    background-color: var(--md-default-bg-color);\n    // Hack: promote to own layer to reduce jitter\n    backface-visibility: hidden;\n    scroll-snap-type: y mandatory;\n    touch-action: pan-y;\n\n    // Mitigiate excessive repaints on non-retina devices\n    @media (max-resolution: 1dppx) {\n      transform: translateZ(0);\n    }\n\n    // [tablet landscape]: Set fixed width to omit unnecessary reflow\n    @include break-at-device(tablet landscape) {\n      width: px2rem(468px);\n    }\n\n    // [screen +]: Set fixed width to omit unnecessary reflow\n    @include break-from-device(screen) {\n      width: px2rem(688px);\n    }\n\n    // [tablet landscape +]: Limit height to viewport\n    @include break-from-device(tablet landscape) {\n      max-height: 0;\n      scrollbar-width: thin;\n      scrollbar-color: var(--md-default-fg-color--lighter) transparent;\n\n      // Show scroll wrapper when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        max-height: 75vh;\n      }\n\n      // Search scroll wrapper on hover\n      &:hover {\n        scrollbar-color: var(--md-accent-fg-color) transparent;\n      }\n\n      // Webkit scrollbar\n      &::-webkit-scrollbar {\n        width: px2rem(4px);\n        height: px2rem(4px);\n      }\n\n      // Webkit scrollbar thumb\n      &::-webkit-scrollbar-thumb {\n        background-color: var(--md-default-fg-color--lighter);\n\n        // Webkit scrollbar thumb on hover\n        &:hover {\n          background-color: var(--md-accent-fg-color);\n        }\n      }\n    }\n  }\n}\n\n// Search result\n.md-search-result {\n  color: var(--md-default-fg-color);\n  word-break: break-word;\n\n  // Search result metadata\n  &__meta {\n    padding: 0 px2rem(16px);\n    color: var(--md-default-fg-color--light);\n    font-size: px2rem(12.8px);\n    line-height: px2rem(36px);\n    background-color: var(--md-default-fg-color--lightest);\n    scroll-snap-align: start;\n\n    // [tablet landscape +]: Adjust spacing\n    @include break-from-device(tablet landscape) {\n      padding-left: px2rem(44px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n        padding-left: initial;\n      }\n    }\n  }\n\n  // Search result list\n  &__list {\n    margin: 0;\n    padding: 0;\n    list-style: none;\n  }\n\n  // Search result item\n  &__item {\n    box-shadow: 0 px2rem(-1px) 0 var(--md-default-fg-color--lightest);\n\n    // Omit border on first child\n    &:first-child {\n      box-shadow: none;\n    }\n  }\n\n  // Search result link\n  &__link {\n    display: block;\n    outline: none;\n    transition: background-color 250ms;\n    scroll-snap-align: start;\n\n    // Search result link on focus/hover\n    &:focus,\n    &:hover {\n      background-color: var(--md-accent-fg-color--transparent);\n    }\n\n    // Adjust spacing on last child of last link\n    &:last-child p:last-child {\n      margin-bottom: px2rem(12px);\n    }\n  }\n\n  // Search result more link\n  &__more summary {\n    display: block;\n    padding: px2em(12px) px2rem(16px);\n    color: var(--md-typeset-a-color);\n    font-size: px2rem(12.8px);\n    outline: 0;\n    cursor: pointer;\n    transition:\n      color            250ms,\n      background-color 250ms;\n    scroll-snap-align: start;\n\n    // [tablet landscape +]: Adjust spacing\n    @include break-from-device(tablet landscape) {\n      padding-left: px2rem(44px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n        padding-left: px2rem(16px);\n      }\n    }\n\n    // Search result more link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-fg-color);\n      background-color: var(--md-accent-fg-color--transparent);\n    }\n\n    // Hide native details marker\n    &::-webkit-details-marker {\n      display: none;\n    }\n\n    // Adjust transparency of less relevant results\n    & ~ * > * {\n      opacity: 0.65;\n    }\n  }\n\n  // Search result article\n  &__article {\n    position: relative;\n    padding: 0 px2rem(16px);\n    overflow: hidden;\n\n    // [tablet landscape +]: Adjust spacing\n    @include break-from-device(tablet landscape) {\n      padding-left: px2rem(44px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n        padding-left: px2rem(16px);\n      }\n    }\n\n    // Search result article document\n    &--document {\n\n      // Search result title\n      .md-search-result__title {\n        margin: px2rem(11px) 0;\n        font-weight: 400;\n        font-size: px2rem(16px);\n        line-height: 1.4;\n      }\n    }\n  }\n\n  // Search result icon\n  &__icon {\n    position: absolute;\n    left: 0;\n    width: px2rem(24px);\n    height: px2rem(24px);\n    margin: px2rem(10px);\n    color: var(--md-default-fg-color--light);\n\n    // [tablet portrait -]: Hide icon\n    @include break-to-device(tablet portrait) {\n      display: none;\n    }\n\n    // Search result icon content\n    &::after {\n      display: inline-block;\n      width: 100%;\n      height: 100%;\n      background-color: currentColor;\n      mask-image: var(--md-search-result-icon);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      right: 0;\n      left: initial;\n\n      // Flip icon vertically\n      &::after {\n        transform: scaleX(-1);\n      }\n    }\n  }\n\n  // Search result title\n  &__title {\n    margin: 0.5em 0;\n    font-weight: 700;\n    font-size: px2rem(12.8px);\n    line-height: 1.6;\n  }\n\n  // Search result teaser\n  &__teaser {\n    display: -webkit-box;\n    max-height: px2rem(40px);\n    margin: 0.5em 0;\n    overflow: hidden;\n    color: var(--md-default-fg-color--light);\n    font-size: px2rem(12.8px);\n    line-height: 1.6;\n    text-overflow: ellipsis;\n    -webkit-box-orient: vertical;\n    -webkit-line-clamp: 2;\n\n    // [mobile -]: Adjust number of lines\n    @include break-to-device(mobile) {\n      max-height: px2rem(60px);\n      -webkit-line-clamp: 3;\n    }\n\n    // [tablet landscape]: Adjust number of lines\n    @include break-at-device(tablet landscape) {\n      max-height: px2rem(60px);\n      -webkit-line-clamp: 3;\n    }\n\n    // Search term highlighting\n    mark {\n      text-decoration: underline;\n      background-color: transparent;\n    }\n  }\n\n  // Search result terms\n  &__terms {\n    margin: 0.5em 0;\n    font-size: px2rem(12.8px);\n    font-style: italic;\n  }\n\n  // Search term highlighting\n  mark {\n    color: var(--md-accent-fg-color);\n    background-color: transparent;\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Sidebar\n.md-sidebar {\n  position: sticky;\n  top: px2rem(48px);\n  flex-shrink: 0;\n  align-self: flex-start;\n  width: px2rem(242px);\n  height: 0;\n  padding: px2rem(24px) 0;\n\n  // [print]: Hide sidebar\n  @media print {\n    display: none;\n  }\n\n  // [tablet -]: Show navigation as drawer\n  @include break-to-device(tablet) {\n\n    // Primary sidebar with navigation\n    &--primary {\n      position: fixed;\n      top: 0;\n      left: px2rem(-242px);\n      z-index: 3;\n      display: block;\n      width: px2rem(242px);\n      height: 100%;\n      background-color: var(--md-default-bg-color);\n      transform: translateX(0);\n      transition:\n        transform  250ms cubic-bezier(0.4, 0, 0.2, 1),\n        box-shadow 250ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(-242px);\n        left: initial;\n      }\n\n      // Show sidebar when drawer is active\n      [data-md-toggle=\"drawer\"]:checked ~ .md-container & {\n        @include z-depth(8);\n\n        transform: translateX(px2rem(242px));\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          transform: translateX(px2rem(-242px));\n        }\n      }\n\n      // Stretch scroll wrapper for primary sidebar\n      .md-sidebar__scrollwrap {\n        position: absolute;\n        top: 0;\n        right: 0;\n        bottom: 0;\n        left: 0;\n        margin: 0;\n        scroll-snap-type: none;\n        overflow: hidden;\n      }\n    }\n  }\n\n  // [screen +]: Show navigation as sidebar\n  @include break-from-device(screen) {\n    height: 0;\n\n    // [no-js]: Switch to native sticky behavior\n    .no-js & {\n      height: auto;\n    }\n  }\n\n  // Secondary sidebar with table of contents\n  &--secondary {\n    display: none;\n    order: 2;\n\n    // [tablet landscape +]: Show table of contents as sidebar\n    @include break-from-device(tablet landscape) {\n      height: 0;\n\n      // [no-js]: Switch to native sticky behavior\n      .no-js & {\n        height: auto;\n      }\n\n      // Sidebar is visible\n      &:not([hidden]) {\n        display: block;\n      }\n\n      // Ensure smooth scrolling on iOS\n      .md-sidebar__scrollwrap {\n        touch-action: pan-y;\n      }\n    }\n  }\n\n  // Sidebar scroll wrapper\n  &__scrollwrap {\n    margin: 0 px2rem(4px);\n    overflow-y: auto;\n    // Hack: promote to own layer to reduce jitter\n    backface-visibility: hidden;\n    // Hack: Chrome 81+ exhibits a strange bug, where it scrolls the container\n    // to the bottom if `scroll-snap-type` is set on the initial render. For\n    // this reason, we disable scroll snapping until this is resolved (#1667).\n    // scroll-snap-type: y mandatory;\n    scrollbar-width: thin;\n    scrollbar-color: var(--md-default-fg-color--lighter) transparent;\n\n    // Sidebar scroll wrapper on hover\n    &:hover {\n      scrollbar-color: var(--md-accent-fg-color) transparent;\n    }\n\n    // Webkit scrollbar\n    &::-webkit-scrollbar {\n      width: px2rem(4px);\n      height: px2rem(4px);\n    }\n\n    // Webkit scrollbar thumb\n    &::-webkit-scrollbar-thumb {\n      background-color: var(--md-default-fg-color--lighter);\n\n      // Webkit scrollbar thumb on hover\n      &:hover {\n        background-color: var(--md-accent-fg-color);\n      }\n    }\n  }\n}\n\n// [tablet -]: Show overlay on active drawer\n@include break-to-device(tablet) {\n\n  // Sidebar overlay\n  .md-overlay {\n    position: fixed;\n    top: 0;\n    z-index: 3;\n    width: 0;\n    height: 0;\n    background-color: hsla(0, 0%, 0%, 0.54);\n    opacity: 0;\n    transition:\n      width     0ms 250ms,\n      height    0ms 250ms,\n      opacity 250ms;\n\n    // Show overlay when drawer is active\n    [data-md-toggle=\"drawer\"]:checked ~ & {\n      width: 100%;\n      height: 100%;\n      opacity: 1;\n      transition:\n        width     0ms,\n        height    0ms,\n        opacity 250ms;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Keyframes\n// ----------------------------------------------------------------------------\n\n// Show source facts\n@keyframes md-source__facts--done {\n  0% {\n    height: 0;\n  }\n  100% {\n    height: px2rem(13px);\n  }\n}\n\n// Show source fact\n@keyframes md-source__fact--done {\n  0% {\n    transform: translateY(100%);\n    opacity: 0;\n  }\n  50% {\n    opacity: 0;\n  }\n  100% {\n    transform: translateY(0%);\n    opacity: 1;\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Repository information\n.md-source {\n  display: block;\n  font-size: px2rem(13px);\n  line-height: 1.2;\n  white-space: nowrap;\n  // Hack: promote to own layer to reduce jitter\n  backface-visibility: hidden;\n  transition: opacity 250ms;\n\n  // Repository information on focus/hover\n  &:focus,\n  &:hover {\n    opacity: 0.7;\n  }\n\n  // Repository icon\n  &__icon {\n    display: inline-block;\n    width: px2rem(48px);\n    height: px2rem(48px);\n    vertical-align: middle;\n\n    // Align with margin only (as opposed to normal button alignment)\n    svg {\n      margin-top: px2rem(12px);\n      margin-left: px2rem(12px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(12px);\n        margin-left: initial;\n      }\n    }\n\n    // Adjust spacing if icon is present\n    + .md-source__repository {\n      margin-left: px2rem(-40px);\n      padding-left: px2rem(40px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(-40px);\n        margin-left: initial;\n        padding-right: px2rem(40px);\n        padding-left: initial;\n      }\n    }\n  }\n\n  // Repository name\n  &__repository {\n    display: inline-block;\n    max-width: calc(100% - #{px2rem(24px)});\n    margin-left: px2rem(12px);\n    overflow: hidden;\n    font-weight: 700;\n    text-overflow: ellipsis;\n    vertical-align: middle;\n  }\n\n  // Repository facts\n  &__facts {\n    margin: 0;\n    padding: 0;\n    overflow: hidden;\n    font-weight: 700;\n    font-size: px2rem(11px);\n    list-style-type: none;\n    opacity: 0.75;\n\n    // Show after the data was loaded\n    [data-md-state=\"done\"] & {\n      animation: md-source__facts--done 250ms ease-in;\n    }\n  }\n\n  // Repository fact\n  &__fact {\n    float: left;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      float: right;\n    }\n\n    // Show after the data was loaded\n    [data-md-state=\"done\"] & {\n      animation: md-source__fact--done 400ms ease-out;\n    }\n\n    // Middle dot before fact\n    &::before {\n      margin: 0 px2rem(2px);\n      content: \"\\00B7\";\n    }\n\n    // Remove middle dot on first fact\n    &:first-child::before {\n      display: none;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Navigation tabs\n.md-tabs {\n  width: 100%;\n  overflow: auto;\n  color: var(--md-primary-bg-color);\n  background-color: var(--md-primary-fg-color);\n  transition: background-color 250ms;\n\n  // [print]: Hide tabs\n  @media print {\n    display: none;\n  }\n\n  // [tablet -]: Hide tabs\n  @include break-to-device(tablet) {\n    display: none;\n  }\n\n  // Tabs in hidden state, i.e. when scrolling down\n  &[data-md-state=\"hidden\"] {\n    pointer-events: none;\n  }\n\n  // Navigation tabs list\n  &__list {\n    margin: 0;\n    margin-left: px2rem(4px);\n    padding: 0;\n    white-space: nowrap;\n    list-style: none;\n    contain: content;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2rem(4px);\n      margin-left: initial;\n    }\n  }\n\n  // Navigation tabs item\n  &__item {\n    display: inline-block;\n    height: px2rem(48px);\n    padding-right: px2rem(12px);\n    padding-left: px2rem(12px);\n  }\n\n  // Navigation tabs link - could be defined as block elements and aligned via\n  // line height, but this would imply more repaints when scrolling\n  &__link {\n    display: block;\n    margin-top: px2rem(16px);\n    font-size: px2rem(14px);\n    // Hack: save a repaint when tabs are appearing on scrolling up\n    backface-visibility: hidden;\n    opacity: 0.7;\n    transition:\n      transform 400ms cubic-bezier(0.1, 0.7, 0.1, 1),\n      opacity   250ms;\n\n    // Active link and link on focus/hover\n    &--active,\n    &:focus,\n    &:hover {\n      color: inherit;\n      opacity: 1;\n    }\n\n    // Delay transitions by a small amount\n    @for $i from 2 through 16 {\n      .md-tabs__item:nth-child(#{$i}) & {\n        transition-delay: 20ms * ($i - 1);\n      }\n    }\n\n    // Hide tabs upon scrolling - disable transition to minimizes repaints\n    // while scrolling down, while scrolling up seems to be okay\n    .md-tabs[data-md-state=\"hidden\"] & {\n      transform: translateY(50%);\n      opacity: 0;\n      transition:\n        transform 0ms 100ms,\n        opacity 100ms;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Variables\n// ----------------------------------------------------------------------------\n\n/// Admonition flavours\n$admonitions: (\n  note:                       pencil $clr-blue-a200,\n  abstract summary tldr:      text-subject $clr-light-blue-a400,\n  info todo:                  information $clr-cyan-a700,\n  tip hint important:         fire $clr-teal-a700,\n  success check done:         check-circle $clr-green-a700,\n  question help faq:          help-circle $clr-light-green-a700,\n  warning caution attention:  alert $clr-orange-a400,\n  failure fail missing:       close-circle $clr-red-a200,\n  danger error:               flash-circle $clr-red-a400,\n  bug:                        bug $clr-pink-a400,\n  example:                    format-list-numbered $clr-deep-purple-a400,\n  quote cite:                 format-quote-close $clr-grey\n) !default;\n\n// ----------------------------------------------------------------------------\n// Rules: layout\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  @each $names, $props in $admonitions {\n    --md-admonition-icon--#{nth($names, 1)}: svg-load(\n      \"@mdi/svg/svg/#{nth($props, 1)}.svg\"\n    );\n  }\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Admonition\n  .admonition {\n    margin: px2em(20px, 12.8px) 0;\n    padding: 0 px2rem(12px);\n    overflow: hidden;\n    color: var(--md-admonition-fg-color);\n    font-size: px2rem(12.8px);\n    page-break-inside: avoid;\n    background-color: var(--md-admonition-bg-color);\n    border-left: px2rem(4px) solid $clr-blue-a200;\n    border-radius: px2rem(2px);\n    box-shadow:\n      0 px2rem(4px)   px2rem(10px) hsla(0, 0%, 0%, 0.05),\n      0 px2rem(0.5px) px2rem(1px)  hsla(0, 0%, 0%, 0.05);\n\n    // [print]: Omit shadow as it may lead to rendering errors\n    @media print {\n      box-shadow: none;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      border-right: px2rem(4px) solid $clr-blue-a200;\n      border-left: none;\n    }\n\n    // Adjust spacing for nested admonitions\n    .admonition {\n      margin: 1em 0;\n    }\n\n    // Adjust spacing for contained table wrappers\n    .md-typeset__scrollwrap {\n      margin: 1em px2rem(-12px);\n    }\n\n    // Adjust spacing for contained tables\n    .md-typeset__table {\n      padding: 0 px2rem(12px);\n    }\n\n    // Adjust spacing for single-child tabbed block container\n    > .tabbed-set:only-child {\n      margin-top: 0;\n    }\n\n    // Adjust spacing on last child\n    html & > :last-child {\n      margin-bottom: px2rem(12px);\n    }\n  }\n\n  // Admonition title\n  .admonition-title {\n    position: relative;\n    margin: 0 px2rem(-12px) 0 px2rem(-16px);\n    padding: px2rem(8px) px2rem(12px) px2rem(8px) px2rem(40px);\n    font-weight: 700;\n    background-color: transparentize($clr-blue-a200, 0.9);\n    border-left: px2rem(4px) solid $clr-blue-a200;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin: 0 px2rem(-16px) 0 px2rem(-12px);\n      padding: px2rem(8px) px2rem(40px) px2rem(8px) px2rem(12px);\n      border-right: px2rem(4px) solid $clr-blue-a200;\n      border-left: none;\n    }\n\n    // Adjust spacing for title-only admonitions\n    html &:last-child {\n      margin-bottom: 0;\n    }\n\n    // Admonition icon\n    &::before {\n      position: absolute;\n      left: px2rem(12px);\n      width: px2rem(20px);\n      height: px2rem(20px);\n      background-color: $clr-blue-a200;\n      mask-image: var(--md-admonition-icon--note);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(12px);\n        left: initial;\n      }\n    }\n\n    // Omit background on inline code blocks, as they don't go well with the\n    // pastelly tones applied to admonition titles\n    code {\n      margin: initial;\n      padding: initial;\n      color: currentColor;\n      background-color: transparent;\n      border-radius: initial;\n      box-shadow: none;\n    }\n\n    // Adjust spacing on last tabbed block container child - if the tabbed\n    // block container is the sole child, it looks better to omit the margin\n    + .tabbed-set:last-child {\n      margin-top: 0;\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: flavours\n// ----------------------------------------------------------------------------\n\n@each $names, $props in $admonitions {\n  $name: nth($names, 1);\n  $tint: nth($props, 2);\n\n  // Admonition flavour\n  .md-typeset .admonition.#{$name} {\n    border-color: $tint;\n  }\n\n  // Admonition flavour title\n  .md-typeset .#{$name} > .admonition-title {\n    background-color: transparentize($tint, 0.9);\n    border-color: $tint;\n\n    // Admonition icon\n    &::before {\n      background-color: $tint;\n      mask-image: var(--md-admonition-icon--#{$name});\n      mask-repeat: no-repeat;\n      mask-size: contain;\n    }\n  }\n\n  // Define synonyms for flavours\n  @if length($names) > 1 {\n    @for $n from 2 through length($names) {\n      .#{nth($names, $n)} {\n        @extend .#{$name};\n      }\n    }\n  }\n}\n","// ==========================================================================\n//\n// Name:        UI Color Palette\n// Description: The color palette of material design.\n// Version:     2.3.1\n//\n// Author:      Denis Malinochkin\n// Git:         https://github.com/mrmlnc/material-color\n//\n// twitter:     @mrmlnc\n//\n// ==========================================================================\n\n\n//\n// List of base colors\n//\n\n// $clr-red\n// $clr-pink\n// $clr-purple\n// $clr-deep-purple\n// $clr-indigo\n// $clr-blue\n// $clr-light-blue\n// $clr-cyan\n// $clr-teal\n// $clr-green\n// $clr-light-green\n// $clr-lime\n// $clr-yellow\n// $clr-amber\n// $clr-orange\n// $clr-deep-orange\n// $clr-brown\n// $clr-grey\n// $clr-blue-grey\n// $clr-black\n// $clr-white\n\n\n//\n// Red\n//\n\n$clr-red-list: (\n  \"base\": #f44336,\n  \"50\":   #ffebee,\n  \"100\":  #ffcdd2,\n  \"200\":  #ef9a9a,\n  \"300\":  #e57373,\n  \"400\":  #ef5350,\n  \"500\":  #f44336,\n  \"600\":  #e53935,\n  \"700\":  #d32f2f,\n  \"800\":  #c62828,\n  \"900\":  #b71c1c,\n  \"a100\": #ff8a80,\n  \"a200\": #ff5252,\n  \"a400\": #ff1744,\n  \"a700\": #d50000\n);\n\n$clr-red:      map-get($clr-red-list, \"base\");\n\n$clr-red-50:   map-get($clr-red-list, \"50\");\n$clr-red-100:  map-get($clr-red-list, \"100\");\n$clr-red-200:  map-get($clr-red-list, \"200\");\n$clr-red-300:  map-get($clr-red-list, \"300\");\n$clr-red-400:  map-get($clr-red-list, \"400\");\n$clr-red-500:  map-get($clr-red-list, \"500\");\n$clr-red-600:  map-get($clr-red-list, \"600\");\n$clr-red-700:  map-get($clr-red-list, \"700\");\n$clr-red-800:  map-get($clr-red-list, \"800\");\n$clr-red-900:  map-get($clr-red-list, \"900\");\n$clr-red-a100: map-get($clr-red-list, \"a100\");\n$clr-red-a200: map-get($clr-red-list, \"a200\");\n$clr-red-a400: map-get($clr-red-list, \"a400\");\n$clr-red-a700: map-get($clr-red-list, \"a700\");\n\n\n//\n// Pink\n//\n\n$clr-pink-list: (\n  \"base\": #e91e63,\n  \"50\":   #fce4ec,\n  \"100\":  #f8bbd0,\n  \"200\":  #f48fb1,\n  \"300\":  #f06292,\n  \"400\":  #ec407a,\n  \"500\":  #e91e63,\n  \"600\":  #d81b60,\n  \"700\":  #c2185b,\n  \"800\":  #ad1457,\n  \"900\":  #880e4f,\n  \"a100\": #ff80ab,\n  \"a200\": #ff4081,\n  \"a400\": #f50057,\n  \"a700\": #c51162\n);\n\n$clr-pink:      map-get($clr-pink-list, \"base\");\n\n$clr-pink-50:   map-get($clr-pink-list, \"50\");\n$clr-pink-100:  map-get($clr-pink-list, \"100\");\n$clr-pink-200:  map-get($clr-pink-list, \"200\");\n$clr-pink-300:  map-get($clr-pink-list, \"300\");\n$clr-pink-400:  map-get($clr-pink-list, \"400\");\n$clr-pink-500:  map-get($clr-pink-list, \"500\");\n$clr-pink-600:  map-get($clr-pink-list, \"600\");\n$clr-pink-700:  map-get($clr-pink-list, \"700\");\n$clr-pink-800:  map-get($clr-pink-list, \"800\");\n$clr-pink-900:  map-get($clr-pink-list, \"900\");\n$clr-pink-a100: map-get($clr-pink-list, \"a100\");\n$clr-pink-a200: map-get($clr-pink-list, \"a200\");\n$clr-pink-a400: map-get($clr-pink-list, \"a400\");\n$clr-pink-a700: map-get($clr-pink-list, \"a700\");\n\n\n//\n// Purple\n//\n\n$clr-purple-list: (\n  \"base\": #9c27b0,\n  \"50\":   #f3e5f5,\n  \"100\":  #e1bee7,\n  \"200\":  #ce93d8,\n  \"300\":  #ba68c8,\n  \"400\":  #ab47bc,\n  \"500\":  #9c27b0,\n  \"600\":  #8e24aa,\n  \"700\":  #7b1fa2,\n  \"800\":  #6a1b9a,\n  \"900\":  #4a148c,\n  \"a100\": #ea80fc,\n  \"a200\": #e040fb,\n  \"a400\": #d500f9,\n  \"a700\": #aa00ff\n);\n\n$clr-purple:      map-get($clr-purple-list, \"base\");\n\n$clr-purple-50:   map-get($clr-purple-list, \"50\");\n$clr-purple-100:  map-get($clr-purple-list, \"100\");\n$clr-purple-200:  map-get($clr-purple-list, \"200\");\n$clr-purple-300:  map-get($clr-purple-list, \"300\");\n$clr-purple-400:  map-get($clr-purple-list, \"400\");\n$clr-purple-500:  map-get($clr-purple-list, \"500\");\n$clr-purple-600:  map-get($clr-purple-list, \"600\");\n$clr-purple-700:  map-get($clr-purple-list, \"700\");\n$clr-purple-800:  map-get($clr-purple-list, \"800\");\n$clr-purple-900:  map-get($clr-purple-list, \"900\");\n$clr-purple-a100: map-get($clr-purple-list, \"a100\");\n$clr-purple-a200: map-get($clr-purple-list, \"a200\");\n$clr-purple-a400: map-get($clr-purple-list, \"a400\");\n$clr-purple-a700: map-get($clr-purple-list, \"a700\");\n\n\n//\n// Deep purple\n//\n\n$clr-deep-purple-list: (\n  \"base\": #673ab7,\n  \"50\":   #ede7f6,\n  \"100\":  #d1c4e9,\n  \"200\":  #b39ddb,\n  \"300\":  #9575cd,\n  \"400\":  #7e57c2,\n  \"500\":  #673ab7,\n  \"600\":  #5e35b1,\n  \"700\":  #512da8,\n  \"800\":  #4527a0,\n  \"900\":  #311b92,\n  \"a100\": #b388ff,\n  \"a200\": #7c4dff,\n  \"a400\": #651fff,\n  \"a700\": #6200ea\n);\n\n$clr-deep-purple:      map-get($clr-deep-purple-list, \"base\");\n\n$clr-deep-purple-50:   map-get($clr-deep-purple-list, \"50\");\n$clr-deep-purple-100:  map-get($clr-deep-purple-list, \"100\");\n$clr-deep-purple-200:  map-get($clr-deep-purple-list, \"200\");\n$clr-deep-purple-300:  map-get($clr-deep-purple-list, \"300\");\n$clr-deep-purple-400:  map-get($clr-deep-purple-list, \"400\");\n$clr-deep-purple-500:  map-get($clr-deep-purple-list, \"500\");\n$clr-deep-purple-600:  map-get($clr-deep-purple-list, \"600\");\n$clr-deep-purple-700:  map-get($clr-deep-purple-list, \"700\");\n$clr-deep-purple-800:  map-get($clr-deep-purple-list, \"800\");\n$clr-deep-purple-900:  map-get($clr-deep-purple-list, \"900\");\n$clr-deep-purple-a100: map-get($clr-deep-purple-list, \"a100\");\n$clr-deep-purple-a200: map-get($clr-deep-purple-list, \"a200\");\n$clr-deep-purple-a400: map-get($clr-deep-purple-list, \"a400\");\n$clr-deep-purple-a700: map-get($clr-deep-purple-list, \"a700\");\n\n\n//\n// Indigo\n//\n\n$clr-indigo-list: (\n  \"base\": #3f51b5,\n  \"50\":   #e8eaf6,\n  \"100\":  #c5cae9,\n  \"200\":  #9fa8da,\n  \"300\":  #7986cb,\n  \"400\":  #5c6bc0,\n  \"500\":  #3f51b5,\n  \"600\":  #3949ab,\n  \"700\":  #303f9f,\n  \"800\":  #283593,\n  \"900\":  #1a237e,\n  \"a100\": #8c9eff,\n  \"a200\": #536dfe,\n  \"a400\": #3d5afe,\n  \"a700\": #304ffe\n);\n\n$clr-indigo:      map-get($clr-indigo-list, \"base\");\n\n$clr-indigo-50:   map-get($clr-indigo-list, \"50\");\n$clr-indigo-100:  map-get($clr-indigo-list, \"100\");\n$clr-indigo-200:  map-get($clr-indigo-list, \"200\");\n$clr-indigo-300:  map-get($clr-indigo-list, \"300\");\n$clr-indigo-400:  map-get($clr-indigo-list, \"400\");\n$clr-indigo-500:  map-get($clr-indigo-list, \"500\");\n$clr-indigo-600:  map-get($clr-indigo-list, \"600\");\n$clr-indigo-700:  map-get($clr-indigo-list, \"700\");\n$clr-indigo-800:  map-get($clr-indigo-list, \"800\");\n$clr-indigo-900:  map-get($clr-indigo-list, \"900\");\n$clr-indigo-a100: map-get($clr-indigo-list, \"a100\");\n$clr-indigo-a200: map-get($clr-indigo-list, \"a200\");\n$clr-indigo-a400: map-get($clr-indigo-list, \"a400\");\n$clr-indigo-a700: map-get($clr-indigo-list, \"a700\");\n\n\n//\n// Blue\n//\n\n$clr-blue-list: (\n  \"base\": #2196f3,\n  \"50\":   #e3f2fd,\n  \"100\":  #bbdefb,\n  \"200\":  #90caf9,\n  \"300\":  #64b5f6,\n  \"400\":  #42a5f5,\n  \"500\":  #2196f3,\n  \"600\":  #1e88e5,\n  \"700\":  #1976d2,\n  \"800\":  #1565c0,\n  \"900\":  #0d47a1,\n  \"a100\": #82b1ff,\n  \"a200\": #448aff,\n  \"a400\": #2979ff,\n  \"a700\": #2962ff\n);\n\n$clr-blue:      map-get($clr-blue-list, \"base\");\n\n$clr-blue-50:   map-get($clr-blue-list, \"50\");\n$clr-blue-100:  map-get($clr-blue-list, \"100\");\n$clr-blue-200:  map-get($clr-blue-list, \"200\");\n$clr-blue-300:  map-get($clr-blue-list, \"300\");\n$clr-blue-400:  map-get($clr-blue-list, \"400\");\n$clr-blue-500:  map-get($clr-blue-list, \"500\");\n$clr-blue-600:  map-get($clr-blue-list, \"600\");\n$clr-blue-700:  map-get($clr-blue-list, \"700\");\n$clr-blue-800:  map-get($clr-blue-list, \"800\");\n$clr-blue-900:  map-get($clr-blue-list, \"900\");\n$clr-blue-a100: map-get($clr-blue-list, \"a100\");\n$clr-blue-a200: map-get($clr-blue-list, \"a200\");\n$clr-blue-a400: map-get($clr-blue-list, \"a400\");\n$clr-blue-a700: map-get($clr-blue-list, \"a700\");\n\n\n//\n// Light Blue\n//\n\n$clr-light-blue-list: (\n  \"base\": #03a9f4,\n  \"50\":   #e1f5fe,\n  \"100\":  #b3e5fc,\n  \"200\":  #81d4fa,\n  \"300\":  #4fc3f7,\n  \"400\":  #29b6f6,\n  \"500\":  #03a9f4,\n  \"600\":  #039be5,\n  \"700\":  #0288d1,\n  \"800\":  #0277bd,\n  \"900\":  #01579b,\n  \"a100\": #80d8ff,\n  \"a200\": #40c4ff,\n  \"a400\": #00b0ff,\n  \"a700\": #0091ea\n);\n\n$clr-light-blue:      map-get($clr-light-blue-list, \"base\");\n\n$clr-light-blue-50:   map-get($clr-light-blue-list, \"50\");\n$clr-light-blue-100:  map-get($clr-light-blue-list, \"100\");\n$clr-light-blue-200:  map-get($clr-light-blue-list, \"200\");\n$clr-light-blue-300:  map-get($clr-light-blue-list, \"300\");\n$clr-light-blue-400:  map-get($clr-light-blue-list, \"400\");\n$clr-light-blue-500:  map-get($clr-light-blue-list, \"500\");\n$clr-light-blue-600:  map-get($clr-light-blue-list, \"600\");\n$clr-light-blue-700:  map-get($clr-light-blue-list, \"700\");\n$clr-light-blue-800:  map-get($clr-light-blue-list, \"800\");\n$clr-light-blue-900:  map-get($clr-light-blue-list, \"900\");\n$clr-light-blue-a100: map-get($clr-light-blue-list, \"a100\");\n$clr-light-blue-a200: map-get($clr-light-blue-list, \"a200\");\n$clr-light-blue-a400: map-get($clr-light-blue-list, \"a400\");\n$clr-light-blue-a700: map-get($clr-light-blue-list, \"a700\");\n\n\n//\n// Cyan\n//\n\n$clr-cyan-list: (\n  \"base\": #00bcd4,\n  \"50\":   #e0f7fa,\n  \"100\":  #b2ebf2,\n  \"200\":  #80deea,\n  \"300\":  #4dd0e1,\n  \"400\":  #26c6da,\n  \"500\":  #00bcd4,\n  \"600\":  #00acc1,\n  \"700\":  #0097a7,\n  \"800\":  #00838f,\n  \"900\":  #006064,\n  \"a100\": #84ffff,\n  \"a200\": #18ffff,\n  \"a400\": #00e5ff,\n  \"a700\": #00b8d4\n);\n\n$clr-cyan:      map-get($clr-cyan-list, \"base\");\n\n$clr-cyan-50:   map-get($clr-cyan-list, \"50\");\n$clr-cyan-100:  map-get($clr-cyan-list, \"100\");\n$clr-cyan-200:  map-get($clr-cyan-list, \"200\");\n$clr-cyan-300:  map-get($clr-cyan-list, \"300\");\n$clr-cyan-400:  map-get($clr-cyan-list, \"400\");\n$clr-cyan-500:  map-get($clr-cyan-list, \"500\");\n$clr-cyan-600:  map-get($clr-cyan-list, \"600\");\n$clr-cyan-700:  map-get($clr-cyan-list, \"700\");\n$clr-cyan-800:  map-get($clr-cyan-list, \"800\");\n$clr-cyan-900:  map-get($clr-cyan-list, \"900\");\n$clr-cyan-a100: map-get($clr-cyan-list, \"a100\");\n$clr-cyan-a200: map-get($clr-cyan-list, \"a200\");\n$clr-cyan-a400: map-get($clr-cyan-list, \"a400\");\n$clr-cyan-a700: map-get($clr-cyan-list, \"a700\");\n\n\n//\n// Teal\n//\n\n$clr-teal-list: (\n  \"base\": #009688,\n  \"50\":   #e0f2f1,\n  \"100\":  #b2dfdb,\n  \"200\":  #80cbc4,\n  \"300\":  #4db6ac,\n  \"400\":  #26a69a,\n  \"500\":  #009688,\n  \"600\":  #00897b,\n  \"700\":  #00796b,\n  \"800\":  #00695c,\n  \"900\":  #004d40,\n  \"a100\": #a7ffeb,\n  \"a200\": #64ffda,\n  \"a400\": #1de9b6,\n  \"a700\": #00bfa5\n);\n\n$clr-teal:      map-get($clr-teal-list, \"base\");\n\n$clr-teal-50:   map-get($clr-teal-list, \"50\");\n$clr-teal-100:  map-get($clr-teal-list, \"100\");\n$clr-teal-200:  map-get($clr-teal-list, \"200\");\n$clr-teal-300:  map-get($clr-teal-list, \"300\");\n$clr-teal-400:  map-get($clr-teal-list, \"400\");\n$clr-teal-500:  map-get($clr-teal-list, \"500\");\n$clr-teal-600:  map-get($clr-teal-list, \"600\");\n$clr-teal-700:  map-get($clr-teal-list, \"700\");\n$clr-teal-800:  map-get($clr-teal-list, \"800\");\n$clr-teal-900:  map-get($clr-teal-list, \"900\");\n$clr-teal-a100: map-get($clr-teal-list, \"a100\");\n$clr-teal-a200: map-get($clr-teal-list, \"a200\");\n$clr-teal-a400: map-get($clr-teal-list, \"a400\");\n$clr-teal-a700: map-get($clr-teal-list, \"a700\");\n\n\n//\n// Green\n//\n\n$clr-green-list: (\n  \"base\": #4caf50,\n  \"50\":   #e8f5e9,\n  \"100\":  #c8e6c9,\n  \"200\":  #a5d6a7,\n  \"300\":  #81c784,\n  \"400\":  #66bb6a,\n  \"500\":  #4caf50,\n  \"600\":  #43a047,\n  \"700\":  #388e3c,\n  \"800\":  #2e7d32,\n  \"900\":  #1b5e20,\n  \"a100\": #b9f6ca,\n  \"a200\": #69f0ae,\n  \"a400\": #00e676,\n  \"a700\": #00c853\n);\n\n$clr-green:      map-get($clr-green-list, \"base\");\n\n$clr-green-50:   map-get($clr-green-list, \"50\");\n$clr-green-100:  map-get($clr-green-list, \"100\");\n$clr-green-200:  map-get($clr-green-list, \"200\");\n$clr-green-300:  map-get($clr-green-list, \"300\");\n$clr-green-400:  map-get($clr-green-list, \"400\");\n$clr-green-500:  map-get($clr-green-list, \"500\");\n$clr-green-600:  map-get($clr-green-list, \"600\");\n$clr-green-700:  map-get($clr-green-list, \"700\");\n$clr-green-800:  map-get($clr-green-list, \"800\");\n$clr-green-900:  map-get($clr-green-list, \"900\");\n$clr-green-a100: map-get($clr-green-list, \"a100\");\n$clr-green-a200: map-get($clr-green-list, \"a200\");\n$clr-green-a400: map-get($clr-green-list, \"a400\");\n$clr-green-a700: map-get($clr-green-list, \"a700\");\n\n\n//\n// Light green\n//\n\n$clr-light-green-list: (\n  \"base\": #8bc34a,\n  \"50\":   #f1f8e9,\n  \"100\":  #dcedc8,\n  \"200\":  #c5e1a5,\n  \"300\":  #aed581,\n  \"400\":  #9ccc65,\n  \"500\":  #8bc34a,\n  \"600\":  #7cb342,\n  \"700\":  #689f38,\n  \"800\":  #558b2f,\n  \"900\":  #33691e,\n  \"a100\": #ccff90,\n  \"a200\": #b2ff59,\n  \"a400\": #76ff03,\n  \"a700\": #64dd17\n);\n\n$clr-light-green:      map-get($clr-light-green-list, \"base\");\n\n$clr-light-green-50:   map-get($clr-light-green-list, \"50\");\n$clr-light-green-100:  map-get($clr-light-green-list, \"100\");\n$clr-light-green-200:  map-get($clr-light-green-list, \"200\");\n$clr-light-green-300:  map-get($clr-light-green-list, \"300\");\n$clr-light-green-400:  map-get($clr-light-green-list, \"400\");\n$clr-light-green-500:  map-get($clr-light-green-list, \"500\");\n$clr-light-green-600:  map-get($clr-light-green-list, \"600\");\n$clr-light-green-700:  map-get($clr-light-green-list, \"700\");\n$clr-light-green-800:  map-get($clr-light-green-list, \"800\");\n$clr-light-green-900:  map-get($clr-light-green-list, \"900\");\n$clr-light-green-a100: map-get($clr-light-green-list, \"a100\");\n$clr-light-green-a200: map-get($clr-light-green-list, \"a200\");\n$clr-light-green-a400: map-get($clr-light-green-list, \"a400\");\n$clr-light-green-a700: map-get($clr-light-green-list, \"a700\");\n\n\n//\n// Lime\n//\n\n$clr-lime-list: (\n  \"base\": #cddc39,\n  \"50\":   #f9fbe7,\n  \"100\":  #f0f4c3,\n  \"200\":  #e6ee9c,\n  \"300\":  #dce775,\n  \"400\":  #d4e157,\n  \"500\":  #cddc39,\n  \"600\":  #c0ca33,\n  \"700\":  #afb42b,\n  \"800\":  #9e9d24,\n  \"900\":  #827717,\n  \"a100\": #f4ff81,\n  \"a200\": #eeff41,\n  \"a400\": #c6ff00,\n  \"a700\": #aeea00\n);\n\n$clr-lime:      map-get($clr-lime-list, \"base\");\n\n$clr-lime-50:   map-get($clr-lime-list, \"50\");\n$clr-lime-100:  map-get($clr-lime-list, \"100\");\n$clr-lime-200:  map-get($clr-lime-list, \"200\");\n$clr-lime-300:  map-get($clr-lime-list, \"300\");\n$clr-lime-400:  map-get($clr-lime-list, \"400\");\n$clr-lime-500:  map-get($clr-lime-list, \"500\");\n$clr-lime-600:  map-get($clr-lime-list, \"600\");\n$clr-lime-700:  map-get($clr-lime-list, \"700\");\n$clr-lime-800:  map-get($clr-lime-list, \"800\");\n$clr-lime-900:  map-get($clr-lime-list, \"900\");\n$clr-lime-a100: map-get($clr-lime-list, \"a100\");\n$clr-lime-a200: map-get($clr-lime-list, \"a200\");\n$clr-lime-a400: map-get($clr-lime-list, \"a400\");\n$clr-lime-a700: map-get($clr-lime-list, \"a700\");\n\n\n//\n// Yellow\n//\n\n$clr-yellow-list: (\n  \"base\": #ffeb3b,\n  \"50\":   #fffde7,\n  \"100\":  #fff9c4,\n  \"200\":  #fff59d,\n  \"300\":  #fff176,\n  \"400\":  #ffee58,\n  \"500\":  #ffeb3b,\n  \"600\":  #fdd835,\n  \"700\":  #fbc02d,\n  \"800\":  #f9a825,\n  \"900\":  #f57f17,\n  \"a100\": #ffff8d,\n  \"a200\": #ffff00,\n  \"a400\": #ffea00,\n  \"a700\": #ffd600\n);\n\n$clr-yellow:      map-get($clr-yellow-list, \"base\");\n\n$clr-yellow-50:   map-get($clr-yellow-list, \"50\");\n$clr-yellow-100:  map-get($clr-yellow-list, \"100\");\n$clr-yellow-200:  map-get($clr-yellow-list, \"200\");\n$clr-yellow-300:  map-get($clr-yellow-list, \"300\");\n$clr-yellow-400:  map-get($clr-yellow-list, \"400\");\n$clr-yellow-500:  map-get($clr-yellow-list, \"500\");\n$clr-yellow-600:  map-get($clr-yellow-list, \"600\");\n$clr-yellow-700:  map-get($clr-yellow-list, \"700\");\n$clr-yellow-800:  map-get($clr-yellow-list, \"800\");\n$clr-yellow-900:  map-get($clr-yellow-list, \"900\");\n$clr-yellow-a100: map-get($clr-yellow-list, \"a100\");\n$clr-yellow-a200: map-get($clr-yellow-list, \"a200\");\n$clr-yellow-a400: map-get($clr-yellow-list, \"a400\");\n$clr-yellow-a700: map-get($clr-yellow-list, \"a700\");\n\n\n//\n// amber\n//\n\n$clr-amber-list: (\n  \"base\": #ffc107,\n  \"50\":   #fff8e1,\n  \"100\":  #ffecb3,\n  \"200\":  #ffe082,\n  \"300\":  #ffd54f,\n  \"400\":  #ffca28,\n  \"500\":  #ffc107,\n  \"600\":  #ffb300,\n  \"700\":  #ffa000,\n  \"800\":  #ff8f00,\n  \"900\":  #ff6f00,\n  \"a100\": #ffe57f,\n  \"a200\": #ffd740,\n  \"a400\": #ffc400,\n  \"a700\": #ffab00\n);\n\n$clr-amber:      map-get($clr-amber-list, \"base\");\n\n$clr-amber-50:   map-get($clr-amber-list, \"50\");\n$clr-amber-100:  map-get($clr-amber-list, \"100\");\n$clr-amber-200:  map-get($clr-amber-list, \"200\");\n$clr-amber-300:  map-get($clr-amber-list, \"300\");\n$clr-amber-400:  map-get($clr-amber-list, \"400\");\n$clr-amber-500:  map-get($clr-amber-list, \"500\");\n$clr-amber-600:  map-get($clr-amber-list, \"600\");\n$clr-amber-700:  map-get($clr-amber-list, \"700\");\n$clr-amber-800:  map-get($clr-amber-list, \"800\");\n$clr-amber-900:  map-get($clr-amber-list, \"900\");\n$clr-amber-a100: map-get($clr-amber-list, \"a100\");\n$clr-amber-a200: map-get($clr-amber-list, \"a200\");\n$clr-amber-a400: map-get($clr-amber-list, \"a400\");\n$clr-amber-a700: map-get($clr-amber-list, \"a700\");\n\n\n//\n// Orange\n//\n\n$clr-orange-list: (\n  \"base\": #ff9800,\n  \"50\":   #fff3e0,\n  \"100\":  #ffe0b2,\n  \"200\":  #ffcc80,\n  \"300\":  #ffb74d,\n  \"400\":  #ffa726,\n  \"500\":  #ff9800,\n  \"600\":  #fb8c00,\n  \"700\":  #f57c00,\n  \"800\":  #ef6c00,\n  \"900\":  #e65100,\n  \"a100\": #ffd180,\n  \"a200\": #ffab40,\n  \"a400\": #ff9100,\n  \"a700\": #ff6d00\n);\n\n$clr-orange:      map-get($clr-orange-list, \"base\");\n\n$clr-orange-50:   map-get($clr-orange-list, \"50\");\n$clr-orange-100:  map-get($clr-orange-list, \"100\");\n$clr-orange-200:  map-get($clr-orange-list, \"200\");\n$clr-orange-300:  map-get($clr-orange-list, \"300\");\n$clr-orange-400:  map-get($clr-orange-list, \"400\");\n$clr-orange-500:  map-get($clr-orange-list, \"500\");\n$clr-orange-600:  map-get($clr-orange-list, \"600\");\n$clr-orange-700:  map-get($clr-orange-list, \"700\");\n$clr-orange-800:  map-get($clr-orange-list, \"800\");\n$clr-orange-900:  map-get($clr-orange-list, \"900\");\n$clr-orange-a100: map-get($clr-orange-list, \"a100\");\n$clr-orange-a200: map-get($clr-orange-list, \"a200\");\n$clr-orange-a400: map-get($clr-orange-list, \"a400\");\n$clr-orange-a700: map-get($clr-orange-list, \"a700\");\n\n\n//\n// Deep orange\n//\n\n$clr-deep-orange-list: (\n  \"base\": #ff5722,\n  \"50\":   #fbe9e7,\n  \"100\":  #ffccbc,\n  \"200\":  #ffab91,\n  \"300\":  #ff8a65,\n  \"400\":  #ff7043,\n  \"500\":  #ff5722,\n  \"600\":  #f4511e,\n  \"700\":  #e64a19,\n  \"800\":  #d84315,\n  \"900\":  #bf360c,\n  \"a100\": #ff9e80,\n  \"a200\": #ff6e40,\n  \"a400\": #ff3d00,\n  \"a700\": #dd2c00\n);\n\n$clr-deep-orange:      map-get($clr-deep-orange-list, \"base\");\n\n$clr-deep-orange-50:   map-get($clr-deep-orange-list, \"50\");\n$clr-deep-orange-100:  map-get($clr-deep-orange-list, \"100\");\n$clr-deep-orange-200:  map-get($clr-deep-orange-list, \"200\");\n$clr-deep-orange-300:  map-get($clr-deep-orange-list, \"300\");\n$clr-deep-orange-400:  map-get($clr-deep-orange-list, \"400\");\n$clr-deep-orange-500:  map-get($clr-deep-orange-list, \"500\");\n$clr-deep-orange-600:  map-get($clr-deep-orange-list, \"600\");\n$clr-deep-orange-700:  map-get($clr-deep-orange-list, \"700\");\n$clr-deep-orange-800:  map-get($clr-deep-orange-list, \"800\");\n$clr-deep-orange-900:  map-get($clr-deep-orange-list, \"900\");\n$clr-deep-orange-a100: map-get($clr-deep-orange-list, \"a100\");\n$clr-deep-orange-a200: map-get($clr-deep-orange-list, \"a200\");\n$clr-deep-orange-a400: map-get($clr-deep-orange-list, \"a400\");\n$clr-deep-orange-a700: map-get($clr-deep-orange-list, \"a700\");\n\n\n//\n// Brown\n//\n\n$clr-brown-list: (\n  \"base\": #795548,\n  \"50\":   #efebe9,\n  \"100\":  #d7ccc8,\n  \"200\":  #bcaaa4,\n  \"300\":  #a1887f,\n  \"400\":  #8d6e63,\n  \"500\":  #795548,\n  \"600\":  #6d4c41,\n  \"700\":  #5d4037,\n  \"800\":  #4e342e,\n  \"900\":  #3e2723,\n);\n\n$clr-brown:     map-get($clr-brown-list, \"base\");\n\n$clr-brown-50:  map-get($clr-brown-list, \"50\");\n$clr-brown-100: map-get($clr-brown-list, \"100\");\n$clr-brown-200: map-get($clr-brown-list, \"200\");\n$clr-brown-300: map-get($clr-brown-list, \"300\");\n$clr-brown-400: map-get($clr-brown-list, \"400\");\n$clr-brown-500: map-get($clr-brown-list, \"500\");\n$clr-brown-600: map-get($clr-brown-list, \"600\");\n$clr-brown-700: map-get($clr-brown-list, \"700\");\n$clr-brown-800: map-get($clr-brown-list, \"800\");\n$clr-brown-900: map-get($clr-brown-list, \"900\");\n\n\n//\n// Grey\n//\n\n$clr-grey-list: (\n  \"base\": #9e9e9e,\n  \"50\":   #fafafa,\n  \"100\":  #f5f5f5,\n  \"200\":  #eeeeee,\n  \"300\":  #e0e0e0,\n  \"400\":  #bdbdbd,\n  \"500\":  #9e9e9e,\n  \"600\":  #757575,\n  \"700\":  #616161,\n  \"800\":  #424242,\n  \"900\":  #212121,\n);\n\n$clr-grey:     map-get($clr-grey-list, \"base\");\n\n$clr-grey-50:  map-get($clr-grey-list, \"50\");\n$clr-grey-100: map-get($clr-grey-list, \"100\");\n$clr-grey-200: map-get($clr-grey-list, \"200\");\n$clr-grey-300: map-get($clr-grey-list, \"300\");\n$clr-grey-400: map-get($clr-grey-list, \"400\");\n$clr-grey-500: map-get($clr-grey-list, \"500\");\n$clr-grey-600: map-get($clr-grey-list, \"600\");\n$clr-grey-700: map-get($clr-grey-list, \"700\");\n$clr-grey-800: map-get($clr-grey-list, \"800\");\n$clr-grey-900: map-get($clr-grey-list, \"900\");\n\n\n//\n// Blue grey\n//\n\n$clr-blue-grey-list: (\n  \"base\": #607d8b,\n  \"50\":   #eceff1,\n  \"100\":  #cfd8dc,\n  \"200\":  #b0bec5,\n  \"300\":  #90a4ae,\n  \"400\":  #78909c,\n  \"500\":  #607d8b,\n  \"600\":  #546e7a,\n  \"700\":  #455a64,\n  \"800\":  #37474f,\n  \"900\":  #263238,\n);\n\n$clr-blue-grey:     map-get($clr-blue-grey-list, \"base\");\n\n$clr-blue-grey-50:  map-get($clr-blue-grey-list, \"50\");\n$clr-blue-grey-100: map-get($clr-blue-grey-list, \"100\");\n$clr-blue-grey-200: map-get($clr-blue-grey-list, \"200\");\n$clr-blue-grey-300: map-get($clr-blue-grey-list, \"300\");\n$clr-blue-grey-400: map-get($clr-blue-grey-list, \"400\");\n$clr-blue-grey-500: map-get($clr-blue-grey-list, \"500\");\n$clr-blue-grey-600: map-get($clr-blue-grey-list, \"600\");\n$clr-blue-grey-700: map-get($clr-blue-grey-list, \"700\");\n$clr-blue-grey-800: map-get($clr-blue-grey-list, \"800\");\n$clr-blue-grey-900: map-get($clr-blue-grey-list, \"900\");\n\n\n//\n// Black\n//\n\n$clr-black-list: (\n  \"base\": #000\n);\n\n$clr-black: map-get($clr-black-list, \"base\");\n\n\n//\n// White\n//\n\n$clr-white-list: (\n  \"base\": #fff\n);\n\n$clr-white: map-get($clr-white-list, \"base\");\n\n\n//\n// List for all Colors for looping\n//\n\n$clr-list-all: (\n  \"red\":         $clr-red-list,\n  \"pink\":        $clr-pink-list,\n  \"purple\":      $clr-purple-list,\n  \"deep-purple\": $clr-deep-purple-list,\n  \"indigo\":      $clr-indigo-list,\n  \"blue\":        $clr-blue-list,\n  \"light-blue\":  $clr-light-blue-list,\n  \"cyan\":        $clr-cyan-list,\n  \"teal\":        $clr-teal-list,\n  \"green\":       $clr-green-list,\n  \"light-green\": $clr-light-green-list,\n  \"lime\":        $clr-lime-list,\n  \"yellow\":      $clr-yellow-list,\n  \"amber\":       $clr-amber-list,\n  \"orange\":      $clr-orange-list,\n  \"deep-orange\": $clr-deep-orange-list,\n  \"brown\":       $clr-brown-list,\n  \"grey\":        $clr-grey-list,\n  \"blue-grey\":   $clr-blue-grey-list,\n  \"black\":       $clr-black-list,\n  \"white\":       $clr-white-list\n);\n\n\n//\n// Typography\n//\n\n$clr-ui-display-4: $clr-grey-600;\n$clr-ui-display-3: $clr-grey-600;\n$clr-ui-display-2: $clr-grey-600;\n$clr-ui-display-1: $clr-grey-600;\n$clr-ui-headline:  $clr-grey-900;\n$clr-ui-title:     $clr-grey-900;\n$clr-ui-subhead-1: $clr-grey-900;\n$clr-ui-body-2:    $clr-grey-900;\n$clr-ui-body-1:    $clr-grey-900;\n$clr-ui-caption:   $clr-grey-600;\n$clr-ui-menu:      $clr-grey-900;\n$clr-ui-button:    $clr-grey-900;\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-footnotes-icon: svg-load(\"@mdi/svg/svg/keyboard-return.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Footnote reference\n  [id^=\"fnref:\"]:target {\n    scroll-margin-top: initial;\n    margin-top: -1 * px2rem(48px + 24px - 4px);\n    padding-top: px2rem(48px + 24px - 4px);\n  }\n\n  // Footnote\n  [id^=\"fn:\"]:target {\n    scroll-margin-top: initial;\n    margin-top: -1 * px2rem(48px + 24px - 3px);\n    padding-top: px2rem(48px + 24px - 3px);\n  }\n\n  // Footnote container\n  .footnote {\n    color: var(--md-default-fg-color--light);\n    font-size: px2rem(12.8px);\n\n    // Footnote list - omit left indentation\n    ol {\n      margin-left: 0;\n    }\n\n    // Footnote list item\n    li {\n      transition: color 125ms;\n\n      // Darken color on target\n      &:target {\n        color: var(--md-default-fg-color);\n      }\n\n      // Show backreferences on footnote hover\n      &:hover  .footnote-backref,\n      &:target .footnote-backref {\n        transform: translateX(0);\n        opacity: 1;\n      }\n\n      // Adjust spacing on first child\n      > :first-child {\n        margin-top: 0;\n      }\n    }\n  }\n\n  // Footnote backreference\n  .footnote-backref {\n    display: inline-block;\n    color: var(--md-typeset-a-color);\n    // Hack: omit Unicode arrow for replacement with icon\n    font-size: 0;\n    vertical-align: text-bottom;\n    transform: translateX(px2rem(5px));\n    opacity: 0;\n    transition:\n      color     250ms,\n      transform 250ms 250ms,\n      opacity   125ms 250ms;\n\n    // [print]: Show footnote backreferences\n    @media print {\n      color: var(--md-typeset-a-color);\n      transform: translateX(0);\n      opacity: 1;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      transform: translateX(px2rem(-5px));\n    }\n\n    // Adjust color on hover\n    &:hover {\n      color: var(--md-accent-fg-color);\n    }\n\n    // Footnote backreference icon\n    &::before {\n      display: inline-block;\n      width: px2rem(16px);\n      height: px2rem(16px);\n      background-color: currentColor;\n      mask-image: var(--md-footnotes-icon);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1)\n        }\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Headerlink\n  .headerlink {\n    display: inline-block;\n    margin-left: px2rem(10px);\n    color: var(--md-default-fg-color--lighter);\n    opacity: 0;\n    transition:\n      color      250ms,\n      opacity    125ms;\n\n    // [print]: Hide headerlinks\n    @media print {\n      display: none;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2rem(10px);\n      margin-left: initial;\n    }\n  }\n\n  // Show headerlinks on parent hover\n  :hover  > .headerlink,\n  :target > .headerlink,\n  .headerlink:focus {\n    opacity: 1;\n    transition:\n      color      250ms,\n      opacity    125ms;\n  }\n\n  // Adjust color on parent target or focus/hover\n  :target > .headerlink,\n  .headerlink:focus,\n  .headerlink:hover {\n    color: var(--md-accent-fg-color);\n  }\n\n  // Adjust scroll offset for all elements with `id` attributes - general scroll\n  // margin offset for anything that can be targeted. Browser support is pretty\n  // decent by now, but Edge <79 and Safari (iOS and macOS) still don't support\n  // it properly, so we settle with a cross-browser anchor correction solution.\n  :target {\n    scroll-margin-top: px2rem(48px + 24px);\n  }\n\n  // Adjust scroll offset for headlines of level 1-3\n  h1:target,\n  h2:target,\n  h3:target {\n    scroll-margin-top: initial;\n\n    // Anchor correction hack\n    &::before {\n      display: block;\n      margin-top: -1 * px2rem(48px + 24px - 4px);\n      padding-top: px2rem(48px + 24px - 4px);\n      content: \"\";\n    }\n  }\n\n  // Adjust scroll offset for headlines of level 4\n  h4:target {\n    scroll-margin-top: initial;\n\n    // Anchor correction hack\n    &::before {\n      display: block;\n      margin-top: -1 * px2rem(48px + 24px - 3px);\n      padding-top: px2rem(48px + 24px - 3px);\n      content: \"\";\n    }\n  }\n\n  // Adjust scroll offset for headlines of level 5-6\n  h5:target,\n  h6:target {\n    scroll-margin-top: initial;\n\n    // Anchor correction hack\n    &::before {\n      display: block;\n      margin-top: -1 * px2rem(48px + 24px);\n      padding-top: px2rem(48px + 24px);\n      content: \"\";\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Arithmatex container\n  div.arithmatex {\n    overflow: auto;\n\n    // [mobile -]: Align with body copy\n    @include break-to-device(mobile) {\n      margin: 0 px2rem(-16px);\n    }\n\n    // Arithmatex content\n    > * {\n      width: min-content;\n      margin: 1em auto !important;\n      padding: 0 px2rem(16px);\n      touch-action: auto;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Deletions, additions and comments\n  del.critic,\n  ins.critic,\n  .critic.comment {\n    box-decoration-break: clone;\n  }\n\n  // Deletion\n  del.critic {\n    background-color: var(--md-typeset-del-color);\n  }\n\n  // Addition\n  ins.critic {\n    background-color: var(--md-typeset-ins-color);\n  }\n\n  // Comment\n  .critic.comment {\n    color: var(--md-code-hl-comment-color);\n\n    // Comment opening mark\n    &::before {\n      content: \"/* \";\n    }\n\n    // Comment closing mark\n    &::after {\n      content: \" */\";\n    }\n  }\n\n  // Critic block\n  .critic.block {\n    display: block;\n    margin: 1em 0;\n    padding-right: px2rem(16px);\n    padding-left: px2rem(16px);\n    overflow: auto;\n    box-shadow: none;\n\n    // Adjust spacing on first child\n    > :first-child {\n      margin-top: 0.5em;\n    }\n\n    // Adjust spacing on last child\n    > :last-child {\n      margin-bottom: 0.5em;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-details-icon: svg-load(\"@mdi/svg/svg/chevron-right.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Details\n  details {\n    @extend .admonition;\n\n    display: block;\n    padding-top: 0;\n    overflow: visible;\n\n    // Details title icon - rotate icon on transition to open state\n    &[open] > summary::after {\n      transform: rotate(90deg);\n    }\n\n    // Adjust spacing for details in closed state\n    &:not([open]) {\n      padding-bottom: 0;\n      box-shadow: none;\n\n      // Hack: we cannot set `overflow: hidden` on the `details` element (which\n      // is why we set it to `overflow: visible`, as the outline would not be\n      // visible when focusing. Therefore, we must set the border radius on the\n      // summary explicitly.\n      > summary {\n        border-radius: px2rem(2px);\n      }\n    }\n\n    // Hack: omit margin collapse\n    &::after {\n      display: table;\n      content: \"\";\n    }\n  }\n\n  // Details title\n  summary {\n    @extend .admonition-title;\n\n    display: block;\n    min-height: px2rem(20px);\n    padding: px2rem(8px) px2rem(36px) px2rem(8px) px2rem(40px);\n    border-top-left-radius: px2rem(2px);\n    border-top-right-radius: px2rem(2px);\n    cursor: pointer;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      padding: px2rem(8px) px2rem(44px) px2rem(8px) px2rem(36px);\n    }\n\n    // Hide outline for pointer devices\n    &:not(.focus-visible) {\n      outline: none;\n      -webkit-tap-highlight-color: transparent;\n    }\n\n    // Details marker\n    &::after {\n      position: absolute;\n      top: px2rem(8px);\n      right: px2rem(8px);\n      width: px2rem(20px);\n      height: px2rem(20px);\n      background-color: currentColor;\n      mask-image: var(--md-details-icon);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      transform: rotate(0deg);\n      transition: transform 250ms;\n      content: \"\";\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: initial;\n        left: px2rem(8px);\n        transform: rotate(180deg);\n      }\n    }\n\n    // Hide native details marker\n    &::-webkit-details-marker {\n      display: none;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Emoji and icon container\n  .emojione,\n  .twemoji,\n  .gemoji {\n    display: inline-block;\n    height: px2em(18px);\n    vertical-align: text-top;\n\n    // Icon - inlined via mkdocs-material-extensions\n    svg {\n      width: px2em(18px);\n      max-height: 100%;\n      fill: currentColor;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules: syntax highlighting\n// ----------------------------------------------------------------------------\n\n// Code block\n.highlight {\n\n  .o,   // Operator\n  .ow { // Operator, word\n    color: var(--md-code-hl-operator-color);\n  }\n\n  .p {  // Punctuation\n    color: var(--md-code-hl-punctuation-color);\n  }\n\n  .cpf, // Comment, preprocessor file\n  .l,   // Literal\n  .s,   // Literal, string\n  .sb,  // Literal, string backticks\n  .sc,  // Literal, string char\n  .s2,  // Literal, string double\n  .si,  // Literal, string interpol\n  .s1,  // Literal, string single\n  .ss { // Literal, string symbol\n    color: var(--md-code-hl-string-color);\n  }\n\n  .cp,  // Comment, pre-processor\n  .se,  // Literal, string escape\n  .sh,  // Literal, string heredoc\n  .sr,  // Literal, string regex\n  .sx { // Literal, string other\n    color: var(--md-code-hl-special-color);\n  }\n\n  .m,   // Number\n  .mb,  // Number, binary\n  .mf,  // Number, float\n  .mh,  // Number, hex\n  .mi,  // Number, integer\n  .il,  // Number, integer long\n  .mo { // Number, octal\n    color: var(--md-code-hl-number-color);\n  }\n\n  .k,   // Keyword,\n  .kd,  // Keyword, declaration\n  .kn,  // Keyword, namespace\n  .kp,  // Keyword, pseudo\n  .kr,  // Keyword, reserved\n  .kt { // Keyword, type\n    color: var(--md-code-hl-keyword-color);\n  }\n\n  .kc,  // Keyword, constant\n  .n {  // Name\n    color: var(--md-code-hl-name-color);\n  }\n\n  .no,  // Name, constant\n  .nb,  // Name, builtin\n  .bp { // Name, builtin pseudo\n    color: var(--md-code-hl-constant-color);\n  }\n\n  .nc,  // Name, class\n  .ne,  // Name, exception\n  .nf,  // Name, function\n  .nn { // Name, namespace\n    color: var(--md-code-hl-function-color);\n  }\n\n  .nd,  // Name, decorator\n  .ni,  // Name, entity\n  .nl,  // Name, label\n  .nt { // Name, tag\n    color: var(--md-code-hl-keyword-color);\n  }\n\n  .c,   // Comment\n  .cm,  // Comment, multiline\n  .c1,  // Comment, single\n  .ch,  // Comment, shebang\n  .cs,  // Comment, special\n  .sd { // Literal, string doc\n    color: var(--md-code-hl-comment-color);\n  }\n\n  .na,  // Name, attribute\n  .nv,  // Variable,\n  .vc,  // Variable, class\n  .vg,  // Variable, global\n  .vi { // Variable, instance\n    color: var(--md-code-hl-variable-color);\n  }\n\n  .ge,  // Generic, emph\n  .gr,  // Generic, error\n  .gh,  // Generic, heading\n  .go,  // Generic, output\n  .gp,  // Generic, prompt\n  .gs,  // Generic, strong\n  .gu,  // Generic, subheading\n  .gt { // Generic, traceback\n    color: var(--md-code-hl-generic-color);\n  }\n\n  .gd,  // Diff, delete\n  .gi { // Diff, insert\n    margin: 0 px2em(-2px);\n    padding: 0 px2em(2px);\n    border-radius: px2rem(2px);\n  }\n\n  .gd { // Diff, delete\n    background-color: var(--md-typeset-del-color);\n  }\n\n  .gi { // Diff, insert\n    background-color: var(--md-typeset-ins-color)\n  }\n\n  // Highlighted line\n  .hll {\n    display: block;\n    margin: 0 px2em(-16px, 13.6px);\n    padding: 0 px2em(16px, 13.6px);\n    background-color: var(--md-code-hl-color)\n  }\n\n  // Code block line numbers (inline)\n  [data-linenos]::before {\n    position: sticky;\n    left: px2em(-16px, 13.6px);\n    float: left;\n    margin-right: px2em(16px, 13.6px);\n    margin-left: px2em(-16px, 13.6px);\n    padding-left: px2em(16px, 13.6px);\n    color: var(--md-default-fg-color--light);\n    background-color: var(--md-code-bg-color);\n    box-shadow: px2rem(-1px) 0 var(--md-default-fg-color--lightest) inset;\n    content: attr(data-linenos);\n    user-select: none;\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: layout\n// ----------------------------------------------------------------------------\n\n// Code block with line numbers\n.highlighttable {\n  display: flow-root;\n  overflow: hidden;\n\n  // Set table elements to block layout, because otherwise the whole flexbox\n  // hacking won't work correctly\n  tbody,\n  td {\n    display: block;\n    padding: 0;\n  }\n\n  // We need to use flexbox layout, because otherwise it's not possible to\n  // make the code container scroll while keeping the line numbers static\n  tr {\n    display: flex;\n  }\n\n  // The pre tags are nested inside a table, so we need to omit the margin\n  // because it collapses below all the overflows\n  pre {\n    margin: 0;\n  }\n\n  // Code block line numbers - disable user selection, so code can be easily\n  // copied without accidentally also copying the line numbers\n  .linenos {\n    padding: px2em(10.5px, 13.6px) px2em(16px, 13.6px);\n    padding-right: 0;\n    font-size: px2em(13.6px);\n    background-color: var(--md-code-bg-color);\n    user-select: none;\n  }\n\n  // Code block line numbers container\n  .linenodiv {\n    padding-right: px2em(8px, 13.6px);\n    box-shadow: px2rem(-1px) 0 var(--md-default-fg-color--lightest) inset;\n\n    // Adjust colors and alignment\n    pre {\n      color: var(--md-default-fg-color--light);\n      text-align: right;\n    }\n  }\n\n  // Code block container - stretch to remaining space\n  .code {\n    flex: 1;\n    overflow: hidden;\n  }\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Code block with line numbers\n  .highlighttable {\n    margin: 1em 0;\n    direction: ltr;\n    border-radius: px2rem(2px);\n\n    // Omit rounded borders on contained code block\n    code {\n      border-radius: 0;\n    }\n  }\n\n  // [mobile -]: Align with body copy\n  @include break-to-device(mobile) {\n\n    // Top-level code block\n    > .highlight {\n      margin: 1em px2rem(-16px);\n\n      // Highlighted line\n      .hll {\n        margin: 0 px2rem(-16px);\n        padding: 0 px2rem(16px);\n      }\n\n      // Omit rounded borders\n      code {\n        border-radius: 0;\n      }\n    }\n\n    // Top-level code block with line numbers\n    > .highlighttable {\n      margin: 1em px2rem(-16px);\n      border-radius: 0;\n\n      // Highlighted line\n      .hll {\n        margin: 0 px2rem(-16px);\n        padding: 0 px2rem(16px);\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Keyboard key\n  .keys {\n\n    // Keyboard key icon\n    kbd::before,\n    kbd::after {\n      position: relative;\n      margin: 0;\n      color: inherit;\n      -moz-osx-font-smoothing: initial;\n      -webkit-font-smoothing: initial;\n    }\n\n    // Surrounding text\n    span {\n      padding: 0 px2em(3.2px);\n      color: var(--md-default-fg-color--light);\n    }\n\n    // Define keyboard keys with left icon\n    @each $name, $code in (\n\n      // Modifiers\n      \"alt\":           \"\\2387\",\n      \"left-alt\":      \"\\2387\",\n      \"right-alt\":     \"\\2387\",\n      \"command\":       \"\\2318\",\n      \"left-command\":  \"\\2318\",\n      \"right-command\": \"\\2318\",\n      \"control\":       \"\\2303\",\n      \"left-control\":  \"\\2303\",\n      \"right-control\": \"\\2303\",\n      \"meta\":          \"\\25C6\",\n      \"left-meta\":     \"\\25C6\",\n      \"right-meta\":    \"\\25C6\",\n      \"option\":        \"\\2325\",\n      \"left-option\":   \"\\2325\",\n      \"right-option\":  \"\\2325\",\n      \"shift\":         \"\\21E7\",\n      \"left-shift\":    \"\\21E7\",\n      \"right-shift\":   \"\\21E7\",\n      \"super\":         \"\\2756\",\n      \"left-super\":    \"\\2756\",\n      \"right-super\":   \"\\2756\",\n      \"windows\":       \"\\229E\",\n      \"left-windows\":  \"\\229E\",\n      \"right-windows\": \"\\229E\",\n\n      // Other keys\n      \"arrow-down\":    \"\\2193\",\n      \"arrow-left\":    \"\\2190\",\n      \"arrow-right\":   \"\\2192\",\n      \"arrow-up\":      \"\\2191\",\n      \"backspace\":     \"\\232B\",\n      \"backtab\":       \"\\21E4\",\n      \"caps-lock\":     \"\\21EA\",\n      \"clear\":         \"\\2327\",\n      \"context-menu\":  \"\\2630\",\n      \"delete\":        \"\\2326\",\n      \"eject\":         \"\\23CF\",\n      \"end\":           \"\\2913\",\n      \"escape\":        \"\\238B\",\n      \"home\":          \"\\2912\",\n      \"insert\":        \"\\2380\",\n      \"page-down\":     \"\\21DF\",\n      \"page-up\":       \"\\21DE\",\n      \"print-screen\":  \"\\2399\"\n    ) {\n      .key-#{$name} {\n        &::before {\n          padding-right: px2em(6.4px);\n          content: $code;\n        }\n      }\n    }\n\n    // Define keyboard keys with right icon\n    @each $name, $code in (\n      \"tab\":           \"\\21E5\",\n      \"num-enter\":     \"\\2324\",\n      \"enter\":         \"\\23CE\"\n    ) {\n      .key-#{$name} {\n        &::after {\n          padding-left: px2em(6.4px);\n          content: $code;\n        }\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Tabbed block content\n  .tabbed-content {\n    display: none;\n    order: 99;\n    width: 100%;\n    box-shadow: 0 px2rem(-1px) var(--md-default-fg-color--lightest);\n\n    // [print]: Show all tabs (even hidden ones) when printing\n    @media print {\n      display: block;\n      order: initial;\n    }\n\n    // Code block is the only child of a tab - remove margin and mirror\n    // previous (now deprecated) SuperFences code block grouping behavior\n    > pre:only-child,\n    > .highlight:only-child pre,\n    > .highlighttable:only-child {\n      margin: 0;\n\n      // Omit rounded borders\n      > code {\n        border-top-left-radius: 0;\n        border-top-right-radius: 0;\n      }\n    }\n\n    // Adjust spacing for nested tab\n    > .tabbed-set {\n      margin: 0;\n    }\n  }\n\n  // Tabbed block container\n  .tabbed-set {\n    position: relative;\n    display: flex;\n    flex-wrap: wrap;\n    margin: 1em 0;\n    border-radius: px2rem(2px);\n\n    // Tab radio button - the Tabbed extension will generate radio buttons with\n    // labels, so tabs can be triggered without the necessity for JavaScript.\n    // This is pretty cool, as it has great accessibility out-of-the box, so\n    // we just hide the radio button and toggle the label color for indication.\n    > input {\n      position: absolute;\n      width: 0;\n      height: 0;\n      opacity: 0;\n\n      // Tab label for checked radio button\n      &:checked + label {\n        color: var(--md-accent-fg-color);\n        border-color: var(--md-accent-fg-color);\n\n        // Show tabbed block content\n        & + .tabbed-content {\n          display: block;\n        }\n      }\n\n      // Tab label on focus\n      &:focus + label {\n        outline-style: auto;\n      }\n\n      // Hide outline for pointer devices\n      &:not(.focus-visible) + label {\n        outline: none;\n        -webkit-tap-highlight-color: transparent;\n      }\n    }\n\n    // Tab label\n    > label {\n      z-index: 1;\n      width: auto;\n      padding: px2em(12px, 12.8px) 1.25em px2em(10px, 12.8px);\n      color: var(--md-default-fg-color--light);\n      font-weight: 700;\n      font-size: px2rem(12.8px);\n      border-bottom: px2rem(2px) solid transparent;\n      cursor: pointer;\n      transition: color 250ms;\n\n      // Tab label on hover\n      &:hover {\n        color: var(--md-accent-fg-color);\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-tasklist-icon: svg-load(\n    \"@primer/octicons/build/svg/check-circle-fill-24.svg\"\n  );\n  --md-tasklist-icon--checked: svg-load(\n    \"@primer/octicons/build/svg/check-circle-fill-24.svg\"\n  );\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Tasklist item\n  .task-list-item {\n    position: relative;\n    list-style-type: none;\n\n    // Make checkbox items align with normal list items, but position\n    // everything in ems for correct layout at smaller font sizes\n    [type=\"checkbox\"] {\n      position: absolute;\n      top: 0.45em;\n      left: -2em;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: -2em;\n        left: initial;\n      }\n    }\n  }\n\n  // Hide native checkbox, when custom classes are enabled\n  .task-list-control [type=\"checkbox\"] {\n    z-index: -1;\n    opacity: 0;\n  }\n\n  // Tasklist indicator in unchecked state\n  .task-list-indicator::before {\n    position: absolute;\n    top: 0.15em;\n    left: px2em(-24px);\n    width: px2em(20px);\n    height: px2em(20px);\n    background-color: var(--md-default-fg-color--lightest);\n    mask-image: var(--md-tasklist-icon);\n    mask-repeat: no-repeat;\n    mask-size: contain;\n    content: \"\";\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      right: px2em(-24px);\n      left: initial;\n    }\n  }\n\n  // Tasklist indicator in checked state\n  [type=\"checkbox\"]:checked + .task-list-indicator::before {\n    background-color: $clr-green-a400;\n    mask-image: var(--md-tasklist-icon--checked);\n  }\n}\n"],"sourceRoot":""}
\ No newline at end of file
diff --git a/assets/stylesheets/main.3b61ea93.min.css.map b/assets/stylesheets/main.3b61ea93.min.css.map
deleted file mode 100644
index 5472d03..0000000
--- a/assets/stylesheets/main.3b61ea93.min.css.map
+++ /dev/null
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.key-insert::before{padding-right:.4em;content:\"⎀\"}.md-typeset .keys .key-page-down::before{padding-right:.4em;content:\"⇟\"}.md-typeset .keys .key-page-up::before{padding-right:.4em;content:\"⇞\"}.md-typeset .keys .key-print-screen::before{padding-right:.4em;content:\"⎙\"}.md-typeset .keys .key-tab::after{padding-left:.4em;content:\"⇥\"}.md-typeset .keys .key-num-enter::after{padding-left:.4em;content:\"⌤\"}.md-typeset .keys .key-enter::after{padding-left:.4em;content:\"⏎\"}.md-typeset .tabbed-content{display:none;order:99;width:100%;box-shadow:0 -0.05rem var(--md-default-fg-color--lightest)}@media print{.md-typeset .tabbed-content{display:block;order:initial}}.md-typeset .tabbed-content>pre:only-child,.md-typeset .tabbed-content>.highlight:only-child pre,.md-typeset .tabbed-content>.highlighttable:only-child{margin:0}.md-typeset .tabbed-content>pre:only-child>code,.md-typeset .tabbed-content>.highlight:only-child pre>code,.md-typeset 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.tabbed-set>label:hover{color:var(--md-accent-fg-color)}:root{--md-tasklist-icon: svg-load( \"@primer/octicons/build/svg/check-circle-fill-24.svg\" );--md-tasklist-icon--checked: svg-load( \"@primer/octicons/build/svg/check-circle-fill-24.svg\" )}.md-typeset .task-list-item{position:relative;list-style-type:none}.md-typeset .task-list-item [type=checkbox]{position:absolute;top:.45em;left:-2em}[dir=rtl] .md-typeset .task-list-item [type=checkbox]{right:-2em;left:initial}.md-typeset .task-list-control [type=checkbox]{z-index:-1;opacity:0}.md-typeset .task-list-indicator::before{position:absolute;top:.15em;left:-1.5em;width:1.25em;height:1.25em;background-color:var(--md-default-fg-color--lightest);mask-image:var(--md-tasklist-icon);mask-repeat:no-repeat;mask-size:contain;content:\"\"}[dir=rtl] .md-typeset .task-list-indicator::before{right:-1.5em;left:initial}.md-typeset [type=checkbox]:checked+.task-list-indicator::before{background-color:#00e676;mask-image:var(--md-tasklist-icon--checked)}","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Enforce correct box model and prevent adjustments of font size after\n// orientation changes in IE and iOS\nhtml {\n  box-sizing: border-box;\n  text-size-adjust: none;\n}\n\n// All elements shall inherit the document default\n*,\n*::before,\n*::after {\n  box-sizing: inherit;\n}\n\n// Remove margin in all browsers\nbody {\n  margin: 0;\n}\n\n// Reset tap outlines on iOS and Android\na,\nbutton,\nlabel,\ninput {\n  -webkit-tap-highlight-color: transparent;\n}\n\n// Reset link styles\na {\n  color: inherit;\n  text-decoration: none;\n}\n\n// Normalize horizontal separator styles\nhr {\n  display: block;\n  box-sizing: content-box;\n  height: px2rem(1px);\n  padding: 0;\n  overflow: visible;\n  border: 0;\n}\n\n// Normalize font-size in all browsers\nsmall {\n  font-size: 80%;\n}\n\n// Prevent subscript and superscript from affecting line-height\nsub,\nsup {\n  line-height: 1em;\n}\n\n// Remove border on image\nimg {\n  border-style: none;\n}\n\n// Reset table styles\ntable {\n  border-collapse: separate;\n  border-spacing: 0;\n}\n\n// Reset table cell styles\ntd,\nth {\n  font-weight: 400;\n  vertical-align: top;\n}\n\n// Reset button styles\nbutton {\n  margin: 0;\n  padding: 0;\n  font-size: inherit;\n  background: transparent;\n  border: 0;\n}\n\n// Reset input styles\ninput {\n  border: 0;\n  outline: none;\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Color definitions\n:root {\n\n  // Default color shades\n  --md-default-fg-color:               hsla(0, 0%, 0%, 0.87);\n  --md-default-fg-color--light:        hsla(0, 0%, 0%, 0.54);\n  --md-default-fg-color--lighter:      hsla(0, 0%, 0%, 0.32);\n  --md-default-fg-color--lightest:     hsla(0, 0%, 0%, 0.07);\n  --md-default-bg-color:               hsla(0, 0%, 100%, 1);\n  --md-default-bg-color--light:        hsla(0, 0%, 100%, 0.7);\n  --md-default-bg-color--lighter:      hsla(0, 0%, 100%, 0.3);\n  --md-default-bg-color--lightest:     hsla(0, 0%, 100%, 0.12);\n\n  // Primary color shades\n  --md-primary-fg-color:               hsla(#{hex2hsl($clr-indigo-500)}, 1);\n  --md-primary-fg-color--light:        hsla(#{hex2hsl($clr-indigo-400)}, 1);\n  --md-primary-fg-color--dark:         hsla(#{hex2hsl($clr-indigo-700)}, 1);\n  --md-primary-bg-color:               hsla(0, 0%, 100%, 1);\n  --md-primary-bg-color--light:        hsla(0, 0%, 100%, 0.7);\n\n  // Accent color shades\n  --md-accent-fg-color:                hsla(#{hex2hsl($clr-indigo-a200)}, 1);\n  --md-accent-fg-color--transparent:   hsla(#{hex2hsl($clr-indigo-a200)}, 0.1);\n  --md-accent-bg-color:                hsla(0, 0%, 100%, 1);\n  --md-accent-bg-color--light:         hsla(0, 0%, 100%, 0.7);\n\n  // Light theme (default)\n  > * {\n\n    // Code color shades\n    --md-code-fg-color:                hsla(200, 18%, 26%, 1);\n    --md-code-bg-color:                hsla(0, 0%, 96%, 1);\n\n    // Code highlighting color shades\n    --md-code-hl-color:                hsla(#{hex2hsl($clr-yellow-a200)}, 0.5);\n    --md-code-hl-number-color:         hsla(0, 67%, 50%, 1);\n    --md-code-hl-special-color:        hsla(340, 83%, 47%, 1);\n    --md-code-hl-function-color:       hsla(291, 45%, 50%, 1);\n    --md-code-hl-constant-color:       hsla(250, 63%, 60%, 1);\n    --md-code-hl-keyword-color:        hsla(219, 54%, 51%, 1);\n    --md-code-hl-string-color:         hsla(150, 63%, 30%, 1);\n    --md-code-hl-name-color:           var(--md-code-fg-color);\n    --md-code-hl-operator-color:       var(--md-default-fg-color--light);\n    --md-code-hl-punctuation-color:    var(--md-default-fg-color--light);\n    --md-code-hl-comment-color:        var(--md-default-fg-color--light);\n    --md-code-hl-generic-color:        var(--md-default-fg-color--light);\n    --md-code-hl-variable-color:       var(--md-default-fg-color--light);\n\n    // Typeset color shades\n    --md-typeset-color:                var(--md-default-fg-color);\n    --md-typeset-a-color:              var(--md-primary-fg-color);\n\n    // Typeset `mark` color shades\n    --md-typeset-mark-color:           hsla(#{hex2hsl($clr-yellow-a200)}, 0.5);\n\n    // Typeset `del` and `ins` color shades\n    --md-typeset-del-color:            hsla(6, 90%, 60%, 0.15);\n    --md-typeset-ins-color:            hsla(150, 90%, 44%, 0.15);\n\n    // Typeset `kbd` color shades\n    --md-typeset-kbd-color:            hsla(0, 0%, 98%, 1);\n    --md-typeset-kbd-accent-color:     hsla(0, 100%, 100%, 1);\n    --md-typeset-kbd-border-color:     hsla(0, 0%, 72%, 1);\n\n    // Admonition color shades\n    --md-admonition-fg-color:          var(--md-default-fg-color);\n    --md-admonition-bg-color:          var(--md-default-bg-color);\n\n    // Footer color shades\n    --md-footer-fg-color:              hsla(0, 0%, 100%, 1);\n    --md-footer-fg-color--light:       hsla(0, 0%, 100%, 0.7);\n    --md-footer-fg-color--lighter:     hsla(0, 0%, 100%, 0.3);\n    --md-footer-bg-color:              hsla(0, 0%, 0%, 0.87);\n    --md-footer-bg-color--dark:        hsla(0, 0%, 0%, 0.32);\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon\n.md-icon {\n\n  // SVG defaults\n  svg {\n    display: block;\n    width: px2rem(24px);\n    height: px2rem(24px);\n    fill: currentColor;\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules: font definitions\n// ----------------------------------------------------------------------------\n\n// Enable font-smoothing in Webkit and FF\nbody {\n  -webkit-font-smoothing: antialiased;\n  -moz-osx-font-smoothing: grayscale;\n}\n\n// Define default fonts\nbody,\ninput {\n  color: var(--md-typeset-color);\n  font-feature-settings: \"kern\", \"liga\";\n  font-family: -apple-system, BlinkMacSystemFont, Helvetica, Arial, sans-serif;\n}\n\n// Define proportionally spaced fonts\ncode,\npre,\nkbd {\n  color: var(--md-typeset-color);\n  font-feature-settings: \"kern\";\n  font-family: SFMono-Regular, Consolas, Menlo, monospace;\n}\n\n// ----------------------------------------------------------------------------\n// Rules: typesetted content\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-typeset-table--ascending: svg-load(\"@mdi/svg/svg/arrow-down.svg\");\n  --md-typeset-table--descending: svg-load(\"@mdi/svg/svg/arrow-up.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Content that is typeset - if possible, all margins, paddings and font sizes\n// should be set in ems, so nested blocks (e.g. admonitions) render correctly.\n.md-typeset {\n  font-size: px2rem(16px);\n  line-height: 1.6;\n  color-adjust: exact;\n\n  // [print]: We'll use a smaller `font-size` for printing, so code examples\n  // don't break too early, and `16px` looks too big anyway.\n  @media print {\n    font-size: px2rem(13.6px);\n  }\n\n  // Default spacing\n  p,\n  ul,\n  ol,\n  dl,\n  blockquote {\n    margin: 1em 0;\n  }\n\n  // Headline on level 1\n  h1 {\n    margin: 0 0 px2em(40px, 32px);\n    color: var(--md-default-fg-color--light);\n    font-weight: 300;\n    font-size: px2em(32px);\n    line-height: 1.3;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 2\n  h2 {\n    margin: px2em(40px, 25px) 0 px2em(16px, 25px);\n    font-weight: 300;\n    font-size: px2em(25px);\n    line-height: 1.4;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 3\n  h3 {\n    margin: px2em(32px, 20px) 0 px2em(16px, 20px);\n    font-weight: 400;\n    font-size: px2em(20px);\n    line-height: 1.5;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 3 following level 2\n  h2 + h3 {\n    margin-top: px2em(16px, 20px);\n  }\n\n  // Headline on level 4\n  h4 {\n    margin: px2em(16px) 0;\n    font-weight: 700;\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 5-6\n  h5,\n  h6 {\n    margin: px2em(16px, 12.8px) 0;\n    color: var(--md-default-fg-color--light);\n    font-weight: 700;\n    font-size: px2em(12.8px);\n    letter-spacing: -0.01em;\n  }\n\n  // Headline on level 5\n  h5 {\n    text-transform: uppercase;\n  }\n\n  // Horizontal separator\n  hr {\n    margin: 1.5em 0;\n    border-bottom: px2rem(1px) solid var(--md-default-fg-color--lightest);\n  }\n\n  // Text link\n  a {\n    color: var(--md-typeset-a-color);\n    word-break: break-word;\n\n    // Also enable color transition on pseudo elements\n    &,\n    &::before {\n      transition: color 125ms;\n    }\n\n    // Text link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-fg-color);\n    }\n  }\n\n  // Code blocks\n  code,\n  pre,\n  kbd {\n    color: var(--md-code-fg-color);\n    direction: ltr;\n\n    // [print]: Wrap text and hide scollbars\n    @media print {\n      white-space: pre-wrap;\n    }\n  }\n\n  // Inline code blocks\n  code {\n    padding: 0 px2em(4px, 13.6px);\n    font-size: px2em(13.6px);\n    word-break: break-word;\n    background-color: var(--md-code-bg-color);\n    border-radius: px2rem(2px);\n    box-decoration-break: clone;\n\n    // Hide outline for pointer devices\n    &:not(.focus-visible) {\n      outline: none;\n      -webkit-tap-highlight-color: transparent;\n    }\n  }\n\n  // Code block in headline\n  h1 code,\n  h2 code,\n  h3 code,\n  h4 code,\n  h5 code,\n  h6 code {\n    margin: initial;\n    padding: initial;\n    background-color: transparent;\n    box-shadow: none;\n  }\n\n  // Ensure link color in code blocks\n  a > code {\n    color: currentColor;\n  }\n\n  // Unformatted content\n  pre {\n    position: relative;\n    margin: 1em 0;\n    line-height: 1.4;\n\n    // Code block\n    > code {\n      display: block;\n      margin: 0;\n      padding: px2em(10.5px, 13.6px) px2em(16px, 13.6px);\n      overflow: auto;\n      word-break: normal;\n      box-shadow: none;\n      box-decoration-break: slice;\n      touch-action: auto;\n      scrollbar-width: thin;\n      scrollbar-color: var(--md-default-fg-color--lighter) transparent;\n\n      // Code block on hover\n      &:hover {\n        scrollbar-color: var(--md-accent-fg-color) transparent;\n      }\n\n      // Webkit scrollbar\n      &::-webkit-scrollbar {\n        width: px2rem(4px);\n        height: px2rem(4px);\n      }\n\n      // Webkit scrollbar thumb\n      &::-webkit-scrollbar-thumb {\n        background-color: var(--md-default-fg-color--lighter);\n\n        // Webkit scrollbar thumb on hover\n        &:hover {\n          background-color: var(--md-accent-fg-color);\n        }\n      }\n    }\n  }\n\n  // [mobile -]: Align with body copy\n  @include break-to-device(mobile) {\n\n    // Unformatted text\n    > pre {\n      margin: 1em px2rem(-16px);\n\n      // Code block\n      code {\n        border-radius: 0;\n      }\n    }\n  }\n\n  // Keyboard key\n  kbd {\n    display: inline-block;\n    padding: 0 px2em(8px, 12px);\n    color: var(--md-default-fg-color);\n    font-size: px2em(12px);\n    vertical-align: text-top;\n    word-break: break-word;\n    background-color: var(--md-typeset-kbd-color);\n    border-radius: px2rem(2px);\n    box-shadow:\n      0 px2rem(2px)  0 px2rem(1px) var(--md-typeset-kbd-border-color),\n      0 px2rem(2px)  0             var(--md-typeset-kbd-border-color),\n      0 px2rem(-2px) px2rem(4px)   var(--md-typeset-kbd-accent-color) inset;\n  }\n\n  // Text highlighting marker\n  mark {\n    color: inherit;\n    word-break: break-word;\n    background-color: var(--md-typeset-mark-color);\n    box-decoration-break: clone;\n  }\n\n  // Abbreviation\n  abbr {\n    text-decoration: none;\n    border-bottom: px2rem(1px) dotted var(--md-default-fg-color--light);\n    cursor: help;\n\n    // Show tooltip for touch devices\n    @media (hover: none) {\n      position: relative;\n\n      // Tooltip\n      &[title]:focus::after,\n      &[title]:hover::after {\n        @include z-depth(2);\n\n        position: absolute;\n        left: 0;\n        display: inline-block;\n        width: auto;\n        min-width: max-content;\n        max-width: 80%;\n        margin-top: 2em;\n        padding: px2rem(4px) px2rem(6px);\n        color: var(--md-default-bg-color);\n        font-size: px2rem(14px);\n        background-color: var(--md-default-fg-color);\n        border-radius: px2rem(2px);\n        content: attr(title);\n      }\n    }\n\n  }\n\n  // Small text\n  small {\n    opacity: 0.75;\n  }\n\n  // Superscript and subscript\n  sup,\n  sub {\n    margin-left: px2em(1px, 12.8px);\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2em(1px, 12.8px);\n      margin-left: initial;\n    }\n  }\n\n  // Blockquotes, possibly nested\n  blockquote {\n    padding-left: px2rem(12px);\n    color: var(--md-default-fg-color--light);\n    border-left: px2rem(4px) solid var(--md-default-fg-color--lighter);\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      padding-right: px2rem(12px);\n      padding-left: initial;\n      border-right: px2rem(4px) solid var(--md-default-fg-color--lighter);\n      border-left: initial;\n    }\n  }\n\n  // Unordered list\n  ul {\n    list-style-type: disc;\n  }\n\n  // Unordered and ordered list\n  ul,\n  ol {\n    margin-left: px2em(10px);\n    padding: 0;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2em(10px);\n      margin-left: initial;\n    }\n\n    // Nested ordered list\n    ol {\n      list-style-type: lower-alpha;\n\n      // Triply nested ordered list\n      ol {\n        list-style-type: lower-roman;\n      }\n    }\n\n    // List element\n    li {\n      margin-bottom: 0.5em;\n      margin-left: px2em(20px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2em(20px);\n        margin-left: initial;\n      }\n\n      // Adjust spacing\n      p,\n      blockquote {\n        margin: 0.5em 0;\n      }\n\n      // Adjust spacing on last child\n      &:last-child {\n        margin-bottom: 0;\n      }\n\n      // Nested list\n      ul,\n      ol {\n        margin: 0.5em 0 0.5em px2em(10px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          margin-right: px2em(10px);\n          margin-left: initial;\n        }\n      }\n    }\n  }\n\n  // Definition list\n  dd {\n    margin: 1em 0 1.5em px2em(30px);\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2em(30px);\n      margin-left: initial;\n    }\n  }\n\n  // Image or icon\n  img,\n  svg {\n    max-width: 100%;\n    height: auto;\n\n    // Adjust spacing when left-aligned\n    &[align=\"left\"] {\n      margin: 1em;\n      margin-left: 0;\n    }\n\n    // Adjust spacing when right-aligned\n    &[align=\"right\"] {\n      margin: 1em;\n      margin-right: 0;\n    }\n\n    // Adjust spacing when sole children\n    &[align]:only-child {\n      margin-top: 0;\n    }\n  }\n\n  // Figure\n  figure {\n    width: fit-content;\n    max-width: 100%;\n    margin: 0 auto;\n    text-align: center;\n\n    // Figure images\n    img {\n      display: block;\n    }\n  }\n\n  // Figure caption\n  figcaption {\n    max-width: px2rem(480px);\n    margin: 1em auto 2em;\n    font-style: italic;\n  }\n\n  // Limit width to container\n  iframe {\n    max-width: 100%;\n  }\n\n  // Data table\n  table:not([class]) {\n    display: inline-block;\n    max-width: 100%;\n    overflow: auto;\n    font-size: px2rem(12.8px);\n    background-color: var(--md-default-bg-color);\n    border-radius: px2rem(2px);\n    box-shadow:\n      0 px2rem(4px) px2rem(10px) hsla(0, 0%, 0%, 0.05),\n      0 0           px2rem(1px)  hsla(0, 0%, 0%, 0.1);\n    touch-action: auto;\n\n    // [print]: Reset display mode so table header wraps when printing\n    @media print {\n      display: table;\n    }\n\n    // Due to margin collapse because of the necessary inline-block hack, we\n    // cannot increase the bottom margin on the table, so we just increase the\n    // top margin on the following element\n    & + * {\n      margin-top: 1.5em;\n    }\n\n    // Elements in table heading and cell\n    th > *,\n    td > * {\n\n      // Adjust spacing on first child\n      &:first-child {\n        margin-top: 0;\n      }\n\n      // Adjust spacing on last child\n      &:last-child {\n        margin-bottom: 0;\n      }\n    }\n\n    // Table heading and cell\n    th:not([align]),\n    td:not([align]) {\n      text-align: left;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        text-align: right;\n      }\n    }\n\n    // Table heading\n    th {\n      min-width: px2rem(100px);\n      padding: px2em(12px, 12.8px) px2em(16px, 12.8px);\n      color: var(--md-default-bg-color);\n      vertical-align: top;\n      background-color: var(--md-default-fg-color--light);\n\n      // Links in table headings\n      a {\n        color: inherit;\n      }\n    }\n\n    // Table cell\n    td {\n      padding: px2em(12px, 12.8px) px2em(16px, 12.8px);\n      vertical-align: top;\n      border-top: px2rem(1px) solid var(--md-default-fg-color--lightest);\n    }\n\n    // Table row\n    tr {\n      transition: background-color 125ms;\n\n      // Table row on hover\n      &:hover {\n        background-color: rgba(0, 0, 0, 0.035);\n        box-shadow: 0 px2rem(1px) 0 var(--md-default-bg-color) inset;\n      }\n\n      // Hide border on first table row\n      &:first-child td {\n        border-top: 0;\n      }\n    }\n\n    // Text link in table\n    a {\n      word-break: normal;\n    }\n  }\n\n  // Sortable table\n  table th[role=\"columnheader\"] {\n    cursor: pointer;\n\n    // Sort icon\n    &::after {\n      display: inline-block;\n      width: 1.2em;\n      height: 1.2em;\n      margin-left: 0.5em;\n      vertical-align: sub;\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n    }\n\n    // Sort ascending\n    &[aria-sort=\"ascending\"]::after {\n      background-color: currentColor;\n      mask-image: var(--md-typeset-table--ascending);\n    }\n\n    // Sort descending\n    &[aria-sort=\"descending\"]::after {\n      background-color: currentColor;\n      mask-image: var(--md-typeset-table--descending);\n    }\n  }\n\n  // Data table scroll wrapper\n  &__scrollwrap {\n    margin: 1em px2rem(-16px);\n    overflow-x: auto;\n    touch-action: auto;\n  }\n\n  // Data table wrapper\n  &__table {\n    display: inline-block;\n    margin-bottom: 0.5em;\n    padding: 0 px2rem(16px);\n\n    // [print]: Reset display mode so table header wraps when printing\n    @media print {\n      display: block;\n    }\n\n    // Data table\n    html & table {\n      display: table;\n      width: 100%;\n      margin: 0;\n      overflow: hidden;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Variables\n// ----------------------------------------------------------------------------\n\n///\n/// Device-specific breakpoints\n///\n/// @example\n///   $break-devices: (\n///     mobile: (\n///       portrait:  220px  479px,\n///       landscape: 480px  719px\n///     ),\n///     tablet: (\n///       portrait:  720px  959px,\n///       landscape: 960px  1219px\n///     ),\n///     screen: (\n///       small:     1220px 1599px,\n///       medium:    1600px 1999px,\n///       large:     2000px\n///     )\n///   );\n///\n$break-devices: () !default;\n\n// ----------------------------------------------------------------------------\n// Helpers\n// ----------------------------------------------------------------------------\n\n///\n/// Choose minimum and maximum device widths\n///\n@function break-select-min-max($devices) {\n  $min: 1000000;\n  $max: 0;\n  @each $key, $value in $devices {\n    @while type-of($value) == map {\n      $value: break-select-min-max($value);\n    }\n    @if type-of($value) == list {\n      @each $number in $value {\n        @if type-of($number) == number {\n          $min: min($number, $min);\n          @if $max != null {\n            $max: max($number, $max);\n          }\n        } @else {\n          @error \"Invalid number: #{$number}\";\n        }\n      }\n    } @else if type-of($value) == number {\n      $min: min($value, $min);\n      $max: null;\n    } @else {\n      @error \"Invalid value: #{$value}\";\n    }\n  }\n  @return $min, $max;\n}\n\n///\n/// Select minimum and maximum widths for a device breakpoint\n///\n@function break-select-device($device) {\n  $current: $break-devices;\n  @for $n from 1 through length($device) {\n    @if type-of($current) == map {\n      $current: map-get($current, nth($device, $n));\n    } @else {\n      @error \"Invalid device map: #{$devices}\";\n    }\n  }\n  @if type-of($current) == list or type-of($current) == number {\n    $current: (default: $current);\n  }\n  @return break-select-min-max($current);\n}\n\n// ----------------------------------------------------------------------------\n// Mixins\n// ----------------------------------------------------------------------------\n\n///\n/// A minimum-maximum media query breakpoint\n///\n@mixin break-at($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (min-width: $breakpoint) {\n      @content;\n    }\n  } @else if type-of($breakpoint) == list {\n    $min: nth($breakpoint, 1);\n    $max: nth($breakpoint, 2);\n    @if type-of($min) == number and type-of($max) == number {\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid breakpoint: #{$breakpoint}\";\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// An orientation media query breakpoint\n///\n@mixin break-at-orientation($breakpoint) {\n  @if type-of($breakpoint) == string {\n    @media screen and (orientation: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A maximum-aspect-ratio media query breakpoint\n///\n@mixin break-at-ratio($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (max-aspect-ratio: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A minimum-maximum media query device breakpoint\n///\n@mixin break-at-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    @if nth($breakpoint, 2) != null {\n      $min: nth($breakpoint, 1);\n      $max: nth($breakpoint, 2);\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid device: #{$device}\";\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n\n///\n/// A minimum media query device breakpoint\n///\n@mixin break-from-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    $min: nth($breakpoint, 1);\n    @media screen and (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n\n///\n/// A maximum media query device breakpoint\n///\n@mixin break-to-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    $max: nth($breakpoint, 2);\n    @media screen and (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n","//\n// Name:           Material Shadows\n// Description:    Mixins for Material Design Shadows.\n// Version:        3.0.1\n//\n// Author:         Denis Malinochkin\n// Git:            https://github.com/mrmlnc/material-shadows\n//\n// twitter:        @mrmlnc\n//\n// ------------------------------------\n\n\n// Mixins\n// ------------------------------------\n\n@mixin z-depth-transition() {\n  transition: box-shadow .28s cubic-bezier(.4, 0, .2, 1);\n}\n\n@mixin z-depth-focus() {\n  box-shadow: 0 0 8px rgba(0, 0, 0, .18), 0 8px 16px rgba(0, 0, 0, .36);\n}\n\n@mixin z-depth-2dp() {\n  box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),\n              0 1px 5px 0 rgba(0, 0, 0, .12),\n              0 3px 1px -2px rgba(0, 0, 0, .2);\n}\n\n@mixin z-depth-3dp() {\n  box-shadow: 0 3px 4px 0 rgba(0, 0, 0, .14),\n              0 1px 8px 0 rgba(0, 0, 0, .12),\n              0 3px 3px -2px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-4dp() {\n  box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),\n              0 1px 10px 0 rgba(0, 0, 0, .12),\n              0 2px 4px -1px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-6dp() {\n  box-shadow: 0 6px 10px 0 rgba(0, 0, 0, .14),\n              0 1px 18px 0 rgba(0, 0, 0, .12),\n              0 3px 5px -1px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-8dp() {\n  box-shadow: 0 8px 10px 1px rgba(0, 0, 0, .14),\n              0 3px 14px 2px rgba(0, 0, 0, .12),\n              0 5px 5px -3px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-16dp() {\n  box-shadow: 0 16px 24px 2px rgba(0, 0, 0, .14),\n              0  6px 30px 5px rgba(0, 0, 0, .12),\n              0  8px 10px -5px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth-24dp() {\n  box-shadow: 0  9px 46px  8px rgba(0, 0, 0, .14),\n              0 24px 38px  3px rgba(0, 0, 0, .12),\n              0 11px 15px -7px rgba(0, 0, 0, .4);\n}\n\n@mixin z-depth($dp: 2) {\n  @if $dp == 2 {\n    @include z-depth-2dp();\n  } @else if $dp == 3 {\n    @include z-depth-3dp();\n  } @else if $dp == 4 {\n    @include z-depth-4dp();\n  } @else if $dp == 6 {\n    @include z-depth-6dp();\n  } @else if $dp == 8 {\n    @include z-depth-8dp();\n  } @else if $dp == 16 {\n    @include z-depth-16dp();\n  } @else if $dp == 24 {\n    @include z-depth-24dp();\n  }\n}\n\n\n// Class generator\n// ------------------------------------\n\n@mixin z-depth-classes($transition: false, $focus: false) {\n  @if $transition == true {\n    &-transition {\n      @include z-depth-transition();\n    }\n  }\n\n  @if $focus == true {\n    &-focus {\n      @include z-depth-focus();\n    }\n  }\n\n  // The available values for the shadow depth\n  @each $depth in 2, 3, 4, 6, 8, 16, 24 {\n    &-#{$depth}dp {\n      @include z-depth($depth);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules: base grid and containers\n// ----------------------------------------------------------------------------\n\n// Stretch container to viewport and set base `font-size`\nhtml {\n  height: 100%;\n  overflow-x: hidden;\n  // Hack: normally, we would set the base `font-size` to `62.5%`, so we can\n  // base all calculations on `10px`, but Chromium and Chrome define a minimal\n  // `font-size` of `12px` if the system language is set to Chinese. For this\n  // reason we just double the `font-size` and set it to `20px`.\n  //\n  // See https://github.com/squidfunk/mkdocs-material/issues/911\n  font-size: 125%;\n\n  // [screen medium +]: Set base `font-size` to `11px`\n  @include break-from-device(screen medium) {\n    font-size: 137.50%;\n  }\n\n  // [screen large +]: Set base `font-size` to `12px`\n  @include break-from-device(screen large) {\n    font-size: 150%;\n  }\n}\n\n// Stretch body to container - flexbox is used, so the footer will always be\n// aligned to the bottom of the viewport\nbody {\n  position: relative;\n  display: flex;\n  flex-direction: column;\n  width: 100%;\n  min-height: 100%;\n  // Hack: reset `font-size` to `10px`, so the spacing for all inline elements\n  // is correct again. Otherwise the spacing would be based on `20px`.\n  font-size: px2rem(10px);\n  background-color: var(--md-default-bg-color);\n\n  // [print]: Omit flexbox layout due to a Firefox bug (https://mzl.la/39DgR3m)\n  @media print {\n    display: block;\n  }\n\n  // Body in locked state\n  &[data-md-state=\"lock\"] {\n\n    // [tablet portrait -]: Omit scroll bubbling\n    @include break-to-device(tablet portrait) {\n      position: fixed;\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n\n// Grid container - this class is applied to wrapper elements within the\n// header, content area and footer, and makes sure that their width is limited\n// to `1220px`, and they are rendered centered if the screen is larger.\n.md-grid {\n  max-width: px2rem(1220px);\n  margin-right: auto;\n  margin-left: auto;\n}\n\n// Main container\n.md-container {\n  display: flex;\n  flex-direction: column;\n  flex-grow: 1;\n\n  // [print]: Omit flexbox layout due to a Firefox bug (https://mzl.la/39DgR3m)\n  @media print {\n    display: block;\n  }\n}\n\n// Main area - stretch to remaining space of container\n.md-main {\n  flex-grow: 1;\n\n  // Main area wrapper\n  &__inner {\n    display: flex;\n    height: 100%;\n    margin-top: px2rem(24px + 6px);\n  }\n}\n\n// Add ellipsis in case of overflowing text\n.md-ellipsis {\n  overflow: hidden;\n  white-space: nowrap;\n  text-overflow: ellipsis;\n}\n\n// ----------------------------------------------------------------------------\n// Rules: navigational elements\n// ----------------------------------------------------------------------------\n\n// Toggle - this class is applied to the checkbox elements, which are used to\n// implement the CSS-only drawer and navigation, as well as the search\n.md-toggle {\n  display: none;\n}\n\n// Skip link\n.md-skip {\n  position: fixed;\n  // Hack: if we don't set the negative `z-index`, the skip link will force the\n  // creation of new layers when code blocks are near the header on scrolling\n  z-index: -1;\n  margin: px2rem(10px);\n  padding: px2rem(6px) px2rem(10px);\n  color: var(--md-default-bg-color);\n  font-size: px2rem(12.8px);\n  background-color: var(--md-default-fg-color);\n  border-radius: px2rem(2px);\n  transform: translateY(px2rem(8px));\n  opacity: 0;\n\n  // Show skip link on focus\n  &:focus {\n    z-index: 10;\n    transform: translateY(0);\n    opacity: 1;\n    transition:\n      transform 250ms cubic-bezier(0.4, 0, 0.2, 1),\n      opacity   175ms 75ms;\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: print styles\n// ----------------------------------------------------------------------------\n\n// Add margins to page\n@page {\n  margin: 25mm;\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Announcement bar\n.md-announce {\n  overflow: auto;\n  background-color: var(--md-footer-bg-color);\n\n  // [print]: Hide announcement bar\n  @media print {\n    display: none;\n  }\n\n  // Announcement wrapper\n  &__inner {\n    margin: px2rem(12px) auto;\n    padding: 0 px2rem(16px);\n    color: var(--md-footer-fg-color);\n    font-size: px2rem(14px);\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Button\n  .md-button {\n    display: inline-block;\n    padding: px2em(10px) px2em(32px);\n    color: var(--md-primary-fg-color);\n    font-weight: 700;\n    border: px2rem(2px) solid currentColor;\n    border-radius: px2rem(2px);\n    transition:\n      color            125ms,\n      background-color 125ms,\n      border-color     125ms;\n\n    // Primary button\n    &--primary {\n      color: var(--md-primary-bg-color);\n      background-color: var(--md-primary-fg-color);\n      border-color: var(--md-primary-fg-color);\n    }\n\n    // Button on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-bg-color);\n      background-color: var(--md-accent-fg-color);\n      border-color: var(--md-accent-fg-color);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-clipboard-icon: svg-load(\"@mdi/svg/svg/content-copy.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Button to copy to clipboard\n.md-clipboard {\n  position: absolute;\n  top: px2em(8px);\n  right: px2em(8px);\n  z-index: 1;\n  width: px2em(24px);\n  height: px2em(24px);\n  color: var(--md-default-fg-color--lightest);\n  border-radius: px2rem(2px);\n  cursor: pointer;\n  transition: color 250ms;\n\n  // [print]: Hide button\n  @media print {\n    display: none;\n  }\n\n  // Darken color on code block hover\n  :hover > & {\n    color: var(--md-default-fg-color--light);\n  }\n\n  // Button on focus/hover\n  &:focus,\n  &:hover {\n    color: var(--md-accent-fg-color);\n  }\n\n  // Button icon - the width and height are defined in `em`, so the size is\n  // automatically adjusted for nested code blocks (e.g. in admonitions)\n  &::after {\n    display: block;\n    width: px2em(18px);\n    height: px2em(18px);\n    margin: 0 auto;\n    background-color: currentColor;\n    mask-image: var(--md-clipboard-icon);\n    mask-repeat: no-repeat;\n    mask-size: contain;\n    content: \"\";\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Content area\n.md-content {\n  flex-grow: 1;\n  // Hack: we must use `overflow: hidden`, so the content area is capped by\n  // the dimensions of its parent. Otherwise, long code blocks might lead to\n  // a wider content area which will break everything. This, however, induces\n  // margin collapse, which will break scroll margins. Adding a large enough\n  // scroll padding seems to do the trick, at least in Chrome and Firefox.\n  overflow: hidden;\n  scroll-padding-top: px2rem(1024px);\n\n  // Content wrapper\n  &__inner {\n    margin: 0 px2rem(16px) px2rem(24px);\n    padding-top: px2rem(12px);\n\n    // [screen +]: Adjust spacing between content area and sidebars\n    @include break-from-device(screen) {\n\n      // Sidebar with navigation is visible\n      .md-sidebar--primary:not([hidden]) ~ .md-content > & {\n        margin-left: px2rem(24px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          margin-right: px2rem(24px);\n          margin-left: px2rem(16px);\n        }\n      }\n\n      // Sidebar with table of contents is visible\n      .md-sidebar--secondary:not([hidden]) ~ .md-content > & {\n        margin-right: px2rem(24px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          margin-right: px2rem(16px);\n          margin-left: px2rem(24px);\n        }\n      }\n    }\n\n    // Hack: add pseudo element for spacing, as the overflow of the content\n    // container may not be hidden due to an imminent offset error on targets\n    &::before {\n      display: block;\n      height: px2rem(8px);\n      content: \"\";\n    }\n\n    // Adjust spacing on last child\n    > :last-child {\n      margin-bottom: 0;\n    }\n  }\n\n  // Button inside of the content area - these buttons are meant for actions on\n  // a document-level, i.e. linking to related source code files, printing etc.\n  &__button {\n    float: right;\n    margin: px2rem(8px) 0;\n    margin-left: px2rem(8px);\n    padding: 0;\n\n    // [print]: Hide buttons\n    @media print {\n      display: none;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      float: left;\n      margin-right: px2rem(8px);\n      margin-left: initial;\n\n      // Flip icon vertically\n      svg {\n        transform: scaleX(-1);\n      }\n    }\n\n    // Adjust default link color for icons\n    .md-typeset & {\n      color: var(--md-default-fg-color--lighter);\n    }\n\n    // Align with body copy located next to icon\n    svg {\n      display: inline;\n      vertical-align: top;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Dialog\n.md-dialog {\n  @include z-depth(2);\n\n  position: fixed;\n  right: px2rem(16px);\n  bottom: px2rem(16px);\n  left: initial;\n  z-index: 2;\n  display: block;\n  min-width: px2rem(222px);\n  padding: px2rem(8px) px2rem(12px);\n  color: var(--md-default-bg-color);\n  font-size: px2rem(14px);\n  background-color: var(--md-default-fg-color);\n  border: none;\n  border-radius: px2rem(2px);\n  transform: translateY(100%);\n  opacity: 0;\n  transition:\n    transform 0ms   400ms,\n    opacity   400ms;\n\n  // [print]: Hide dialog\n  @media print {\n    display: none;\n  }\n\n  // Adjust for right-to-left languages\n  [dir=\"rtl\"] & {\n    right: initial;\n    left: px2rem(16px);\n  }\n\n  // Dialog in open state\n  &[data-md-state=\"open\"] {\n    transform: translateY(0);\n    opacity: 1;\n    transition:\n      transform 400ms cubic-bezier(0.075, 0.85, 0.175, 1),\n      opacity   400ms;\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Header - by default, the header will be sticky and stay always on top of the\n// viewport. If this behavior is not desired, just set `position: static`.\n.md-header {\n  position: sticky;\n  top: 0;\n  right: 0;\n  left: 0;\n  z-index: 2;\n  color: var(--md-primary-bg-color);\n  background-color: var(--md-primary-fg-color);\n  // Hack: reduce jitter by adding a transparent box shadow of the same size\n  // so the size of the layer doesn't change during animation\n  box-shadow:\n    0 0           px2rem(4px) rgba(0, 0, 0, 0),\n    0 px2rem(4px) px2rem(8px) rgba(0, 0, 0, 0);\n  transition:\n    color            250ms,\n    background-color 250ms;\n\n  // [print]: Hide header\n  @media print {\n    display: none;\n  }\n\n  // Header in shadow state, i.e. shadow is visible\n  &[data-md-state=\"shadow\"] {\n    box-shadow:\n      0 0           px2rem(4px) rgba(0, 0, 0, 0.1),\n      0 px2rem(4px) px2rem(8px) rgba(0, 0, 0, 0.2);\n    transition:\n      transform        250ms cubic-bezier(0.1, 0.7, 0.1, 1),\n      color            250ms,\n      background-color 250ms,\n      box-shadow       250ms;\n  }\n\n  // Header in hidden state, i.e. moved out of sight\n  &[data-md-state=\"hidden\"] {\n    transform: translateY(-100%);\n    transition:\n      transform        250ms cubic-bezier(0.8, 0, 0.6, 1),\n      color            250ms,\n      background-color 250ms,\n      box-shadow       250ms;\n  }\n}\n\n// Header navigation - if the header exceeds the default height of `48px`, i.e.\n// by adding a bigger logo, the items are agned at the center\n.md-header-nav {\n  display: flex;\n  align-items: center;\n  padding: 0 px2rem(4px);\n\n  // Header navigation button\n  &__button {\n    position: relative;\n    z-index: 1;\n    display: inline-block;\n    margin: px2rem(4px);\n    padding: px2rem(8px);\n    color: currentColor;\n    vertical-align: middle;\n    cursor: pointer;\n    transition: opacity 250ms;\n\n    // Button on focus/hover\n    &:focus,\n    &:hover {\n      opacity: 0.7;\n    }\n\n    // Hide outline for pointer devices\n    &:not(.focus-visible) {\n      outline: none;\n    }\n\n    // Button with logo, pointing to `config.site_url`\n    &.md-logo {\n      margin: px2rem(4px);\n      padding: px2rem(8px);\n\n      // [tablet -]: Hide button\n      @include break-to-device(tablet) {\n        display: none;\n      }\n\n      // Image or icon\n      img,\n      svg {\n        display: block;\n        width: px2rem(24px);\n        height: px2rem(24px);\n        fill: currentColor;\n      }\n    }\n\n    // Button for search\n    &[for=\"__search\"] {\n\n      // [tablet landscape +]: Hide button\n      @include break-from-device(tablet landscape) {\n        display: none;\n      }\n\n      // [no-js]: Hide button\n      .no-js & {\n        display: none\n      }\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n    }\n\n    // Button for drawer\n    &[for=\"__drawer\"] {\n\n      // [screen +]: Hide button\n      @include break-from-device(screen) {\n        display: none;\n      }\n    }\n  }\n\n  // Header navigation topic\n  &__topic {\n    position: absolute;\n    display: flex;\n    max-width: 100%;\n    transition:\n      transform 400ms cubic-bezier(0.1, 0.7, 0.1, 1),\n      opacity   150ms;\n\n    // Second header topic - title of the current page\n    & + & {\n      z-index: -1;\n      transform: translateX(px2rem(25px));\n      opacity: 0;\n      transition:\n        transform 400ms cubic-bezier(1, 0.7, 0.1, 0.1),\n        opacity   150ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        transform: translateX(px2rem(-25px));\n      }\n    }\n  }\n\n  // Header navigation title\n  &__title {\n    flex-grow: 1;\n    height: px2rem(48px);\n    margin-right: px2rem(8px);\n    margin-left: px2rem(20px);\n    font-size: px2rem(18px);\n    line-height: px2rem(48px);\n\n    // Header title in active state, i.e. page title is visible\n    &[data-md-state=\"active\"] .md-header-nav__topic {\n      z-index: -1;\n      transform: translateX(px2rem(-25px));\n      opacity: 0;\n      transition:\n        transform 400ms cubic-bezier(1, 0.7, 0.1, 0.1),\n        opacity   150ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        transform: translateX(px2rem(25px));\n      }\n\n      // Second header topic - title of the current page\n      & + .md-header-nav__topic {\n        z-index: 0;\n        transform: translateX(0);\n        opacity: 1;\n        transition:\n          transform 400ms cubic-bezier(0.1, 0.7, 0.1, 1),\n          opacity   150ms;\n        pointer-events: initial;\n      }\n    }\n\n    // Add ellipsis in case of overflowing text\n    > .md-header-nav__ellipsis {\n      position: relative;\n      width: 100%;\n      height: 100%;\n    }\n  }\n\n  // Repository information container\n  &__source {\n    display: none;\n\n    // [tablet landscape +]: Show repository information\n    @include break-from-device(tablet landscape) {\n      display: block;\n      width: px2rem(234px);\n      max-width: px2rem(234px);\n      margin-left: px2rem(20px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(20px);\n        margin-left: initial;\n      }\n    }\n\n    // [screen +]: Adjust spacing of search bar\n    @include break-from-device(screen) {\n      margin-left: px2rem(28px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(28px);\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Footer\n.md-footer {\n  color: var(--md-footer-fg-color);\n  background-color: var(--md-footer-bg-color);\n\n  // [print]: Hide footer\n  @media print {\n    display: none;\n  }\n}\n\n// Footer navigation\n.md-footer-nav {\n\n  // Footer navigation wrapper\n  &__inner {\n    padding: px2rem(4px);\n    overflow: auto;\n  }\n\n  // Footer link to previous and next page\n  &__link {\n    display: flex;\n    padding-top: px2rem(28px);\n    padding-bottom: px2rem(8px);\n    transition: opacity 250ms;\n\n    // [tablet +]: Adjust width to 50/50\n    @include break-from-device(tablet) {\n      width: 50%;\n    }\n\n    // Footer link on focus/hover\n    &:focus,\n    &:hover {\n      opacity: 0.7;\n    }\n\n    // Footer link to previous page\n    &--prev {\n      float: left;\n\n      // [mobile -]: Adjust width to 25/75 and hide title\n      @include break-to-device(mobile) {\n        width: 25%;\n\n        // Hide footer navigation title\n        .md-footer-nav__title {\n          display: none;\n        }\n      }\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: right;\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n    }\n\n    // Footer link to next page\n    &--next {\n      float: right;\n      text-align: right;\n\n      // [mobile -]: Adjust width to 25/75\n      @include break-to-device(mobile) {\n        width: 75%;\n      }\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: left;\n        text-align: left;\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n    }\n  }\n\n  // Footer navigation title\n  &__title {\n    position: relative;\n    flex-grow: 1;\n    max-width: calc(100% - #{px2rem(48px)});\n    padding: 0 px2rem(20px);\n    font-size: px2rem(18px);\n    line-height: px2rem(48px);\n  }\n\n  // Footer navigation link button\n  &__button {\n    margin: px2rem(4px);\n    padding: px2rem(8px);\n  }\n\n  // Footer navigation link direction (i.e. prev and next)\n  &__direction {\n    position: absolute;\n    right: 0;\n    left: 0;\n    margin-top: px2rem(-20px);\n    padding: 0 px2rem(20px);\n    font-size: px2rem(12.8px);\n    opacity: 0.7;\n  }\n}\n\n// Footer metadata\n.md-footer-meta {\n  background-color: var(--md-footer-bg-color--dark);\n\n  // Footer metadata wrapper\n  &__inner {\n    display: flex;\n    flex-wrap: wrap;\n    justify-content: space-between;\n    padding: px2rem(4px);\n  }\n\n  // Lighten color for non-hovered text links\n  html &.md-typeset a {\n    color: var(--md-footer-fg-color--light);\n\n    // Text link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-footer-fg-color);\n    }\n  }\n}\n\n// Footer copyright metadata\n.md-footer-copyright {\n  width: 100%;\n  margin: auto px2rem(12px);\n  padding: px2rem(8px) 0;\n  color: var(--md-footer-fg-color--lighter);\n  font-size: px2rem(12.8px);\n\n  // [tablet portrait +]: Show copyright and social links in one line\n  @include break-from-device(tablet portrait) {\n    width: auto;\n  }\n\n  // Footer copyright highlight - this is the upper part of the copyright and\n  // theme information, which will include a darker color than the theme link\n  &__highlight {\n    color: var(--md-footer-fg-color--light);\n  }\n}\n\n// Footer social metadata\n.md-footer-social {\n  margin: 0 px2rem(8px);\n  padding: px2rem(4px) 0 px2rem(12px);\n\n  // [tablet portrait +]: Show copyright and social links in one line\n  @include break-from-device(tablet portrait) {\n    padding: px2rem(12px) 0;\n  }\n\n  // Footer social link\n  &__link {\n    display: inline-block;\n    width: px2rem(32px);\n    height: px2rem(32px);\n    text-align: center;\n\n    // Adjust line-height to match height for correct alignment\n    &::before {\n      line-height: 1.9;\n    }\n\n    // Fill icon with current color\n    svg {\n      max-height: px2rem(16px);\n      vertical-align: -25%;\n      fill: currentColor;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-nav-icon--prev: svg-load(\"@mdi/svg/svg/arrow-left.svg\");\n  --md-nav-icon--next: svg-load(\"@mdi/svg/svg/chevron-right.svg\");\n  --md-toc-icon: svg-load(\"@mdi/svg/svg/table-of-contents.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Navigation\n.md-nav {\n  font-size: px2rem(14px);\n  line-height: 1.3;\n\n  // Navigation title\n  &__title {\n    display: block;\n    padding: 0 px2rem(12px);\n    overflow: hidden;\n    font-weight: 700;\n    text-overflow: ellipsis;\n\n    // Navigaton button\n    .md-nav__button {\n      display: none;\n\n      // Stretch images based on height, as it's the smaller dimension\n      img {\n        width: auto;\n        height: 100%;\n      }\n\n      // Button with logo, pointing to `config.site_url`\n      &.md-logo {\n\n        // Image or icon\n        img,\n        svg {\n          display: block;\n          width: px2rem(48px);\n          height: px2rem(48px);\n          fill: currentColor;\n        }\n      }\n    }\n  }\n\n  // Navigation list\n  &__list {\n    margin: 0;\n    padding: 0;\n    list-style: none;\n  }\n\n  // Navigation item\n  &__item {\n    padding: 0 px2rem(12px);\n\n    // Navigation item on level 2\n    & & {\n      padding-right: 0;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(12px);\n        padding-left: 0;\n      }\n    }\n  }\n\n  // Navigation link\n  &__link {\n    display: block;\n    margin-top: 0.625em;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    cursor: pointer;\n    transition: color 125ms;\n    scroll-snap-align: start;\n\n    // Link in blurred state\n    &[data-md-state=\"blur\"] {\n      color: var(--md-default-fg-color--light);\n    }\n\n    // Active link\n    .md-nav__item &--active {\n      color: var(--md-typeset-a-color);\n    }\n\n    // Navigation link in nested list\n    .md-nav__item--nested > & {\n      color: inherit;\n    }\n\n    // Navigation link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-fg-color);\n    }\n\n    // Navigation link to table of contents\n    .md-nav--primary &[for=\"__toc\"] {\n      display: none;\n\n      // Table of contents icon\n      .md-icon::after {\n        display: block;\n        width: 100%;\n        height: 100%;\n        mask-image: var(--md-toc-icon);\n        background-color: currentColor;\n      }\n\n      // Hide table of contents\n      & ~ .md-nav {\n        display: none;\n      }\n    }\n  }\n\n  // Repository information container\n  &__source {\n    display: none;\n  }\n\n  // [tablet -]: Layered navigation\n  @include break-to-device(tablet) {\n\n    // Primary and nested navigation\n    &--primary,\n    &--primary & {\n      position: absolute;\n      top: 0;\n      right: 0;\n      left: 0;\n      z-index: 1;\n      display: flex;\n      flex-direction: column;\n      height: 100%;\n      background-color: var(--md-default-bg-color);\n    }\n\n    // Primary navigation\n    &--primary {\n\n      // Navigation title and item\n      .md-nav__title,\n      .md-nav__item {\n        font-size: px2rem(16px);\n        line-height: 1.5;\n      }\n\n      // Navigation title\n      .md-nav__title {\n        position: relative;\n        height: px2rem(112px);\n        padding: px2rem(60px) px2rem(16px) px2rem(4px);\n        color: var(--md-default-fg-color--light);\n        font-weight: 400;\n        line-height: px2rem(48px);\n        white-space: nowrap;\n        background-color: var(--md-default-fg-color--lightest);\n        cursor: pointer;\n\n        // Navigation icon\n        .md-nav__icon {\n          position: absolute;\n          top: px2rem(8px);\n          left: px2rem(8px);\n          display: block;\n          width: px2rem(24px);\n          height: px2rem(24px);\n          margin: px2rem(4px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            right: px2rem(8px);\n            left: initial;\n          }\n\n          // Navigation icon in link to previous level\n          &::after {\n            display: block;\n            width: 100%;\n            height: 100%;\n            background-color: currentColor;\n            mask-image: var(--md-nav-icon--prev);\n            mask-repeat: no-repeat;\n            mask-size: contain;\n            content: \"\";\n          }\n        }\n\n        // Navigation list\n        ~ .md-nav__list {\n          overflow-y: auto;\n          background-color: var(--md-default-bg-color);\n          box-shadow:\n            0 px2rem(1px) 0 var(--md-default-fg-color--lightest) inset;\n          scroll-snap-type: y mandatory;\n          touch-action: pan-y;\n\n          // Omit border on first child\n          > :first-child {\n            border-top: 0;\n          }\n        }\n\n        // Top-level navigation title\n        &[for=\"__drawer\"] {\n          color: var(--md-primary-bg-color);\n          background-color: var(--md-primary-fg-color);\n        }\n\n        // Button with logo, pointing to `config.site_url`\n        .md-logo {\n          position: absolute;\n          top: px2rem(4px);\n          left: px2rem(4px);\n          display: block;\n          margin: px2rem(4px);\n          padding: px2rem(8px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            right: px2rem(4px);\n            left: initial;\n          }\n        }\n      }\n\n      // Navigation list\n      .md-nav__list {\n        flex: 1;\n      }\n\n      // Navigation item\n      .md-nav__item {\n        padding: 0;\n        border-top: px2rem(1px) solid var(--md-default-fg-color--lightest);\n\n        // Navigation link in nested navigation\n        &--nested > .md-nav__link {\n          padding-right: px2rem(48px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            padding-right: px2rem(16px);\n            padding-left: px2rem(48px);\n          }\n        }\n\n        // Navigation link in active navigation\n        &--active > .md-nav__link {\n          color: var(--md-typeset-a-color);\n\n          // Navigation link on focus/hover\n          &:focus,\n          &:hover {\n            color: var(--md-accent-fg-color);\n          }\n        }\n      }\n\n      // Navigation link\n      .md-nav__link {\n        position: relative;\n        margin-top: 0;\n        padding: px2rem(12px) px2rem(16px);\n\n        // Navigation icon\n        .md-nav__icon {\n          position: absolute;\n          top: 50%;\n          right: px2rem(12px);\n          width: px2rem(24px);\n          height: px2rem(24px);\n          margin-top: px2rem(-12px);\n          color: inherit;\n          font-size: px2rem(24px);\n\n          // Adjust for right-to-left languages\n          [dir=\"rtl\"] & {\n            right: initial;\n            left: px2rem(12px);\n          }\n\n          // Navigation icon in link to next level\n          &::after {\n            display: block;\n            width: 100%;\n            height: 100%;\n            background-color: currentColor;\n            mask-image: var(--md-nav-icon--next);\n            mask-repeat: no-repeat;\n            mask-size: contain;\n            content: \"\";\n          }\n        }\n      }\n\n      // Flip icon vertically\n      .md-nav__icon {\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] &::after {\n          transform: scale(-1);\n        }\n      }\n\n      // Table of contents contained in primary navigation\n      .md-nav--secondary {\n\n        // Navigation link - omit unnecessary layering\n        .md-nav__link {\n          position: static;\n        }\n\n        // Navigation on level 2-6\n        .md-nav {\n          position: static;\n          background-color: transparent;\n\n          // Navigation link on level 3\n          .md-nav__link {\n            padding-left: px2rem(28px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(28px);\n              padding-left: initial;\n            }\n          }\n\n          // Navigation link on level 4\n          .md-nav .md-nav__link {\n            padding-left: px2rem(40px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(40px);\n              padding-left: initial;\n            }\n          }\n\n          // Navigation link on level 5\n          .md-nav .md-nav .md-nav__link {\n            padding-left: px2rem(52px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(52px);\n              padding-left: initial;\n            }\n          }\n\n          // Navigation link on level 6\n          .md-nav .md-nav .md-nav .md-nav__link {\n            padding-left: px2rem(64px);\n\n            // Adjust for right-to-left languages\n            [dir=\"rtl\"] & {\n              padding-right: px2rem(64px);\n              padding-left: initial;\n            }\n          }\n        }\n      }\n    }\n\n    // Table of contents\n    &--secondary {\n      background-color: transparent;\n    }\n\n    // Toggle for nested navigation\n    &__toggle ~ & {\n      display: flex;\n      transform: translateX(100%);\n      opacity: 0;\n      transition:\n        transform 250ms cubic-bezier(0.8, 0, 0.6, 1),\n        opacity   125ms 50ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        transform: translateX(-100%);\n      }\n    }\n\n    // Show nested navigation when toggle is active\n    &__toggle:checked ~ & {\n      transform: translateX(0);\n      opacity: 1;\n      transition:\n        transform 250ms cubic-bezier(0.4, 0, 0.2, 1),\n        opacity   125ms 125ms;\n\n      // Navigation list\n      > .md-nav__list {\n        // Hack: promote to own layer to reduce jitter\n        backface-visibility: hidden;\n      }\n    }\n  }\n\n  // [tablet portrait -]: Layered navigation with table of contents\n  @include break-to-device(tablet portrait) {\n\n    // Show link to table of contents\n    &--primary &__link[for=\"__toc\"] {\n      display: block;\n      padding-right: px2rem(48px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(16px);\n        padding-left: px2rem(48px);\n      }\n\n      // Show table of contents icon\n      .md-icon::after {\n        content: \"\";\n      }\n\n      // Hide navigation link to current page\n      + .md-nav__link {\n        display: none;\n      }\n\n      // Show table of contents\n      & ~ .md-nav {\n        display: flex;\n      }\n    }\n\n    // Repository information container\n    &__source {\n      display: block;\n      padding: 0 px2rem(4px);\n      color: var(--md-primary-bg-color);\n      background-color: var(--md-primary-fg-color--dark);\n    }\n  }\n\n  // [tablet landscape]: Layered navigation with table of contents\n  @include break-at-device(tablet landscape) {\n\n    // Show link to integrated table of contents\n    &--integrated &__link[for=\"__toc\"] {\n      display: block;\n      padding-right: px2rem(48px);\n      scroll-snap-align: initial;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(16px);\n        padding-left: px2rem(48px);\n      }\n\n      // Show table of contents icon\n      .md-icon::after {\n        content: \"\";\n      }\n\n      // Hide navigation link to current page\n      + .md-nav__link {\n        display: none;\n      }\n\n      // Show table of contents\n      & ~ .md-nav {\n        display: flex;\n      }\n    }\n  }\n\n  // [tablet landscape +]: Tree-like table of contents\n  @include break-from-device(tablet landscape) {\n\n    // Navigation title\n    &--secondary &__title {\n\n      // Adjust snapping behavior\n      &[for=\"__toc\"] {\n        scroll-snap-align: start;\n      }\n\n      // Hide navigation icon\n      .md-nav__icon {\n        display: none;\n      }\n    }\n  }\n\n  // [screen +]: Tree-like navigation\n  @include break-from-device(screen) {\n    transition: max-height 250ms cubic-bezier(0.86, 0, 0.07, 1);\n\n    // Navigation title\n    &--primary &__title {\n\n      // Adjust snapping behavior\n      &[for=\"__drawer\"] {\n        scroll-snap-align: start;\n      }\n\n      // Hide navigation icon\n      .md-nav__icon {\n        display: none;\n      }\n    }\n\n    // Hide toggle for nested navigation\n    &__toggle ~ & {\n      display: none;\n    }\n\n    // Show nested navigation when toggle is active or indeterminate\n    &__toggle:checked ~ &,\n    &__toggle:indeterminate ~ & {\n      display: block;\n    }\n\n    // Hide navigation title in nested navigation\n    &__item--nested > & > &__title {\n      display: none;\n    }\n\n    // Navigation section\n    &__item--section {\n      display: block;\n      margin: 1.25em 0;\n\n      // Adjust spacing on last child\n      &:last-child {\n        margin-bottom: 0;\n      }\n\n      // Hide navigation link, as sections are always expanded\n      > .md-nav__link {\n        display: none;\n      }\n\n      // Navigation\n      > .md-nav {\n        display: block;\n\n        // Navigation title\n        > .md-nav__title {\n          display: block;\n          padding: 0;\n          pointer-events: none;\n          scroll-snap-align: start;\n        }\n\n        // Adjust spacing on next level item\n        > .md-nav__list > .md-nav__item {\n          padding: 0;\n        }\n      }\n    }\n\n    // Navigation icon\n    &__icon {\n      float: right;\n      width: px2rem(18px);\n      height: px2rem(18px);\n      transition: transform 250ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: left;\n        transform: rotate(180deg);\n      }\n\n      // Navigation icon content\n      &::after {\n        display: inline-block;\n        width: 100%;\n        height: 100%;\n        vertical-align: px2rem(-2px);\n        background-color: currentColor;\n        mask-image: var(--md-nav-icon--next);\n        mask-repeat: no-repeat;\n        mask-size: contain;\n        content: \"\";\n      }\n\n      // Navigation icon - rotate icon when toggle is active or indeterminate\n      .md-nav__item--nested .md-nav__toggle:checked ~ .md-nav__link &,\n      .md-nav__item--nested .md-nav__toggle:indeterminate ~ .md-nav__link & {\n        transform: rotate(90deg);\n      }\n    }\n\n    // Modifier for when navigation tabs are rendered\n    &--lifted {\n\n      // Hide nested items on level 1 and site title\n      > .md-nav__list > .md-nav__item--nested,\n      > .md-nav__title {\n        display: none;\n      }\n\n      // Hide level 1 items\n      > .md-nav__list > .md-nav__item {\n        display: none;\n\n        // Active parent navigation item\n        &--active {\n          display: block;\n          padding: 0;\n\n          // Hide nested links\n          > .md-nav__link {\n            display: none;\n          }\n\n          // Show title and adjust spacing\n          > .md-nav > .md-nav__title {\n            display: block;\n            padding: 0 px2rem(12px);\n            pointer-events: none;\n            scroll-snap-align: start;\n          }\n        }\n\n        // Adjust spacing for navigation item on level 2\n        > .md-nav__item {\n          padding-right: px2rem(12px);\n        }\n      }\n\n      // Hack: Always show active navigation tab on breakpoint screen, despite\n      // of checkbox being checked or not. Fixes #1655.\n      .md-nav[data-md-level=\"1\"] {\n        display: block;\n      }\n    }\n\n    // Modifier for when table of contents is rendered in primary navigation\n    &--integrated &__link[for=\"__toc\"] ~ .md-nav {\n      display: block;\n      margin-bottom: 1.25em;\n      border-left: px2rem(1px) solid var(--md-primary-fg-color);\n\n      // Hide navigation title\n      > .md-nav__title {\n        display: none;\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-search-result-icon: svg-load(\"@mdi/svg/svg/file-search-outline.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Search\n.md-search {\n  position: relative;\n\n  // [tablet landscape +]: Header-embedded search\n  @include break-from-device(tablet landscape) {\n    padding: px2rem(4px) 0;\n  }\n\n  // [no-js]: Hide search\n  .no-js & {\n    display: none;\n  }\n\n  // Search overlay\n  &__overlay {\n    z-index: 1;\n    opacity: 0;\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      position: absolute;\n      top: px2rem(4px);\n      left: px2rem(-44px);\n      width: px2rem(40px);\n      height: px2rem(40px);\n      overflow: hidden;\n      background-color: var(--md-default-bg-color);\n      border-radius: px2rem(20px);\n      transform-origin: center;\n      transition:\n        transform 300ms 100ms,\n        opacity   200ms 200ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(-44px);\n        left: initial;\n      }\n\n      // Show overlay when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        opacity: 1;\n        transition:\n          transform 400ms,\n          opacity   100ms;\n      }\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      position: fixed;\n      top: 0;\n      left: 0;\n      width: 0;\n      height: 0;\n      background-color: hsla(0, 0%, 0%, 0.54);\n      cursor: pointer;\n      transition:\n        width     0ms 250ms,\n        height    0ms 250ms,\n        opacity 250ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: 0;\n        left: initial;\n      }\n\n      // Show overlay when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        width: 100%;\n        height: 100%;\n        opacity: 1;\n        transition:\n          width     0ms,\n          height    0ms,\n          opacity 250ms;\n      }\n    }\n\n    // Adjust appearance when search is active\n    [data-md-toggle=\"search\"]:checked ~ .md-header & {\n\n      // [mobile portrait -]: Scale up 45 times\n      @include break-to-device(mobile portrait) {\n        transform: scale(45);\n      }\n\n      // [mobile landscape]: Scale up 60 times\n      @include break-at-device(mobile landscape) {\n        transform: scale(60);\n      }\n\n      // [tablet portrait]: Scale up 75 times\n      @include break-at-device(tablet portrait) {\n        transform: scale(75);\n      }\n    }\n  }\n\n  // Search wrapper\n  &__inner {\n    // Hack: promote to own layer to reduce jitter\n    backface-visibility: hidden;\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      position: fixed;\n      top: 0;\n      left: 100%;\n      z-index: 2;\n      width: 100%;\n      height: 100%;\n      transform: translateX(5%);\n      opacity: 0;\n      transition:\n        right       0ms 300ms,\n        left        0ms 300ms,\n        transform 150ms 150ms cubic-bezier(0.4, 0, 0.2, 1),\n        opacity   150ms 150ms;\n\n      // Adjust appearance when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        left: 0;\n        transform: translateX(0);\n        opacity: 1;\n        transition:\n          right       0ms   0ms,\n          left        0ms   0ms,\n          transform 150ms 150ms cubic-bezier(0.1, 0.7, 0.1, 1),\n          opacity   150ms 150ms;\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          right: 0;\n          left: initial;\n        }\n      }\n\n      // Adjust for right-to-left languages\n      html [dir=\"rtl\"] & {\n        right: 100%;\n        left: initial;\n        transform: translateX(-5%);\n      }\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      position: relative;\n      float: right;\n      width: px2rem(234px);\n      padding: px2rem(2px) 0;\n      transition: width 250ms cubic-bezier(0.1, 0.7, 0.1, 1);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        float: left;\n      }\n    }\n\n    // Adjust appearance when search is active\n    [data-md-toggle=\"search\"]:checked ~ .md-header & {\n\n      // [tablet landscape]: Omit overlaying header title\n      @include break-at-device(tablet landscape) {\n        width: px2rem(468px);\n      }\n\n      // [screen +]: Match width of content area\n      @include break-from-device(screen) {\n        width: px2rem(688px);\n      }\n    }\n  }\n\n  // Search form\n  &__form {\n    position: relative;\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      border-radius: px2rem(2px);\n    }\n  }\n\n  // Search input\n  &__input {\n    position: relative;\n    z-index: 2;\n    padding: 0 px2rem(44px) 0 px2rem(72px);\n    text-overflow: ellipsis;\n    background-color: var(--md-default-bg-color);\n    transition:\n      color            250ms,\n      background-color 250ms;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      padding: 0 px2rem(72px) 0 px2rem(44px);\n    }\n\n    // Search placeholder\n    &::placeholder {\n      transition: color 250ms;\n    }\n\n    // Search icon and placeholder\n    ~ .md-search__icon,\n    &::placeholder {\n      color: var(--md-default-fg-color--light);\n    }\n\n    // Remove the \"x\" rendered by Internet Explorer\n    &::-ms-clear {\n      display: none;\n    }\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      width: 100%;\n      height: px2rem(48px);\n      font-size: px2rem(18px);\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      width: 100%;\n      height: px2rem(36px);\n      padding-left: px2rem(44px);\n      color: inherit;\n      font-size: px2rem(16px);\n      background-color: hsla(0, 0%, 0%, 0.26);\n      border-radius: px2rem(2px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n      }\n\n      // Search icon\n      + .md-search__icon {\n        color: var(--md-primary-bg-color);\n      }\n\n      // Search placeholder\n      &::placeholder {\n        color: var(--md-primary-bg-color--light);\n      }\n\n      // Search input on hover\n      &:hover {\n        background-color: hsla(0, 0%, 100%, 0.12);\n      }\n\n      // Adjust appearance when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        color: var(--md-default-fg-color);\n        text-overflow: clip;\n        background-color: var(--md-default-bg-color);\n        border-radius: px2rem(2px) px2rem(2px) 0 0;\n\n        // Search icon and placeholder\n        + .md-search__icon,\n        &::placeholder {\n          color: var(--md-default-fg-color--light);\n        }\n      }\n    }\n  }\n\n  // Search icon\n  &__icon {\n    position: absolute;\n    z-index: 2;\n    width: px2rem(24px);\n    height: px2rem(24px);\n    cursor: pointer;\n    transition:\n      color   250ms,\n      opacity 250ms;\n\n    // Search icon on hover\n    &:hover {\n      opacity: 0.7;\n    }\n\n    // Search focus button\n    &[for=\"__search\"] {\n      top: px2rem(6px);\n      left: px2rem(10px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(10px);\n        left: initial;\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1);\n        }\n      }\n\n      // [tablet portrait -]: Search modal\n      @include break-to-device(tablet portrait) {\n        top: px2rem(12px);\n        left: px2rem(16px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          right: px2rem(16px);\n          left: initial;\n        }\n\n        // Hide the magnifying glass\n        svg:first-child {\n          display: none;\n        }\n      }\n\n      // [tablet landscape +]: Header-embedded search\n      @include break-from-device(tablet landscape) {\n        pointer-events: none;\n\n        // Hide the back arrow\n        svg:last-child {\n          display: none;\n        }\n      }\n    }\n\n    // Search reset button\n    &[type=\"reset\"] {\n      top: px2rem(6px);\n      right: px2rem(10px);\n      transform: scale(0.75);\n      opacity: 0;\n      transition:\n        transform 150ms cubic-bezier(0.1, 0.7, 0.1, 1),\n        opacity   150ms;\n      pointer-events: none;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: initial;\n        left: px2rem(10px);\n      }\n\n      // [tablet portrait -]: Search modal\n      @include break-to-device(tablet portrait) {\n        top: px2rem(12px);\n        right: px2rem(16px);\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          right: initial;\n          left: px2rem(16px);\n        }\n      }\n\n      // Show reset button when search is active and input non-empty\n      [data-md-toggle=\"search\"]:checked ~ .md-header\n      .md-search__input:valid ~ & {\n        transform: scale(1);\n        opacity: 1;\n        pointer-events: initial;\n\n        // Search focus icon\n        &:hover {\n          opacity: 0.7;\n        }\n      }\n    }\n  }\n\n  // Search output\n  &__output {\n    position: absolute;\n    z-index: 1;\n    width: 100%;\n    overflow: hidden;\n    border-radius: 0 0 px2rem(2px) px2rem(2px);\n\n    // [tablet portrait -]: Search modal\n    @include break-to-device(tablet portrait) {\n      top: px2rem(48px);\n      bottom: 0;\n    }\n\n    // [tablet landscape +]: Header-embedded search\n    @include break-from-device(tablet landscape) {\n      top: px2rem(38px);\n      opacity: 0;\n      transition: opacity 400ms;\n\n      // Show output when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        @include z-depth(6);\n\n        opacity: 1;\n      }\n    }\n  }\n\n  // Search scroll wrapper\n  &__scrollwrap {\n    height: 100%;\n    overflow-y: auto;\n    background-color: var(--md-default-bg-color);\n    // Hack: promote to own layer to reduce jitter\n    backface-visibility: hidden;\n    scroll-snap-type: y mandatory;\n    touch-action: pan-y;\n\n    // Mitigiate excessive repaints on non-retina devices\n    @media (max-resolution: 1dppx) {\n      transform: translateZ(0);\n    }\n\n    // [tablet landscape]: Set fixed width to omit unnecessary reflow\n    @include break-at-device(tablet landscape) {\n      width: px2rem(468px);\n    }\n\n    // [screen +]: Set fixed width to omit unnecessary reflow\n    @include break-from-device(screen) {\n      width: px2rem(688px);\n    }\n\n    // [tablet landscape +]: Limit height to viewport\n    @include break-from-device(tablet landscape) {\n      max-height: 0;\n      scrollbar-width: thin;\n      scrollbar-color: var(--md-default-fg-color--lighter) transparent;\n\n      // Show scroll wrapper when search is active\n      [data-md-toggle=\"search\"]:checked ~ .md-header & {\n        max-height: 75vh;\n      }\n\n      // Search scroll wrapper on hover\n      &:hover {\n        scrollbar-color: var(--md-accent-fg-color) transparent;\n      }\n\n      // Webkit scrollbar\n      &::-webkit-scrollbar {\n        width: px2rem(4px);\n        height: px2rem(4px);\n      }\n\n      // Webkit scrollbar thumb\n      &::-webkit-scrollbar-thumb {\n        background-color: var(--md-default-fg-color--lighter);\n\n        // Webkit scrollbar thumb on hover\n        &:hover {\n          background-color: var(--md-accent-fg-color);\n        }\n      }\n    }\n  }\n}\n\n// Search result\n.md-search-result {\n  color: var(--md-default-fg-color);\n  word-break: break-word;\n\n  // Search result metadata\n  &__meta {\n    padding: 0 px2rem(16px);\n    color: var(--md-default-fg-color--light);\n    font-size: px2rem(12.8px);\n    line-height: px2rem(36px);\n    background-color: var(--md-default-fg-color--lightest);\n    scroll-snap-align: start;\n\n    // [tablet landscape +]: Adjust spacing\n    @include break-from-device(tablet landscape) {\n      padding-left: px2rem(44px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n        padding-left: initial;\n      }\n    }\n  }\n\n  // Search result list\n  &__list {\n    margin: 0;\n    padding: 0;\n    list-style: none;\n  }\n\n  // Search result item\n  &__item {\n    box-shadow: 0 px2rem(-1px) 0 var(--md-default-fg-color--lightest);\n\n    // Omit border on first child\n    &:first-child {\n      box-shadow: none;\n    }\n  }\n\n  // Search result link\n  &__link {\n    display: block;\n    outline: none;\n    transition: background-color 250ms;\n    scroll-snap-align: start;\n\n    // Search result link on focus/hover\n    &:focus,\n    &:hover {\n      background-color: var(--md-accent-fg-color--transparent);\n    }\n\n    // Adjust spacing on last child of last link\n    &:last-child p:last-child {\n      margin-bottom: px2rem(12px);\n    }\n  }\n\n  // Search result more link\n  &__more summary {\n    display: block;\n    padding: px2em(12px) px2rem(16px);\n    color: var(--md-typeset-a-color);\n    font-size: px2rem(12.8px);\n    outline: 0;\n    cursor: pointer;\n    transition:\n      color            250ms,\n      background-color 250ms;\n    scroll-snap-align: start;\n\n    // [tablet landscape +]: Adjust spacing\n    @include break-from-device(tablet landscape) {\n      padding-left: px2rem(44px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n        padding-left: px2rem(16px);\n      }\n    }\n\n    // Search result more link on focus/hover\n    &:focus,\n    &:hover {\n      color: var(--md-accent-fg-color);\n      background-color: var(--md-accent-fg-color--transparent);\n    }\n\n    // Hide native details marker\n    &::-webkit-details-marker {\n      display: none;\n    }\n\n    // Adjust transparency of less relevant results\n    & ~ * > * {\n      opacity: 0.65;\n    }\n  }\n\n  // Search result article\n  &__article {\n    position: relative;\n    padding: 0 px2rem(16px);\n    overflow: hidden;\n\n    // [tablet landscape +]: Adjust spacing\n    @include break-from-device(tablet landscape) {\n      padding-left: px2rem(44px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        padding-right: px2rem(44px);\n        padding-left: px2rem(16px);\n      }\n    }\n\n    // Search result article document\n    &--document {\n\n      // Search result title\n      .md-search-result__title {\n        margin: px2rem(11px) 0;\n        font-weight: 400;\n        font-size: px2rem(16px);\n        line-height: 1.4;\n      }\n    }\n  }\n\n  // Search result icon\n  &__icon {\n    position: absolute;\n    left: 0;\n    width: px2rem(24px);\n    height: px2rem(24px);\n    margin: px2rem(10px);\n    color: var(--md-default-fg-color--light);\n\n    // [tablet portrait -]: Hide icon\n    @include break-to-device(tablet portrait) {\n      display: none;\n    }\n\n    // Search result icon content\n    &::after {\n      display: inline-block;\n      width: 100%;\n      height: 100%;\n      background-color: currentColor;\n      mask-image: var(--md-search-result-icon);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      right: 0;\n      left: initial;\n\n      // Flip icon vertically\n      &::after {\n        transform: scaleX(-1);\n      }\n    }\n  }\n\n  // Search result title\n  &__title {\n    margin: 0.5em 0;\n    font-weight: 700;\n    font-size: px2rem(12.8px);\n    line-height: 1.6;\n  }\n\n  // Search result teaser\n  &__teaser {\n    display: -webkit-box;\n    max-height: px2rem(40px);\n    margin: 0.5em 0;\n    overflow: hidden;\n    color: var(--md-default-fg-color--light);\n    font-size: px2rem(12.8px);\n    line-height: 1.6;\n    text-overflow: ellipsis;\n    -webkit-box-orient: vertical;\n    -webkit-line-clamp: 2;\n\n    // [mobile -]: Adjust number of lines\n    @include break-to-device(mobile) {\n      max-height: px2rem(60px);\n      -webkit-line-clamp: 3;\n    }\n\n    // [tablet landscape]: Adjust number of lines\n    @include break-at-device(tablet landscape) {\n      max-height: px2rem(60px);\n      -webkit-line-clamp: 3;\n    }\n\n    // Search term highlighting\n    mark {\n      text-decoration: underline;\n      background-color: transparent;\n    }\n  }\n\n  // Search result terms\n  &__terms {\n    margin: 0.5em 0;\n    font-size: px2rem(12.8px);\n    font-style: italic;\n  }\n\n  // Search term highlighting\n  mark {\n    color: var(--md-accent-fg-color);\n    background-color: transparent;\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Sidebar\n.md-sidebar {\n  position: sticky;\n  top: px2rem(48px);\n  flex-shrink: 0;\n  align-self: flex-start;\n  width: px2rem(242px);\n  height: 0;\n  padding: px2rem(24px) 0;\n\n  // [print]: Hide sidebar\n  @media print {\n    display: none;\n  }\n\n  // [tablet -]: Show navigation as drawer\n  @include break-to-device(tablet) {\n\n    // Primary sidebar with navigation\n    &--primary {\n      position: fixed;\n      top: 0;\n      left: px2rem(-242px);\n      z-index: 3;\n      display: block;\n      width: px2rem(242px);\n      height: 100%;\n      background-color: var(--md-default-bg-color);\n      transform: translateX(0);\n      transition:\n        transform  250ms cubic-bezier(0.4, 0, 0.2, 1),\n        box-shadow 250ms;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(-242px);\n        left: initial;\n      }\n\n      // Show sidebar when drawer is active\n      [data-md-toggle=\"drawer\"]:checked ~ .md-container & {\n        @include z-depth(8);\n\n        transform: translateX(px2rem(242px));\n\n        // Adjust for right-to-left languages\n        [dir=\"rtl\"] & {\n          transform: translateX(px2rem(-242px));\n        }\n      }\n\n      // Stretch scroll wrapper for primary sidebar\n      .md-sidebar__scrollwrap {\n        position: absolute;\n        top: 0;\n        right: 0;\n        bottom: 0;\n        left: 0;\n        margin: 0;\n        scroll-snap-type: none;\n        overflow: hidden;\n      }\n    }\n  }\n\n  // [screen +]: Show navigation as sidebar\n  @include break-from-device(screen) {\n    height: 0;\n\n    // [no-js]: Switch to native sticky behavior\n    .no-js & {\n      height: auto;\n    }\n  }\n\n  // Secondary sidebar with table of contents\n  &--secondary {\n    display: none;\n    order: 2;\n\n    // [tablet landscape +]: Show table of contents as sidebar\n    @include break-from-device(tablet landscape) {\n      height: 0;\n\n      // [no-js]: Switch to native sticky behavior\n      .no-js & {\n        height: auto;\n      }\n\n      // Sidebar is visible\n      &:not([hidden]) {\n        display: block;\n      }\n\n      // Ensure smooth scrolling on iOS\n      .md-sidebar__scrollwrap {\n        touch-action: pan-y;\n      }\n    }\n  }\n\n  // Sidebar scroll wrapper\n  &__scrollwrap {\n    margin: 0 px2rem(4px);\n    overflow-y: auto;\n    // Hack: promote to own layer to reduce jitter\n    backface-visibility: hidden;\n    // Hack: Chrome 81+ exhibits a strange bug, where it scrolls the container\n    // to the bottom if `scroll-snap-type` is set on the initial render. For\n    // this reason, we disable scroll snapping until this is resolved (#1667).\n    // scroll-snap-type: y mandatory;\n    scrollbar-width: thin;\n    scrollbar-color: var(--md-default-fg-color--lighter) transparent;\n\n    // Sidebar scroll wrapper on hover\n    &:hover {\n      scrollbar-color: var(--md-accent-fg-color) transparent;\n    }\n\n    // Webkit scrollbar\n    &::-webkit-scrollbar {\n      width: px2rem(4px);\n      height: px2rem(4px);\n    }\n\n    // Webkit scrollbar thumb\n    &::-webkit-scrollbar-thumb {\n      background-color: var(--md-default-fg-color--lighter);\n\n      // Webkit scrollbar thumb on hover\n      &:hover {\n        background-color: var(--md-accent-fg-color);\n      }\n    }\n  }\n}\n\n// [tablet -]: Show overlay on active drawer\n@include break-to-device(tablet) {\n\n  // Sidebar overlay\n  .md-overlay {\n    position: fixed;\n    top: 0;\n    z-index: 3;\n    width: 0;\n    height: 0;\n    background-color: hsla(0, 0%, 0%, 0.54);\n    opacity: 0;\n    transition:\n      width     0ms 250ms,\n      height    0ms 250ms,\n      opacity 250ms;\n\n    // Show overlay when drawer is active\n    [data-md-toggle=\"drawer\"]:checked ~ & {\n      width: 100%;\n      height: 100%;\n      opacity: 1;\n      transition:\n        width     0ms,\n        height    0ms,\n        opacity 250ms;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Keyframes\n// ----------------------------------------------------------------------------\n\n// Show source facts\n@keyframes md-source__facts--done {\n  0% {\n    height: 0;\n  }\n  100% {\n    height: px2rem(13px);\n  }\n}\n\n// Show source fact\n@keyframes md-source__fact--done {\n  0% {\n    transform: translateY(100%);\n    opacity: 0;\n  }\n  50% {\n    opacity: 0;\n  }\n  100% {\n    transform: translateY(0%);\n    opacity: 1;\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Repository information\n.md-source {\n  display: block;\n  font-size: px2rem(13px);\n  line-height: 1.2;\n  white-space: nowrap;\n  // Hack: promote to own layer to reduce jitter\n  backface-visibility: hidden;\n  transition: opacity 250ms;\n\n  // Repository information on focus/hover\n  &:focus,\n  &:hover {\n    opacity: 0.7;\n  }\n\n  // Repository icon\n  &__icon {\n    display: inline-block;\n    width: px2rem(48px);\n    height: px2rem(48px);\n    vertical-align: middle;\n\n    // Align with margin only (as opposed to normal button alignment)\n    svg {\n      margin-top: px2rem(12px);\n      margin-left: px2rem(12px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(12px);\n        margin-left: initial;\n      }\n    }\n\n    // Adjust spacing if icon is present\n    + .md-source__repository {\n      margin-left: px2rem(-40px);\n      padding-left: px2rem(40px);\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        margin-right: px2rem(-40px);\n        margin-left: initial;\n        padding-right: px2rem(40px);\n        padding-left: initial;\n      }\n    }\n  }\n\n  // Repository name\n  &__repository {\n    display: inline-block;\n    max-width: calc(100% - #{px2rem(24px)});\n    margin-left: px2rem(12px);\n    overflow: hidden;\n    font-weight: 700;\n    text-overflow: ellipsis;\n    vertical-align: middle;\n  }\n\n  // Repository facts\n  &__facts {\n    margin: 0;\n    padding: 0;\n    overflow: hidden;\n    font-weight: 700;\n    font-size: px2rem(11px);\n    list-style-type: none;\n    opacity: 0.75;\n\n    // Show after the data was loaded\n    [data-md-state=\"done\"] & {\n      animation: md-source__facts--done 250ms ease-in;\n    }\n  }\n\n  // Repository fact\n  &__fact {\n    float: left;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      float: right;\n    }\n\n    // Show after the data was loaded\n    [data-md-state=\"done\"] & {\n      animation: md-source__fact--done 400ms ease-out;\n    }\n\n    // Middle dot before fact\n    &::before {\n      margin: 0 px2rem(2px);\n      content: \"\\00B7\";\n    }\n\n    // Remove middle dot on first fact\n    &:first-child::before {\n      display: none;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Navigation tabs\n.md-tabs {\n  width: 100%;\n  overflow: auto;\n  color: var(--md-primary-bg-color);\n  background-color: var(--md-primary-fg-color);\n  transition: background-color 250ms;\n\n  // [print]: Hide tabs\n  @media print {\n    display: none;\n  }\n\n  // [tablet -]: Hide tabs\n  @include break-to-device(tablet) {\n    display: none;\n  }\n\n  // Tabs in hidden state, i.e. when scrolling down\n  &[data-md-state=\"hidden\"] {\n    pointer-events: none;\n  }\n\n  // Navigation tabs list\n  &__list {\n    margin: 0;\n    margin-left: px2rem(4px);\n    padding: 0;\n    white-space: nowrap;\n    list-style: none;\n    contain: content;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2rem(4px);\n      margin-left: initial;\n    }\n  }\n\n  // Navigation tabs item\n  &__item {\n    display: inline-block;\n    height: px2rem(48px);\n    padding-right: px2rem(12px);\n    padding-left: px2rem(12px);\n  }\n\n  // Navigation tabs link - could be defined as block elements and aligned via\n  // line height, but this would imply more repaints when scrolling\n  &__link {\n    display: block;\n    margin-top: px2rem(16px);\n    font-size: px2rem(14px);\n    // Hack: save a repaint when tabs are appearing on scrolling up\n    backface-visibility: hidden;\n    opacity: 0.7;\n    transition:\n      transform 400ms cubic-bezier(0.1, 0.7, 0.1, 1),\n      opacity   250ms;\n\n    // Active link and link on focus/hover\n    &--active,\n    &:focus,\n    &:hover {\n      color: inherit;\n      opacity: 1;\n    }\n\n    // Delay transitions by a small amount\n    @for $i from 2 through 16 {\n      .md-tabs__item:nth-child(#{$i}) & {\n        transition-delay: 20ms * ($i - 1);\n      }\n    }\n\n    // Hide tabs upon scrolling - disable transition to minimizes repaints\n    // while scrolling down, while scrolling up seems to be okay\n    .md-tabs[data-md-state=\"hidden\"] & {\n      transform: translateY(50%);\n      opacity: 0;\n      transition:\n        transform 0ms 100ms,\n        opacity 100ms;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Variables\n// ----------------------------------------------------------------------------\n\n/// Admonition flavours\n$admonitions: (\n  note:                       pencil $clr-blue-a200,\n  abstract summary tldr:      text-subject $clr-light-blue-a400,\n  info todo:                  information $clr-cyan-a700,\n  tip hint important:         fire $clr-teal-a700,\n  success check done:         check-circle $clr-green-a700,\n  question help faq:          help-circle $clr-light-green-a700,\n  warning caution attention:  alert $clr-orange-a400,\n  failure fail missing:       close-circle $clr-red-a200,\n  danger error:               flash-circle $clr-red-a400,\n  bug:                        bug $clr-pink-a400,\n  example:                    format-list-numbered $clr-deep-purple-a400,\n  quote cite:                 format-quote-close $clr-grey\n) !default;\n\n// ----------------------------------------------------------------------------\n// Rules: layout\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  @each $names, $props in $admonitions {\n    --md-admonition-icon--#{nth($names, 1)}: svg-load(\n      \"@mdi/svg/svg/#{nth($props, 1)}.svg\"\n    );\n  }\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Admonition\n  .admonition {\n    margin: px2em(20px, 12.8px) 0;\n    padding: 0 px2rem(12px);\n    overflow: hidden;\n    color: var(--md-admonition-fg-color);\n    font-size: px2rem(12.8px);\n    page-break-inside: avoid;\n    background-color: var(--md-admonition-bg-color);\n    border-left: px2rem(4px) solid $clr-blue-a200;\n    border-radius: px2rem(2px);\n    box-shadow:\n      0 px2rem(4px)   px2rem(10px) hsla(0, 0%, 0%, 0.05),\n      0 px2rem(0.5px) px2rem(1px)  hsla(0, 0%, 0%, 0.05);\n\n    // [print]: Omit shadow as it may lead to rendering errors\n    @media print {\n      box-shadow: none;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      border-right: px2rem(4px) solid $clr-blue-a200;\n      border-left: none;\n    }\n\n    // Adjust spacing for nested admonitions\n    .admonition {\n      margin: 1em 0;\n    }\n\n    // Adjust spacing for contained table wrappers\n    .md-typeset__scrollwrap {\n      margin: 1em px2rem(-12px);\n    }\n\n    // Adjust spacing for contained tables\n    .md-typeset__table {\n      padding: 0 px2rem(12px);\n    }\n\n    // Adjust spacing for single-child tabbed block container\n    > .tabbed-set:only-child {\n      margin-top: 0;\n    }\n\n    // Adjust spacing on last child\n    html & > :last-child {\n      margin-bottom: px2rem(12px);\n    }\n  }\n\n  // Admonition title\n  .admonition-title {\n    position: relative;\n    margin: 0 px2rem(-12px) 0 px2rem(-16px);\n    padding: px2rem(8px) px2rem(12px) px2rem(8px) px2rem(40px);\n    font-weight: 700;\n    background-color: transparentize($clr-blue-a200, 0.9);\n    border-left: px2rem(4px) solid $clr-blue-a200;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin: 0 px2rem(-16px) 0 px2rem(-12px);\n      padding: px2rem(8px) px2rem(40px) px2rem(8px) px2rem(12px);\n      border-right: px2rem(4px) solid $clr-blue-a200;\n      border-left: none;\n    }\n\n    // Adjust spacing for title-only admonitions\n    html &:last-child {\n      margin-bottom: 0;\n    }\n\n    // Admonition icon\n    &::before {\n      position: absolute;\n      left: px2rem(12px);\n      width: px2rem(20px);\n      height: px2rem(20px);\n      background-color: $clr-blue-a200;\n      mask-image: var(--md-admonition-icon--note);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: px2rem(12px);\n        left: initial;\n      }\n    }\n\n    // Omit background on inline code blocks, as they don't go well with the\n    // pastelly tones applied to admonition titles\n    code {\n      margin: initial;\n      padding: initial;\n      color: currentColor;\n      background-color: transparent;\n      border-radius: initial;\n      box-shadow: none;\n    }\n\n    // Adjust spacing on last tabbed block container child - if the tabbed\n    // block container is the sole child, it looks better to omit the margin\n    + .tabbed-set:last-child {\n      margin-top: 0;\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: flavours\n// ----------------------------------------------------------------------------\n\n@each $names, $props in $admonitions {\n  $name: nth($names, 1);\n  $tint: nth($props, 2);\n\n  // Admonition flavour\n  .md-typeset .admonition.#{$name} {\n    border-color: $tint;\n  }\n\n  // Admonition flavour title\n  .md-typeset .#{$name} > .admonition-title {\n    background-color: transparentize($tint, 0.9);\n    border-color: $tint;\n\n    // Admonition icon\n    &::before {\n      background-color: $tint;\n      mask-image: var(--md-admonition-icon--#{$name});\n      mask-repeat: no-repeat;\n      mask-size: contain;\n    }\n  }\n\n  // Define synonyms for flavours\n  @if length($names) > 1 {\n    @for $n from 2 through length($names) {\n      .#{nth($names, $n)} {\n        @extend .#{$name};\n      }\n    }\n  }\n}\n","// ==========================================================================\n//\n// Name:        UI Color Palette\n// Description: The color palette of material design.\n// Version:     2.3.1\n//\n// Author:      Denis Malinochkin\n// Git:         https://github.com/mrmlnc/material-color\n//\n// twitter:     @mrmlnc\n//\n// ==========================================================================\n\n\n//\n// List of base colors\n//\n\n// $clr-red\n// $clr-pink\n// $clr-purple\n// $clr-deep-purple\n// $clr-indigo\n// $clr-blue\n// $clr-light-blue\n// $clr-cyan\n// $clr-teal\n// $clr-green\n// $clr-light-green\n// $clr-lime\n// $clr-yellow\n// $clr-amber\n// $clr-orange\n// $clr-deep-orange\n// $clr-brown\n// $clr-grey\n// $clr-blue-grey\n// $clr-black\n// $clr-white\n\n\n//\n// Red\n//\n\n$clr-red-list: (\n  \"base\": #f44336,\n  \"50\":   #ffebee,\n  \"100\":  #ffcdd2,\n  \"200\":  #ef9a9a,\n  \"300\":  #e57373,\n  \"400\":  #ef5350,\n  \"500\":  #f44336,\n  \"600\":  #e53935,\n  \"700\":  #d32f2f,\n  \"800\":  #c62828,\n  \"900\":  #b71c1c,\n  \"a100\": #ff8a80,\n  \"a200\": #ff5252,\n  \"a400\": #ff1744,\n  \"a700\": #d50000\n);\n\n$clr-red:      map-get($clr-red-list, \"base\");\n\n$clr-red-50:   map-get($clr-red-list, \"50\");\n$clr-red-100:  map-get($clr-red-list, \"100\");\n$clr-red-200:  map-get($clr-red-list, \"200\");\n$clr-red-300:  map-get($clr-red-list, \"300\");\n$clr-red-400:  map-get($clr-red-list, \"400\");\n$clr-red-500:  map-get($clr-red-list, \"500\");\n$clr-red-600:  map-get($clr-red-list, \"600\");\n$clr-red-700:  map-get($clr-red-list, \"700\");\n$clr-red-800:  map-get($clr-red-list, \"800\");\n$clr-red-900:  map-get($clr-red-list, \"900\");\n$clr-red-a100: map-get($clr-red-list, \"a100\");\n$clr-red-a200: map-get($clr-red-list, \"a200\");\n$clr-red-a400: map-get($clr-red-list, \"a400\");\n$clr-red-a700: map-get($clr-red-list, \"a700\");\n\n\n//\n// Pink\n//\n\n$clr-pink-list: (\n  \"base\": #e91e63,\n  \"50\":   #fce4ec,\n  \"100\":  #f8bbd0,\n  \"200\":  #f48fb1,\n  \"300\":  #f06292,\n  \"400\":  #ec407a,\n  \"500\":  #e91e63,\n  \"600\":  #d81b60,\n  \"700\":  #c2185b,\n  \"800\":  #ad1457,\n  \"900\":  #880e4f,\n  \"a100\": #ff80ab,\n  \"a200\": #ff4081,\n  \"a400\": #f50057,\n  \"a700\": #c51162\n);\n\n$clr-pink:      map-get($clr-pink-list, \"base\");\n\n$clr-pink-50:   map-get($clr-pink-list, \"50\");\n$clr-pink-100:  map-get($clr-pink-list, \"100\");\n$clr-pink-200:  map-get($clr-pink-list, \"200\");\n$clr-pink-300:  map-get($clr-pink-list, \"300\");\n$clr-pink-400:  map-get($clr-pink-list, \"400\");\n$clr-pink-500:  map-get($clr-pink-list, \"500\");\n$clr-pink-600:  map-get($clr-pink-list, \"600\");\n$clr-pink-700:  map-get($clr-pink-list, \"700\");\n$clr-pink-800:  map-get($clr-pink-list, \"800\");\n$clr-pink-900:  map-get($clr-pink-list, \"900\");\n$clr-pink-a100: map-get($clr-pink-list, \"a100\");\n$clr-pink-a200: map-get($clr-pink-list, \"a200\");\n$clr-pink-a400: map-get($clr-pink-list, \"a400\");\n$clr-pink-a700: map-get($clr-pink-list, \"a700\");\n\n\n//\n// Purple\n//\n\n$clr-purple-list: (\n  \"base\": #9c27b0,\n  \"50\":   #f3e5f5,\n  \"100\":  #e1bee7,\n  \"200\":  #ce93d8,\n  \"300\":  #ba68c8,\n  \"400\":  #ab47bc,\n  \"500\":  #9c27b0,\n  \"600\":  #8e24aa,\n  \"700\":  #7b1fa2,\n  \"800\":  #6a1b9a,\n  \"900\":  #4a148c,\n  \"a100\": #ea80fc,\n  \"a200\": #e040fb,\n  \"a400\": #d500f9,\n  \"a700\": #aa00ff\n);\n\n$clr-purple:      map-get($clr-purple-list, \"base\");\n\n$clr-purple-50:   map-get($clr-purple-list, \"50\");\n$clr-purple-100:  map-get($clr-purple-list, \"100\");\n$clr-purple-200:  map-get($clr-purple-list, \"200\");\n$clr-purple-300:  map-get($clr-purple-list, \"300\");\n$clr-purple-400:  map-get($clr-purple-list, \"400\");\n$clr-purple-500:  map-get($clr-purple-list, \"500\");\n$clr-purple-600:  map-get($clr-purple-list, \"600\");\n$clr-purple-700:  map-get($clr-purple-list, \"700\");\n$clr-purple-800:  map-get($clr-purple-list, \"800\");\n$clr-purple-900:  map-get($clr-purple-list, \"900\");\n$clr-purple-a100: map-get($clr-purple-list, \"a100\");\n$clr-purple-a200: map-get($clr-purple-list, \"a200\");\n$clr-purple-a400: map-get($clr-purple-list, \"a400\");\n$clr-purple-a700: map-get($clr-purple-list, \"a700\");\n\n\n//\n// Deep purple\n//\n\n$clr-deep-purple-list: (\n  \"base\": #673ab7,\n  \"50\":   #ede7f6,\n  \"100\":  #d1c4e9,\n  \"200\":  #b39ddb,\n  \"300\":  #9575cd,\n  \"400\":  #7e57c2,\n  \"500\":  #673ab7,\n  \"600\":  #5e35b1,\n  \"700\":  #512da8,\n  \"800\":  #4527a0,\n  \"900\":  #311b92,\n  \"a100\": #b388ff,\n  \"a200\": #7c4dff,\n  \"a400\": #651fff,\n  \"a700\": #6200ea\n);\n\n$clr-deep-purple:      map-get($clr-deep-purple-list, \"base\");\n\n$clr-deep-purple-50:   map-get($clr-deep-purple-list, \"50\");\n$clr-deep-purple-100:  map-get($clr-deep-purple-list, \"100\");\n$clr-deep-purple-200:  map-get($clr-deep-purple-list, \"200\");\n$clr-deep-purple-300:  map-get($clr-deep-purple-list, \"300\");\n$clr-deep-purple-400:  map-get($clr-deep-purple-list, \"400\");\n$clr-deep-purple-500:  map-get($clr-deep-purple-list, \"500\");\n$clr-deep-purple-600:  map-get($clr-deep-purple-list, \"600\");\n$clr-deep-purple-700:  map-get($clr-deep-purple-list, \"700\");\n$clr-deep-purple-800:  map-get($clr-deep-purple-list, \"800\");\n$clr-deep-purple-900:  map-get($clr-deep-purple-list, \"900\");\n$clr-deep-purple-a100: map-get($clr-deep-purple-list, \"a100\");\n$clr-deep-purple-a200: map-get($clr-deep-purple-list, \"a200\");\n$clr-deep-purple-a400: map-get($clr-deep-purple-list, \"a400\");\n$clr-deep-purple-a700: map-get($clr-deep-purple-list, \"a700\");\n\n\n//\n// Indigo\n//\n\n$clr-indigo-list: (\n  \"base\": #3f51b5,\n  \"50\":   #e8eaf6,\n  \"100\":  #c5cae9,\n  \"200\":  #9fa8da,\n  \"300\":  #7986cb,\n  \"400\":  #5c6bc0,\n  \"500\":  #3f51b5,\n  \"600\":  #3949ab,\n  \"700\":  #303f9f,\n  \"800\":  #283593,\n  \"900\":  #1a237e,\n  \"a100\": #8c9eff,\n  \"a200\": #536dfe,\n  \"a400\": #3d5afe,\n  \"a700\": #304ffe\n);\n\n$clr-indigo:      map-get($clr-indigo-list, \"base\");\n\n$clr-indigo-50:   map-get($clr-indigo-list, \"50\");\n$clr-indigo-100:  map-get($clr-indigo-list, \"100\");\n$clr-indigo-200:  map-get($clr-indigo-list, \"200\");\n$clr-indigo-300:  map-get($clr-indigo-list, \"300\");\n$clr-indigo-400:  map-get($clr-indigo-list, \"400\");\n$clr-indigo-500:  map-get($clr-indigo-list, \"500\");\n$clr-indigo-600:  map-get($clr-indigo-list, \"600\");\n$clr-indigo-700:  map-get($clr-indigo-list, \"700\");\n$clr-indigo-800:  map-get($clr-indigo-list, \"800\");\n$clr-indigo-900:  map-get($clr-indigo-list, \"900\");\n$clr-indigo-a100: map-get($clr-indigo-list, \"a100\");\n$clr-indigo-a200: map-get($clr-indigo-list, \"a200\");\n$clr-indigo-a400: map-get($clr-indigo-list, \"a400\");\n$clr-indigo-a700: map-get($clr-indigo-list, \"a700\");\n\n\n//\n// Blue\n//\n\n$clr-blue-list: (\n  \"base\": #2196f3,\n  \"50\":   #e3f2fd,\n  \"100\":  #bbdefb,\n  \"200\":  #90caf9,\n  \"300\":  #64b5f6,\n  \"400\":  #42a5f5,\n  \"500\":  #2196f3,\n  \"600\":  #1e88e5,\n  \"700\":  #1976d2,\n  \"800\":  #1565c0,\n  \"900\":  #0d47a1,\n  \"a100\": #82b1ff,\n  \"a200\": #448aff,\n  \"a400\": #2979ff,\n  \"a700\": #2962ff\n);\n\n$clr-blue:      map-get($clr-blue-list, \"base\");\n\n$clr-blue-50:   map-get($clr-blue-list, \"50\");\n$clr-blue-100:  map-get($clr-blue-list, \"100\");\n$clr-blue-200:  map-get($clr-blue-list, \"200\");\n$clr-blue-300:  map-get($clr-blue-list, \"300\");\n$clr-blue-400:  map-get($clr-blue-list, \"400\");\n$clr-blue-500:  map-get($clr-blue-list, \"500\");\n$clr-blue-600:  map-get($clr-blue-list, \"600\");\n$clr-blue-700:  map-get($clr-blue-list, \"700\");\n$clr-blue-800:  map-get($clr-blue-list, \"800\");\n$clr-blue-900:  map-get($clr-blue-list, \"900\");\n$clr-blue-a100: map-get($clr-blue-list, \"a100\");\n$clr-blue-a200: map-get($clr-blue-list, \"a200\");\n$clr-blue-a400: map-get($clr-blue-list, \"a400\");\n$clr-blue-a700: map-get($clr-blue-list, \"a700\");\n\n\n//\n// Light Blue\n//\n\n$clr-light-blue-list: (\n  \"base\": #03a9f4,\n  \"50\":   #e1f5fe,\n  \"100\":  #b3e5fc,\n  \"200\":  #81d4fa,\n  \"300\":  #4fc3f7,\n  \"400\":  #29b6f6,\n  \"500\":  #03a9f4,\n  \"600\":  #039be5,\n  \"700\":  #0288d1,\n  \"800\":  #0277bd,\n  \"900\":  #01579b,\n  \"a100\": #80d8ff,\n  \"a200\": #40c4ff,\n  \"a400\": #00b0ff,\n  \"a700\": #0091ea\n);\n\n$clr-light-blue:      map-get($clr-light-blue-list, \"base\");\n\n$clr-light-blue-50:   map-get($clr-light-blue-list, \"50\");\n$clr-light-blue-100:  map-get($clr-light-blue-list, \"100\");\n$clr-light-blue-200:  map-get($clr-light-blue-list, \"200\");\n$clr-light-blue-300:  map-get($clr-light-blue-list, \"300\");\n$clr-light-blue-400:  map-get($clr-light-blue-list, \"400\");\n$clr-light-blue-500:  map-get($clr-light-blue-list, \"500\");\n$clr-light-blue-600:  map-get($clr-light-blue-list, \"600\");\n$clr-light-blue-700:  map-get($clr-light-blue-list, \"700\");\n$clr-light-blue-800:  map-get($clr-light-blue-list, \"800\");\n$clr-light-blue-900:  map-get($clr-light-blue-list, \"900\");\n$clr-light-blue-a100: map-get($clr-light-blue-list, \"a100\");\n$clr-light-blue-a200: map-get($clr-light-blue-list, \"a200\");\n$clr-light-blue-a400: map-get($clr-light-blue-list, \"a400\");\n$clr-light-blue-a700: map-get($clr-light-blue-list, \"a700\");\n\n\n//\n// Cyan\n//\n\n$clr-cyan-list: (\n  \"base\": #00bcd4,\n  \"50\":   #e0f7fa,\n  \"100\":  #b2ebf2,\n  \"200\":  #80deea,\n  \"300\":  #4dd0e1,\n  \"400\":  #26c6da,\n  \"500\":  #00bcd4,\n  \"600\":  #00acc1,\n  \"700\":  #0097a7,\n  \"800\":  #00838f,\n  \"900\":  #006064,\n  \"a100\": #84ffff,\n  \"a200\": #18ffff,\n  \"a400\": #00e5ff,\n  \"a700\": #00b8d4\n);\n\n$clr-cyan:      map-get($clr-cyan-list, \"base\");\n\n$clr-cyan-50:   map-get($clr-cyan-list, \"50\");\n$clr-cyan-100:  map-get($clr-cyan-list, \"100\");\n$clr-cyan-200:  map-get($clr-cyan-list, \"200\");\n$clr-cyan-300:  map-get($clr-cyan-list, \"300\");\n$clr-cyan-400:  map-get($clr-cyan-list, \"400\");\n$clr-cyan-500:  map-get($clr-cyan-list, \"500\");\n$clr-cyan-600:  map-get($clr-cyan-list, \"600\");\n$clr-cyan-700:  map-get($clr-cyan-list, \"700\");\n$clr-cyan-800:  map-get($clr-cyan-list, \"800\");\n$clr-cyan-900:  map-get($clr-cyan-list, \"900\");\n$clr-cyan-a100: map-get($clr-cyan-list, \"a100\");\n$clr-cyan-a200: map-get($clr-cyan-list, \"a200\");\n$clr-cyan-a400: map-get($clr-cyan-list, \"a400\");\n$clr-cyan-a700: map-get($clr-cyan-list, \"a700\");\n\n\n//\n// Teal\n//\n\n$clr-teal-list: (\n  \"base\": #009688,\n  \"50\":   #e0f2f1,\n  \"100\":  #b2dfdb,\n  \"200\":  #80cbc4,\n  \"300\":  #4db6ac,\n  \"400\":  #26a69a,\n  \"500\":  #009688,\n  \"600\":  #00897b,\n  \"700\":  #00796b,\n  \"800\":  #00695c,\n  \"900\":  #004d40,\n  \"a100\": #a7ffeb,\n  \"a200\": #64ffda,\n  \"a400\": #1de9b6,\n  \"a700\": #00bfa5\n);\n\n$clr-teal:      map-get($clr-teal-list, \"base\");\n\n$clr-teal-50:   map-get($clr-teal-list, \"50\");\n$clr-teal-100:  map-get($clr-teal-list, \"100\");\n$clr-teal-200:  map-get($clr-teal-list, \"200\");\n$clr-teal-300:  map-get($clr-teal-list, \"300\");\n$clr-teal-400:  map-get($clr-teal-list, \"400\");\n$clr-teal-500:  map-get($clr-teal-list, \"500\");\n$clr-teal-600:  map-get($clr-teal-list, \"600\");\n$clr-teal-700:  map-get($clr-teal-list, \"700\");\n$clr-teal-800:  map-get($clr-teal-list, \"800\");\n$clr-teal-900:  map-get($clr-teal-list, \"900\");\n$clr-teal-a100: map-get($clr-teal-list, \"a100\");\n$clr-teal-a200: map-get($clr-teal-list, \"a200\");\n$clr-teal-a400: map-get($clr-teal-list, \"a400\");\n$clr-teal-a700: map-get($clr-teal-list, \"a700\");\n\n\n//\n// Green\n//\n\n$clr-green-list: (\n  \"base\": #4caf50,\n  \"50\":   #e8f5e9,\n  \"100\":  #c8e6c9,\n  \"200\":  #a5d6a7,\n  \"300\":  #81c784,\n  \"400\":  #66bb6a,\n  \"500\":  #4caf50,\n  \"600\":  #43a047,\n  \"700\":  #388e3c,\n  \"800\":  #2e7d32,\n  \"900\":  #1b5e20,\n  \"a100\": #b9f6ca,\n  \"a200\": #69f0ae,\n  \"a400\": #00e676,\n  \"a700\": #00c853\n);\n\n$clr-green:      map-get($clr-green-list, \"base\");\n\n$clr-green-50:   map-get($clr-green-list, \"50\");\n$clr-green-100:  map-get($clr-green-list, \"100\");\n$clr-green-200:  map-get($clr-green-list, \"200\");\n$clr-green-300:  map-get($clr-green-list, \"300\");\n$clr-green-400:  map-get($clr-green-list, \"400\");\n$clr-green-500:  map-get($clr-green-list, \"500\");\n$clr-green-600:  map-get($clr-green-list, \"600\");\n$clr-green-700:  map-get($clr-green-list, \"700\");\n$clr-green-800:  map-get($clr-green-list, \"800\");\n$clr-green-900:  map-get($clr-green-list, \"900\");\n$clr-green-a100: map-get($clr-green-list, \"a100\");\n$clr-green-a200: map-get($clr-green-list, \"a200\");\n$clr-green-a400: map-get($clr-green-list, \"a400\");\n$clr-green-a700: map-get($clr-green-list, \"a700\");\n\n\n//\n// Light green\n//\n\n$clr-light-green-list: (\n  \"base\": #8bc34a,\n  \"50\":   #f1f8e9,\n  \"100\":  #dcedc8,\n  \"200\":  #c5e1a5,\n  \"300\":  #aed581,\n  \"400\":  #9ccc65,\n  \"500\":  #8bc34a,\n  \"600\":  #7cb342,\n  \"700\":  #689f38,\n  \"800\":  #558b2f,\n  \"900\":  #33691e,\n  \"a100\": #ccff90,\n  \"a200\": #b2ff59,\n  \"a400\": #76ff03,\n  \"a700\": #64dd17\n);\n\n$clr-light-green:      map-get($clr-light-green-list, \"base\");\n\n$clr-light-green-50:   map-get($clr-light-green-list, \"50\");\n$clr-light-green-100:  map-get($clr-light-green-list, \"100\");\n$clr-light-green-200:  map-get($clr-light-green-list, \"200\");\n$clr-light-green-300:  map-get($clr-light-green-list, \"300\");\n$clr-light-green-400:  map-get($clr-light-green-list, \"400\");\n$clr-light-green-500:  map-get($clr-light-green-list, \"500\");\n$clr-light-green-600:  map-get($clr-light-green-list, \"600\");\n$clr-light-green-700:  map-get($clr-light-green-list, \"700\");\n$clr-light-green-800:  map-get($clr-light-green-list, \"800\");\n$clr-light-green-900:  map-get($clr-light-green-list, \"900\");\n$clr-light-green-a100: map-get($clr-light-green-list, \"a100\");\n$clr-light-green-a200: map-get($clr-light-green-list, \"a200\");\n$clr-light-green-a400: map-get($clr-light-green-list, \"a400\");\n$clr-light-green-a700: map-get($clr-light-green-list, \"a700\");\n\n\n//\n// Lime\n//\n\n$clr-lime-list: (\n  \"base\": #cddc39,\n  \"50\":   #f9fbe7,\n  \"100\":  #f0f4c3,\n  \"200\":  #e6ee9c,\n  \"300\":  #dce775,\n  \"400\":  #d4e157,\n  \"500\":  #cddc39,\n  \"600\":  #c0ca33,\n  \"700\":  #afb42b,\n  \"800\":  #9e9d24,\n  \"900\":  #827717,\n  \"a100\": #f4ff81,\n  \"a200\": #eeff41,\n  \"a400\": #c6ff00,\n  \"a700\": #aeea00\n);\n\n$clr-lime:      map-get($clr-lime-list, \"base\");\n\n$clr-lime-50:   map-get($clr-lime-list, \"50\");\n$clr-lime-100:  map-get($clr-lime-list, \"100\");\n$clr-lime-200:  map-get($clr-lime-list, \"200\");\n$clr-lime-300:  map-get($clr-lime-list, \"300\");\n$clr-lime-400:  map-get($clr-lime-list, \"400\");\n$clr-lime-500:  map-get($clr-lime-list, \"500\");\n$clr-lime-600:  map-get($clr-lime-list, \"600\");\n$clr-lime-700:  map-get($clr-lime-list, \"700\");\n$clr-lime-800:  map-get($clr-lime-list, \"800\");\n$clr-lime-900:  map-get($clr-lime-list, \"900\");\n$clr-lime-a100: map-get($clr-lime-list, \"a100\");\n$clr-lime-a200: map-get($clr-lime-list, \"a200\");\n$clr-lime-a400: map-get($clr-lime-list, \"a400\");\n$clr-lime-a700: map-get($clr-lime-list, \"a700\");\n\n\n//\n// Yellow\n//\n\n$clr-yellow-list: (\n  \"base\": #ffeb3b,\n  \"50\":   #fffde7,\n  \"100\":  #fff9c4,\n  \"200\":  #fff59d,\n  \"300\":  #fff176,\n  \"400\":  #ffee58,\n  \"500\":  #ffeb3b,\n  \"600\":  #fdd835,\n  \"700\":  #fbc02d,\n  \"800\":  #f9a825,\n  \"900\":  #f57f17,\n  \"a100\": #ffff8d,\n  \"a200\": #ffff00,\n  \"a400\": #ffea00,\n  \"a700\": #ffd600\n);\n\n$clr-yellow:      map-get($clr-yellow-list, \"base\");\n\n$clr-yellow-50:   map-get($clr-yellow-list, \"50\");\n$clr-yellow-100:  map-get($clr-yellow-list, \"100\");\n$clr-yellow-200:  map-get($clr-yellow-list, \"200\");\n$clr-yellow-300:  map-get($clr-yellow-list, \"300\");\n$clr-yellow-400:  map-get($clr-yellow-list, \"400\");\n$clr-yellow-500:  map-get($clr-yellow-list, \"500\");\n$clr-yellow-600:  map-get($clr-yellow-list, \"600\");\n$clr-yellow-700:  map-get($clr-yellow-list, \"700\");\n$clr-yellow-800:  map-get($clr-yellow-list, \"800\");\n$clr-yellow-900:  map-get($clr-yellow-list, \"900\");\n$clr-yellow-a100: map-get($clr-yellow-list, \"a100\");\n$clr-yellow-a200: map-get($clr-yellow-list, \"a200\");\n$clr-yellow-a400: map-get($clr-yellow-list, \"a400\");\n$clr-yellow-a700: map-get($clr-yellow-list, \"a700\");\n\n\n//\n// amber\n//\n\n$clr-amber-list: (\n  \"base\": #ffc107,\n  \"50\":   #fff8e1,\n  \"100\":  #ffecb3,\n  \"200\":  #ffe082,\n  \"300\":  #ffd54f,\n  \"400\":  #ffca28,\n  \"500\":  #ffc107,\n  \"600\":  #ffb300,\n  \"700\":  #ffa000,\n  \"800\":  #ff8f00,\n  \"900\":  #ff6f00,\n  \"a100\": #ffe57f,\n  \"a200\": #ffd740,\n  \"a400\": #ffc400,\n  \"a700\": #ffab00\n);\n\n$clr-amber:      map-get($clr-amber-list, \"base\");\n\n$clr-amber-50:   map-get($clr-amber-list, \"50\");\n$clr-amber-100:  map-get($clr-amber-list, \"100\");\n$clr-amber-200:  map-get($clr-amber-list, \"200\");\n$clr-amber-300:  map-get($clr-amber-list, \"300\");\n$clr-amber-400:  map-get($clr-amber-list, \"400\");\n$clr-amber-500:  map-get($clr-amber-list, \"500\");\n$clr-amber-600:  map-get($clr-amber-list, \"600\");\n$clr-amber-700:  map-get($clr-amber-list, \"700\");\n$clr-amber-800:  map-get($clr-amber-list, \"800\");\n$clr-amber-900:  map-get($clr-amber-list, \"900\");\n$clr-amber-a100: map-get($clr-amber-list, \"a100\");\n$clr-amber-a200: map-get($clr-amber-list, \"a200\");\n$clr-amber-a400: map-get($clr-amber-list, \"a400\");\n$clr-amber-a700: map-get($clr-amber-list, \"a700\");\n\n\n//\n// Orange\n//\n\n$clr-orange-list: (\n  \"base\": #ff9800,\n  \"50\":   #fff3e0,\n  \"100\":  #ffe0b2,\n  \"200\":  #ffcc80,\n  \"300\":  #ffb74d,\n  \"400\":  #ffa726,\n  \"500\":  #ff9800,\n  \"600\":  #fb8c00,\n  \"700\":  #f57c00,\n  \"800\":  #ef6c00,\n  \"900\":  #e65100,\n  \"a100\": #ffd180,\n  \"a200\": #ffab40,\n  \"a400\": #ff9100,\n  \"a700\": #ff6d00\n);\n\n$clr-orange:      map-get($clr-orange-list, \"base\");\n\n$clr-orange-50:   map-get($clr-orange-list, \"50\");\n$clr-orange-100:  map-get($clr-orange-list, \"100\");\n$clr-orange-200:  map-get($clr-orange-list, \"200\");\n$clr-orange-300:  map-get($clr-orange-list, \"300\");\n$clr-orange-400:  map-get($clr-orange-list, \"400\");\n$clr-orange-500:  map-get($clr-orange-list, \"500\");\n$clr-orange-600:  map-get($clr-orange-list, \"600\");\n$clr-orange-700:  map-get($clr-orange-list, \"700\");\n$clr-orange-800:  map-get($clr-orange-list, \"800\");\n$clr-orange-900:  map-get($clr-orange-list, \"900\");\n$clr-orange-a100: map-get($clr-orange-list, \"a100\");\n$clr-orange-a200: map-get($clr-orange-list, \"a200\");\n$clr-orange-a400: map-get($clr-orange-list, \"a400\");\n$clr-orange-a700: map-get($clr-orange-list, \"a700\");\n\n\n//\n// Deep orange\n//\n\n$clr-deep-orange-list: (\n  \"base\": #ff5722,\n  \"50\":   #fbe9e7,\n  \"100\":  #ffccbc,\n  \"200\":  #ffab91,\n  \"300\":  #ff8a65,\n  \"400\":  #ff7043,\n  \"500\":  #ff5722,\n  \"600\":  #f4511e,\n  \"700\":  #e64a19,\n  \"800\":  #d84315,\n  \"900\":  #bf360c,\n  \"a100\": #ff9e80,\n  \"a200\": #ff6e40,\n  \"a400\": #ff3d00,\n  \"a700\": #dd2c00\n);\n\n$clr-deep-orange:      map-get($clr-deep-orange-list, \"base\");\n\n$clr-deep-orange-50:   map-get($clr-deep-orange-list, \"50\");\n$clr-deep-orange-100:  map-get($clr-deep-orange-list, \"100\");\n$clr-deep-orange-200:  map-get($clr-deep-orange-list, \"200\");\n$clr-deep-orange-300:  map-get($clr-deep-orange-list, \"300\");\n$clr-deep-orange-400:  map-get($clr-deep-orange-list, \"400\");\n$clr-deep-orange-500:  map-get($clr-deep-orange-list, \"500\");\n$clr-deep-orange-600:  map-get($clr-deep-orange-list, \"600\");\n$clr-deep-orange-700:  map-get($clr-deep-orange-list, \"700\");\n$clr-deep-orange-800:  map-get($clr-deep-orange-list, \"800\");\n$clr-deep-orange-900:  map-get($clr-deep-orange-list, \"900\");\n$clr-deep-orange-a100: map-get($clr-deep-orange-list, \"a100\");\n$clr-deep-orange-a200: map-get($clr-deep-orange-list, \"a200\");\n$clr-deep-orange-a400: map-get($clr-deep-orange-list, \"a400\");\n$clr-deep-orange-a700: map-get($clr-deep-orange-list, \"a700\");\n\n\n//\n// Brown\n//\n\n$clr-brown-list: (\n  \"base\": #795548,\n  \"50\":   #efebe9,\n  \"100\":  #d7ccc8,\n  \"200\":  #bcaaa4,\n  \"300\":  #a1887f,\n  \"400\":  #8d6e63,\n  \"500\":  #795548,\n  \"600\":  #6d4c41,\n  \"700\":  #5d4037,\n  \"800\":  #4e342e,\n  \"900\":  #3e2723,\n);\n\n$clr-brown:     map-get($clr-brown-list, \"base\");\n\n$clr-brown-50:  map-get($clr-brown-list, \"50\");\n$clr-brown-100: map-get($clr-brown-list, \"100\");\n$clr-brown-200: map-get($clr-brown-list, \"200\");\n$clr-brown-300: map-get($clr-brown-list, \"300\");\n$clr-brown-400: map-get($clr-brown-list, \"400\");\n$clr-brown-500: map-get($clr-brown-list, \"500\");\n$clr-brown-600: map-get($clr-brown-list, \"600\");\n$clr-brown-700: map-get($clr-brown-list, \"700\");\n$clr-brown-800: map-get($clr-brown-list, \"800\");\n$clr-brown-900: map-get($clr-brown-list, \"900\");\n\n\n//\n// Grey\n//\n\n$clr-grey-list: (\n  \"base\": #9e9e9e,\n  \"50\":   #fafafa,\n  \"100\":  #f5f5f5,\n  \"200\":  #eeeeee,\n  \"300\":  #e0e0e0,\n  \"400\":  #bdbdbd,\n  \"500\":  #9e9e9e,\n  \"600\":  #757575,\n  \"700\":  #616161,\n  \"800\":  #424242,\n  \"900\":  #212121,\n);\n\n$clr-grey:     map-get($clr-grey-list, \"base\");\n\n$clr-grey-50:  map-get($clr-grey-list, \"50\");\n$clr-grey-100: map-get($clr-grey-list, \"100\");\n$clr-grey-200: map-get($clr-grey-list, \"200\");\n$clr-grey-300: map-get($clr-grey-list, \"300\");\n$clr-grey-400: map-get($clr-grey-list, \"400\");\n$clr-grey-500: map-get($clr-grey-list, \"500\");\n$clr-grey-600: map-get($clr-grey-list, \"600\");\n$clr-grey-700: map-get($clr-grey-list, \"700\");\n$clr-grey-800: map-get($clr-grey-list, \"800\");\n$clr-grey-900: map-get($clr-grey-list, \"900\");\n\n\n//\n// Blue grey\n//\n\n$clr-blue-grey-list: (\n  \"base\": #607d8b,\n  \"50\":   #eceff1,\n  \"100\":  #cfd8dc,\n  \"200\":  #b0bec5,\n  \"300\":  #90a4ae,\n  \"400\":  #78909c,\n  \"500\":  #607d8b,\n  \"600\":  #546e7a,\n  \"700\":  #455a64,\n  \"800\":  #37474f,\n  \"900\":  #263238,\n);\n\n$clr-blue-grey:     map-get($clr-blue-grey-list, \"base\");\n\n$clr-blue-grey-50:  map-get($clr-blue-grey-list, \"50\");\n$clr-blue-grey-100: map-get($clr-blue-grey-list, \"100\");\n$clr-blue-grey-200: map-get($clr-blue-grey-list, \"200\");\n$clr-blue-grey-300: map-get($clr-blue-grey-list, \"300\");\n$clr-blue-grey-400: map-get($clr-blue-grey-list, \"400\");\n$clr-blue-grey-500: map-get($clr-blue-grey-list, \"500\");\n$clr-blue-grey-600: map-get($clr-blue-grey-list, \"600\");\n$clr-blue-grey-700: map-get($clr-blue-grey-list, \"700\");\n$clr-blue-grey-800: map-get($clr-blue-grey-list, \"800\");\n$clr-blue-grey-900: map-get($clr-blue-grey-list, \"900\");\n\n\n//\n// Black\n//\n\n$clr-black-list: (\n  \"base\": #000\n);\n\n$clr-black: map-get($clr-black-list, \"base\");\n\n\n//\n// White\n//\n\n$clr-white-list: (\n  \"base\": #fff\n);\n\n$clr-white: map-get($clr-white-list, \"base\");\n\n\n//\n// List for all Colors for looping\n//\n\n$clr-list-all: (\n  \"red\":         $clr-red-list,\n  \"pink\":        $clr-pink-list,\n  \"purple\":      $clr-purple-list,\n  \"deep-purple\": $clr-deep-purple-list,\n  \"indigo\":      $clr-indigo-list,\n  \"blue\":        $clr-blue-list,\n  \"light-blue\":  $clr-light-blue-list,\n  \"cyan\":        $clr-cyan-list,\n  \"teal\":        $clr-teal-list,\n  \"green\":       $clr-green-list,\n  \"light-green\": $clr-light-green-list,\n  \"lime\":        $clr-lime-list,\n  \"yellow\":      $clr-yellow-list,\n  \"amber\":       $clr-amber-list,\n  \"orange\":      $clr-orange-list,\n  \"deep-orange\": $clr-deep-orange-list,\n  \"brown\":       $clr-brown-list,\n  \"grey\":        $clr-grey-list,\n  \"blue-grey\":   $clr-blue-grey-list,\n  \"black\":       $clr-black-list,\n  \"white\":       $clr-white-list\n);\n\n\n//\n// Typography\n//\n\n$clr-ui-display-4: $clr-grey-600;\n$clr-ui-display-3: $clr-grey-600;\n$clr-ui-display-2: $clr-grey-600;\n$clr-ui-display-1: $clr-grey-600;\n$clr-ui-headline:  $clr-grey-900;\n$clr-ui-title:     $clr-grey-900;\n$clr-ui-subhead-1: $clr-grey-900;\n$clr-ui-body-2:    $clr-grey-900;\n$clr-ui-body-1:    $clr-grey-900;\n$clr-ui-caption:   $clr-grey-600;\n$clr-ui-menu:      $clr-grey-900;\n$clr-ui-button:    $clr-grey-900;\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-footnotes-icon: svg-load(\"@mdi/svg/svg/keyboard-return.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Footnote reference\n  [id^=\"fnref:\"]:target {\n    scroll-margin-top: initial;\n    margin-top: -1 * px2rem(48px + 24px - 4px);\n    padding-top: px2rem(48px + 24px - 4px);\n  }\n\n  // Footnote\n  [id^=\"fn:\"]:target {\n    scroll-margin-top: initial;\n    margin-top: -1 * px2rem(48px + 24px - 3px);\n    padding-top: px2rem(48px + 24px - 3px);\n  }\n\n  // Footnote container\n  .footnote {\n    color: var(--md-default-fg-color--light);\n    font-size: px2rem(12.8px);\n\n    // Footnote list - omit left indentation\n    ol {\n      margin-left: 0;\n    }\n\n    // Footnote list item\n    li {\n      transition: color 125ms;\n\n      // Darken color on target\n      &:target {\n        color: var(--md-default-fg-color);\n      }\n\n      // Show backreferences on footnote hover\n      &:hover  .footnote-backref,\n      &:target .footnote-backref {\n        transform: translateX(0);\n        opacity: 1;\n      }\n\n      // Adjust spacing on first child\n      > :first-child {\n        margin-top: 0;\n      }\n    }\n  }\n\n  // Footnote backreference\n  .footnote-backref {\n    display: inline-block;\n    color: var(--md-typeset-a-color);\n    // Hack: omit Unicode arrow for replacement with icon\n    font-size: 0;\n    vertical-align: text-bottom;\n    transform: translateX(px2rem(5px));\n    opacity: 0;\n    transition:\n      color     250ms,\n      transform 250ms 250ms,\n      opacity   125ms 250ms;\n\n    // [print]: Show footnote backreferences\n    @media print {\n      color: var(--md-typeset-a-color);\n      transform: translateX(0);\n      opacity: 1;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      transform: translateX(px2rem(-5px));\n    }\n\n    // Adjust color on hover\n    &:hover {\n      color: var(--md-accent-fg-color);\n    }\n\n    // Footnote backreference icon\n    &::before {\n      display: inline-block;\n      width: px2rem(16px);\n      height: px2rem(16px);\n      background-color: currentColor;\n      mask-image: var(--md-footnotes-icon);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      content: \"\";\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n\n        // Flip icon vertically\n        svg {\n          transform: scaleX(-1)\n        }\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Headerlink\n  .headerlink {\n    display: inline-block;\n    margin-left: px2rem(10px);\n    color: var(--md-default-fg-color--lighter);\n    opacity: 0;\n    transition:\n      color      250ms,\n      opacity    125ms;\n\n    // [print]: Hide headerlinks\n    @media print {\n      display: none;\n    }\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      margin-right: px2rem(10px);\n      margin-left: initial;\n    }\n  }\n\n  // Show headerlinks on parent hover\n  :hover  > .headerlink,\n  :target > .headerlink,\n  .headerlink:focus {\n    opacity: 1;\n    transition:\n      color      250ms,\n      opacity    125ms;\n  }\n\n  // Adjust color on parent target or focus/hover\n  :target > .headerlink,\n  .headerlink:focus,\n  .headerlink:hover {\n    color: var(--md-accent-fg-color);\n  }\n\n  // Adjust scroll offset for all elements with `id` attributes - general scroll\n  // margin offset for anything that can be targeted. Browser support is pretty\n  // decent by now, but Edge <79 and Safari (iOS and macOS) still don't support\n  // it properly, so we settle with a cross-browser anchor correction solution.\n  :target {\n    scroll-margin-top: px2rem(48px + 24px);\n  }\n\n  // Adjust scroll offset for headlines of level 1-3\n  h1:target,\n  h2:target,\n  h3:target {\n    scroll-margin-top: initial;\n\n    // Anchor correction hack\n    &::before {\n      display: block;\n      margin-top: -1 * px2rem(48px + 24px - 4px);\n      padding-top: px2rem(48px + 24px - 4px);\n      content: \"\";\n    }\n  }\n\n  // Adjust scroll offset for headlines of level 4\n  h4:target {\n    scroll-margin-top: initial;\n\n    // Anchor correction hack\n    &::before {\n      display: block;\n      margin-top: -1 * px2rem(48px + 24px - 3px);\n      padding-top: px2rem(48px + 24px - 3px);\n      content: \"\";\n    }\n  }\n\n  // Adjust scroll offset for headlines of level 5-6\n  h5:target,\n  h6:target {\n    scroll-margin-top: initial;\n\n    // Anchor correction hack\n    &::before {\n      display: block;\n      margin-top: -1 * px2rem(48px + 24px);\n      padding-top: px2rem(48px + 24px);\n      content: \"\";\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Arithmatex container\n  div.arithmatex {\n    overflow: auto;\n\n    // [mobile -]: Align with body copy\n    @include break-to-device(mobile) {\n      margin: 0 px2rem(-16px);\n    }\n\n    // Arithmatex content\n    > * {\n      width: min-content;\n      margin: 1em auto !important;\n      padding: 0 px2rem(16px);\n      touch-action: auto;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Deletions, additions and comments\n  del.critic,\n  ins.critic,\n  .critic.comment {\n    box-decoration-break: clone;\n  }\n\n  // Deletion\n  del.critic {\n    background-color: var(--md-typeset-del-color);\n  }\n\n  // Addition\n  ins.critic {\n    background-color: var(--md-typeset-ins-color);\n  }\n\n  // Comment\n  .critic.comment {\n    color: var(--md-code-hl-comment-color);\n\n    // Comment opening mark\n    &::before {\n      content: \"/* \";\n    }\n\n    // Comment closing mark\n    &::after {\n      content: \" */\";\n    }\n  }\n\n  // Critic block\n  .critic.block {\n    display: block;\n    margin: 1em 0;\n    padding-right: px2rem(16px);\n    padding-left: px2rem(16px);\n    overflow: auto;\n    box-shadow: none;\n\n    // Adjust spacing on first child\n    > :first-child {\n      margin-top: 0.5em;\n    }\n\n    // Adjust spacing on last child\n    > :last-child {\n      margin-bottom: 0.5em;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-details-icon: svg-load(\"@mdi/svg/svg/chevron-right.svg\");\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Details\n  details {\n    @extend .admonition;\n\n    display: block;\n    padding-top: 0;\n    overflow: visible;\n\n    // Details title icon - rotate icon on transition to open state\n    &[open] > summary::after {\n      transform: rotate(90deg);\n    }\n\n    // Adjust spacing for details in closed state\n    &:not([open]) {\n      padding-bottom: 0;\n      box-shadow: none;\n\n      // Hack: we cannot set `overflow: hidden` on the `details` element (which\n      // is why we set it to `overflow: visible`, as the outline would not be\n      // visible when focusing. Therefore, we must set the border radius on the\n      // summary explicitly.\n      > summary {\n        border-radius: px2rem(2px);\n      }\n    }\n\n    // Hack: omit margin collapse\n    &::after {\n      display: table;\n      content: \"\";\n    }\n  }\n\n  // Details title\n  summary {\n    @extend .admonition-title;\n\n    display: block;\n    min-height: px2rem(20px);\n    padding: px2rem(8px) px2rem(36px) px2rem(8px) px2rem(40px);\n    border-top-left-radius: px2rem(2px);\n    border-top-right-radius: px2rem(2px);\n    cursor: pointer;\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      padding: px2rem(8px) px2rem(44px) px2rem(8px) px2rem(36px);\n    }\n\n    // Hide outline for pointer devices\n    &:not(.focus-visible) {\n      outline: none;\n      -webkit-tap-highlight-color: transparent;\n    }\n\n    // Details marker\n    &::after {\n      position: absolute;\n      top: px2rem(8px);\n      right: px2rem(8px);\n      width: px2rem(20px);\n      height: px2rem(20px);\n      background-color: currentColor;\n      mask-image: var(--md-details-icon);\n      mask-repeat: no-repeat;\n      mask-size: contain;\n      transform: rotate(0deg);\n      transition: transform 250ms;\n      content: \"\";\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: initial;\n        left: px2rem(8px);\n        transform: rotate(180deg);\n      }\n    }\n\n    // Hide native details marker\n    &::-webkit-details-marker {\n      display: none;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Emoji and icon container\n  .emojione,\n  .twemoji,\n  .gemoji {\n    display: inline-block;\n    height: px2em(18px);\n    vertical-align: text-top;\n\n    // Icon - inlined via mkdocs-material-extensions\n    svg {\n      width: px2em(18px);\n      max-height: 100%;\n      fill: currentColor;\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules: syntax highlighting\n// ----------------------------------------------------------------------------\n\n// Code block\n.highlight {\n\n  .o,   // Operator\n  .ow { // Operator, word\n    color: var(--md-code-hl-operator-color);\n  }\n\n  .p {  // Punctuation\n    color: var(--md-code-hl-punctuation-color);\n  }\n\n  .cpf, // Comment, preprocessor file\n  .l,   // Literal\n  .s,   // Literal, string\n  .sb,  // Literal, string backticks\n  .sc,  // Literal, string char\n  .s2,  // Literal, string double\n  .si,  // Literal, string interpol\n  .s1,  // Literal, string single\n  .ss { // Literal, string symbol\n    color: var(--md-code-hl-string-color);\n  }\n\n  .cp,  // Comment, pre-processor\n  .se,  // Literal, string escape\n  .sh,  // Literal, string heredoc\n  .sr,  // Literal, string regex\n  .sx { // Literal, string other\n    color: var(--md-code-hl-special-color);\n  }\n\n  .m,   // Number\n  .mf,  // Number, float\n  .mh,  // Number, hex\n  .mi,  // Number, integer\n  .il,  // Number, integer long\n  .mo { // Number, octal\n    color: var(--md-code-hl-number-color);\n  }\n\n  .k,   // Keyword,\n  .kd,  // Keyword, declaration\n  .kn,  // Keyword, namespace\n  .kp,  // Keyword, pseudo\n  .kr,  // Keyword, reserved\n  .kt { // Keyword, type\n    color: var(--md-code-hl-keyword-color);\n  }\n\n  .kc,  // Keyword, constant\n  .n {  // Name\n    color: var(--md-code-hl-name-color);\n  }\n\n  .no,  // Name, constant\n  .nb,  // Name, builtin\n  .bp { // Name, builtin pseudo\n    color: var(--md-code-hl-constant-color);\n  }\n\n  .nc,  // Name, class\n  .ne,  // Name, exception\n  .nf,  // Name, function\n  .nn { // Name, namespace\n    color: var(--md-code-hl-function-color);\n  }\n\n  .nd,  // Name, decorator\n  .ni,  // Name, entity\n  .nl,  // Name, label\n  .nt { // Name, tag\n    color: var(--md-code-hl-keyword-color);\n  }\n\n  .c,   // Comment\n  .cm,  // Comment, multiline\n  .c1,  // Comment, single\n  .ch,  // Comment, shebang\n  .cs,  // Comment, special\n  .sd { // Literal, string doc\n    color: var(--md-code-hl-comment-color);\n  }\n\n  .na,  // Name, attribute\n  .nv,  // Variable,\n  .vc,  // Variable, class\n  .vg,  // Variable, global\n  .vi { // Variable, instance\n    color: var(--md-code-hl-variable-color);\n  }\n\n  .ge,  // Generic, emph\n  .gr,  // Generic, error\n  .gh,  // Generic, heading\n  .go,  // Generic, output\n  .gp,  // Generic, prompt\n  .gs,  // Generic, strong\n  .gu,  // Generic, subheading\n  .gt { // Generic, traceback\n    color: var(--md-code-hl-generic-color);\n  }\n\n  .gd,  // Diff, delete\n  .gi { // Diff, insert\n    margin: 0 px2em(-2px);\n    padding: 0 px2em(2px);\n    border-radius: px2rem(2px);\n  }\n\n  .gd { // Diff, delete\n    background-color: var(--md-typeset-del-color);\n  }\n\n  .gi { // Diff, insert\n    background-color: var(--md-typeset-ins-color)\n  }\n\n  // Highlighted line\n  .hll {\n    display: block;\n    margin: 0 px2em(-16px, 13.6px);\n    padding: 0 px2em(16px, 13.6px);\n    background-color: var(--md-code-hl-color)\n  }\n\n  // Code block line numbers (inline)\n  [data-linenos]::before {\n    position: sticky;\n    left: px2em(-16px, 13.6px);\n    float: left;\n    margin-right: px2em(16px, 13.6px);\n    margin-left: px2em(-16px, 13.6px);\n    padding-left: px2em(16px, 13.6px);\n    color: var(--md-default-fg-color--light);\n    background-color: var(--md-code-bg-color);\n    box-shadow: px2rem(-1px) 0 var(--md-default-fg-color--lightest) inset;\n    content: attr(data-linenos);\n    user-select: none;\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: layout\n// ----------------------------------------------------------------------------\n\n// Code block with line numbers\n.highlighttable {\n  display: flow-root;\n  overflow: hidden;\n\n  // Set table elements to block layout, because otherwise the whole flexbox\n  // hacking won't work correctly\n  tbody,\n  td {\n    display: block;\n    padding: 0;\n  }\n\n  // We need to use flexbox layout, because otherwise it's not possible to\n  // make the code container scroll while keeping the line numbers static\n  tr {\n    display: flex;\n  }\n\n  // The pre tags are nested inside a table, so we need to omit the margin\n  // because it collapses below all the overflows\n  pre {\n    margin: 0;\n  }\n\n  // Code block line numbers - disable user selection, so code can be easily\n  // copied without accidentally also copying the line numbers\n  .linenos {\n    padding: px2em(10.5px, 13.6px) px2em(16px, 13.6px);\n    padding-right: 0;\n    font-size: px2em(13.6px);\n    background-color: var(--md-code-bg-color);\n    user-select: none;\n  }\n\n  // Code block line numbers container\n  .linenodiv {\n    padding-right: px2em(8px, 13.6px);\n    box-shadow: px2rem(-1px) 0 var(--md-default-fg-color--lightest) inset;\n\n    // Adjust colors and alignment\n    pre {\n      color: var(--md-default-fg-color--light);\n      text-align: right;\n    }\n  }\n\n  // Code block container - stretch to remaining space\n  .code {\n    flex: 1;\n    overflow: hidden;\n  }\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Code block with line numbers\n  .highlighttable {\n    margin: 1em 0;\n    direction: ltr;\n    border-radius: px2rem(2px);\n\n    // Omit rounded borders on contained code block\n    code {\n      border-radius: 0;\n    }\n  }\n\n  // [mobile -]: Align with body copy\n  @include break-to-device(mobile) {\n\n    // Top-level code block\n    > .highlight {\n      margin: 1em px2rem(-16px);\n\n      // Highlighted line\n      .hll {\n        margin: 0 px2rem(-16px);\n        padding: 0 px2rem(16px);\n      }\n\n      // Omit rounded borders\n      code {\n        border-radius: 0;\n      }\n    }\n\n    // Top-level code block with line numbers\n    > .highlighttable {\n      margin: 1em px2rem(-16px);\n      border-radius: 0;\n\n      // Highlighted line\n      .hll {\n        margin: 0 px2rem(-16px);\n        padding: 0 px2rem(16px);\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Keyboard key\n  .keys {\n\n    // Keyboard key icon\n    kbd::before,\n    kbd::after {\n      position: relative;\n      margin: 0;\n      color: inherit;\n      -moz-osx-font-smoothing: initial;\n      -webkit-font-smoothing: initial;\n    }\n\n    // Surrounding text\n    span {\n      padding: 0 px2em(3.2px);\n      color: var(--md-default-fg-color--light);\n    }\n\n    // Define keyboard keys with left icon\n    @each $name, $code in (\n\n      // Modifiers\n      \"alt\":           \"\\2387\",\n      \"left-alt\":      \"\\2387\",\n      \"right-alt\":     \"\\2387\",\n      \"command\":       \"\\2318\",\n      \"left-command\":  \"\\2318\",\n      \"right-command\": \"\\2318\",\n      \"control\":       \"\\2303\",\n      \"left-control\":  \"\\2303\",\n      \"right-control\": \"\\2303\",\n      \"meta\":          \"\\25C6\",\n      \"left-meta\":     \"\\25C6\",\n      \"right-meta\":    \"\\25C6\",\n      \"option\":        \"\\2325\",\n      \"left-option\":   \"\\2325\",\n      \"right-option\":  \"\\2325\",\n      \"shift\":         \"\\21E7\",\n      \"left-shift\":    \"\\21E7\",\n      \"right-shift\":   \"\\21E7\",\n      \"super\":         \"\\2756\",\n      \"left-super\":    \"\\2756\",\n      \"right-super\":   \"\\2756\",\n      \"windows\":       \"\\229E\",\n      \"left-windows\":  \"\\229E\",\n      \"right-windows\": \"\\229E\",\n\n      // Other keys\n      \"arrow-down\":    \"\\2193\",\n      \"arrow-left\":    \"\\2190\",\n      \"arrow-right\":   \"\\2192\",\n      \"arrow-up\":      \"\\2191\",\n      \"backspace\":     \"\\232B\",\n      \"backtab\":       \"\\21E4\",\n      \"caps-lock\":     \"\\21EA\",\n      \"clear\":         \"\\2327\",\n      \"context-menu\":  \"\\2630\",\n      \"delete\":        \"\\2326\",\n      \"eject\":         \"\\23CF\",\n      \"end\":           \"\\2913\",\n      \"escape\":        \"\\238B\",\n      \"home\":          \"\\2912\",\n      \"insert\":        \"\\2380\",\n      \"page-down\":     \"\\21DF\",\n      \"page-up\":       \"\\21DE\",\n      \"print-screen\":  \"\\2399\"\n    ) {\n      .key-#{$name} {\n        &::before {\n          padding-right: px2em(6.4px);\n          content: $code;\n        }\n      }\n    }\n\n    // Define keyboard keys with right icon\n    @each $name, $code in (\n      \"tab\":           \"\\21E5\",\n      \"num-enter\":     \"\\2324\",\n      \"enter\":         \"\\23CE\"\n    ) {\n      .key-#{$name} {\n        &::after {\n          padding-left: px2em(6.4px);\n          content: $code;\n        }\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Tabbed block content\n  .tabbed-content {\n    display: none;\n    order: 99;\n    width: 100%;\n    box-shadow: 0 px2rem(-1px) var(--md-default-fg-color--lightest);\n\n    // [print]: Show all tabs (even hidden ones) when printing\n    @media print {\n      display: block;\n      order: initial;\n    }\n\n    // Code block is the only child of a tab - remove margin and mirror\n    // previous (now deprecated) SuperFences code block grouping behavior\n    > pre:only-child,\n    > .highlight:only-child pre,\n    > .highlighttable:only-child {\n      margin: 0;\n\n      // Omit rounded borders\n      > code {\n        border-top-left-radius: 0;\n        border-top-right-radius: 0;\n      }\n    }\n\n    // Adjust spacing for nested tab\n    > .tabbed-set {\n      margin: 0;\n    }\n  }\n\n  // Tabbed block container\n  .tabbed-set {\n    position: relative;\n    display: flex;\n    flex-wrap: wrap;\n    margin: 1em 0;\n    border-radius: px2rem(2px);\n\n    // Tab radio button - the Tabbed extension will generate radio buttons with\n    // labels, so tabs can be triggered without the necessity for JavaScript.\n    // This is pretty cool, as it has great accessibility out-of-the box, so\n    // we just hide the radio button and toggle the label color for indication.\n    > input {\n      position: absolute;\n      width: 0;\n      height: 0;\n      opacity: 0;\n\n      // Tab label for checked radio button\n      &:checked + label {\n        color: var(--md-accent-fg-color);\n        border-color: var(--md-accent-fg-color);\n\n        // Show tabbed block content\n        & + .tabbed-content {\n          display: block;\n        }\n      }\n\n      // Tab label on focus\n      &:focus + label {\n        outline-style: auto;\n      }\n\n      // Hide outline for pointer devices\n      &:not(.focus-visible) + label {\n        outline: none;\n        -webkit-tap-highlight-color: transparent;\n      }\n    }\n\n    // Tab label\n    > label {\n      z-index: 1;\n      width: auto;\n      padding: px2em(12px, 12.8px) 1.25em px2em(10px, 12.8px);\n      color: var(--md-default-fg-color--light);\n      font-weight: 700;\n      font-size: px2rem(12.8px);\n      border-bottom: px2rem(2px) solid transparent;\n      cursor: pointer;\n      transition: color 250ms;\n\n      // Tab label on hover\n      &:hover {\n        color: var(--md-accent-fg-color);\n      }\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Icon definitions\n:root {\n  --md-tasklist-icon: svg-load(\n    \"@primer/octicons/build/svg/check-circle-fill-24.svg\"\n  );\n  --md-tasklist-icon--checked: svg-load(\n    \"@primer/octicons/build/svg/check-circle-fill-24.svg\"\n  );\n}\n\n// ----------------------------------------------------------------------------\n\n// Scoped in typesetted content to match specificity of regular content\n.md-typeset {\n\n  // Tasklist item\n  .task-list-item {\n    position: relative;\n    list-style-type: none;\n\n    // Make checkbox items align with normal list items, but position\n    // everything in ems for correct layout at smaller font sizes\n    [type=\"checkbox\"] {\n      position: absolute;\n      top: 0.45em;\n      left: -2em;\n\n      // Adjust for right-to-left languages\n      [dir=\"rtl\"] & {\n        right: -2em;\n        left: initial;\n      }\n    }\n  }\n\n  // Hide native checkbox, when custom classes are enabled\n  .task-list-control [type=\"checkbox\"] {\n    z-index: -1;\n    opacity: 0;\n  }\n\n  // Tasklist indicator in unchecked state\n  .task-list-indicator::before {\n    position: absolute;\n    top: 0.15em;\n    left: px2em(-24px);\n    width: px2em(20px);\n    height: px2em(20px);\n    background-color: var(--md-default-fg-color--lightest);\n    mask-image: var(--md-tasklist-icon);\n    mask-repeat: no-repeat;\n    mask-size: contain;\n    content: \"\";\n\n    // Adjust for right-to-left languages\n    [dir=\"rtl\"] & {\n      right: px2em(-24px);\n      left: initial;\n    }\n  }\n\n  // Tasklist indicator in checked state\n  [type=\"checkbox\"]:checked + .task-list-indicator::before {\n    background-color: $clr-green-a400;\n    mask-image: var(--md-tasklist-icon--checked);\n  }\n}\n"],"sourceRoot":""}
\ No newline at end of file
diff --git a/assets/stylesheets/palette.39b8e14a.min.css b/assets/stylesheets/palette.75751829.min.css
similarity index 99%
rename from assets/stylesheets/palette.39b8e14a.min.css
rename to assets/stylesheets/palette.75751829.min.css
index 41336cd..553b4a2 100644
--- a/assets/stylesheets/palette.39b8e14a.min.css
+++ b/assets/stylesheets/palette.75751829.min.css
@@ -1,3 +1,3 @@
 [data-md-color-accent=red]{--md-accent-fg-color: hsla(348, 100%, 55%, 1);--md-accent-fg-color--transparent: hsla(348, 100%, 55%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=pink]{--md-accent-fg-color: hsla(339, 100%, 48%, 1);--md-accent-fg-color--transparent: hsla(339, 100%, 48%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=purple]{--md-accent-fg-color: hsla(291, 96%, 62%, 1);--md-accent-fg-color--transparent: hsla(291, 96%, 62%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=deep-purple]{--md-accent-fg-color: hsla(256, 100%, 65%, 1);--md-accent-fg-color--transparent: hsla(256, 100%, 65%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=indigo]{--md-accent-fg-color: hsla(231, 99%, 66%, 1);--md-accent-fg-color--transparent: hsla(231, 99%, 66%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=blue]{--md-accent-fg-color: hsla(218, 100%, 63%, 1);--md-accent-fg-color--transparent: hsla(218, 100%, 63%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=light-blue]{--md-accent-fg-color: hsla(203, 100%, 46%, 1);--md-accent-fg-color--transparent: hsla(203, 100%, 46%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=cyan]{--md-accent-fg-color: hsla(188, 100%, 42%, 1);--md-accent-fg-color--transparent: hsla(188, 100%, 42%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=teal]{--md-accent-fg-color: hsla(172, 100%, 37%, 1);--md-accent-fg-color--transparent: hsla(172, 100%, 37%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=green]{--md-accent-fg-color: hsla(145, 100%, 39%, 1);--md-accent-fg-color--transparent: hsla(145, 100%, 39%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=light-green]{--md-accent-fg-color: hsla(97, 81%, 48%, 1);--md-accent-fg-color--transparent: hsla(97, 81%, 48%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-accent=lime]{--md-accent-fg-color: hsla(75, 100%, 46%, 1);--md-accent-fg-color--transparent: hsla(75, 100%, 46%, 0.1);--md-accent-bg-color: hsla(0, 0%, 0%, 0.87);--md-accent-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-accent=yellow]{--md-accent-fg-color: hsla(50, 100%, 50%, 1);--md-accent-fg-color--transparent: hsla(50, 100%, 50%, 0.1);--md-accent-bg-color: hsla(0, 0%, 0%, 0.87);--md-accent-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-accent=amber]{--md-accent-fg-color: hsla(40, 100%, 50%, 1);--md-accent-fg-color--transparent: hsla(40, 100%, 50%, 0.1);--md-accent-bg-color: hsla(0, 0%, 0%, 0.87);--md-accent-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-accent=orange]{--md-accent-fg-color: hsla(34, 100%, 50%, 1);--md-accent-fg-color--transparent: hsla(34, 100%, 50%, 0.1);--md-accent-bg-color: hsla(0, 0%, 0%, 0.87);--md-accent-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-accent=deep-orange]{--md-accent-fg-color: hsla(14, 100%, 63%, 1);--md-accent-fg-color--transparent: hsla(14, 100%, 63%, 0.1);--md-accent-bg-color: hsla(0, 0%, 100%, 1);--md-accent-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=red]{--md-primary-fg-color: hsla(1, 83%, 63%, 1);--md-primary-fg-color--light: hsla(0, 69%, 67%, 1);--md-primary-fg-color--dark: hsla(1, 77%, 55%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=pink]{--md-primary-fg-color: hsla(340, 82%, 52%, 1);--md-primary-fg-color--light: hsla(340, 82%, 59%, 1);--md-primary-fg-color--dark: hsla(336, 78%, 43%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=purple]{--md-primary-fg-color: hsla(291, 47%, 51%, 1);--md-primary-fg-color--light: hsla(291, 47%, 60%, 1);--md-primary-fg-color--dark: hsla(287, 65%, 40%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=deep-purple]{--md-primary-fg-color: hsla(262, 47%, 55%, 1);--md-primary-fg-color--light: hsla(262, 47%, 63%, 1);--md-primary-fg-color--dark: hsla(262, 52%, 47%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=indigo]{--md-primary-fg-color: hsla(231, 48%, 48%, 1);--md-primary-fg-color--light: hsla(231, 44%, 56%, 1);--md-primary-fg-color--dark: hsla(232, 54%, 41%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=blue]{--md-primary-fg-color: hsla(207, 90%, 54%, 1);--md-primary-fg-color--light: hsla(207, 90%, 61%, 1);--md-primary-fg-color--dark: hsla(210, 79%, 46%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=light-blue]{--md-primary-fg-color: hsla(199, 98%, 48%, 1);--md-primary-fg-color--light: hsla(199, 92%, 56%, 1);--md-primary-fg-color--dark: hsla(201, 98%, 41%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=cyan]{--md-primary-fg-color: hsla(187, 100%, 42%, 1);--md-primary-fg-color--light: hsla(187, 71%, 50%, 1);--md-primary-fg-color--dark: hsla(186, 100%, 33%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=teal]{--md-primary-fg-color: hsla(174, 100%, 29%, 1);--md-primary-fg-color--light: hsla(174, 63%, 40%, 1);--md-primary-fg-color--dark: hsla(173, 100%, 24%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=green]{--md-primary-fg-color: hsla(122, 39%, 49%, 1);--md-primary-fg-color--light: hsla(123, 38%, 57%, 1);--md-primary-fg-color--dark: hsla(123, 43%, 39%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=light-green]{--md-primary-fg-color: hsla(88, 50%, 53%, 1);--md-primary-fg-color--light: hsla(88, 50%, 60%, 1);--md-primary-fg-color--dark: hsla(92, 48%, 42%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=lime]{--md-primary-fg-color: hsla(66, 70%, 54%, 1);--md-primary-fg-color--light: hsla(66, 70%, 61%, 1);--md-primary-fg-color--dark: hsla(62, 61%, 44%, 1);--md-primary-bg-color: hsla(0, 0%, 0%, 0.87);--md-primary-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-primary=yellow]{--md-primary-fg-color: hsla(54, 100%, 62%, 1);--md-primary-fg-color--light: hsla(54, 100%, 67%, 1);--md-primary-fg-color--dark: hsla(43, 96%, 58%, 1);--md-primary-bg-color: hsla(0, 0%, 0%, 0.87);--md-primary-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-primary=amber]{--md-primary-fg-color: hsla(45, 100%, 51%, 1);--md-primary-fg-color--light: hsla(45, 100%, 58%, 1);--md-primary-fg-color--dark: hsla(38, 100%, 50%, 1);--md-primary-bg-color: hsla(0, 0%, 0%, 0.87);--md-primary-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-primary=orange]{--md-primary-fg-color: hsla(36, 100%, 57%, 1);--md-primary-fg-color--light: hsla(36, 100%, 57%, 1);--md-primary-fg-color--dark: hsla(33, 100%, 49%, 1);--md-primary-bg-color: hsla(0, 0%, 0%, 0.87);--md-primary-bg-color--light: hsla(0, 0%, 0%, 0.54)}[data-md-color-primary=deep-orange]{--md-primary-fg-color: hsla(14, 100%, 63%, 1);--md-primary-fg-color--light: hsla(14, 100%, 70%, 1);--md-primary-fg-color--dark: hsla(14, 91%, 54%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=brown]{--md-primary-fg-color: hsla(16, 25%, 38%, 1);--md-primary-fg-color--light: hsla(16, 18%, 47%, 1);--md-primary-fg-color--dark: hsla(14, 26%, 29%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=grey]{--md-primary-fg-color: hsla(0, 0%, 46%, 1);--md-primary-fg-color--light: hsla(0, 0%, 62%, 1);--md-primary-fg-color--dark: hsla(0, 0%, 38%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=blue-grey]{--md-primary-fg-color: hsla(199, 18%, 40%, 1);--md-primary-fg-color--light: hsla(200, 18%, 46%, 1);--md-primary-fg-color--dark: hsla(199, 18%, 33%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7)}[data-md-color-primary=white]{--md-primary-fg-color: hsla(0, 0%, 100%, 1);--md-primary-fg-color--light: hsla(0, 0%, 100%, 0.7);--md-primary-fg-color--dark: hsla(0, 0%, 0%, 0.07);--md-primary-bg-color: hsla(0, 0%, 0%, 0.87);--md-primary-bg-color--light: hsla(0, 0%, 0%, 0.54);--md-typeset-a-color: hsla(231, 48%, 48%, 1)}@media screen and (min-width: 60em){[data-md-color-primary=white] .md-search__input{background-color:rgba(0,0,0,.07)}[data-md-color-primary=white] .md-search__input+.md-search__icon{color:rgba(0,0,0,.87)}[data-md-color-primary=white] .md-search__input::-webkit-input-placeholder{color:rgba(0,0,0,.54)}[data-md-color-primary=white] .md-search__input::-moz-placeholder{color:rgba(0,0,0,.54)}[data-md-color-primary=white] .md-search__input::-ms-input-placeholder{color:rgba(0,0,0,.54)}[data-md-color-primary=white] .md-search__input::placeholder{color:rgba(0,0,0,.54)}[data-md-color-primary=white] .md-search__input:hover{background-color:rgba(0,0,0,.32)}}@media screen and (min-width: 76.25em){[data-md-color-primary=white] .md-tabs{border-bottom:.05rem solid rgba(0,0,0,.07)}}[data-md-color-primary=black]{--md-primary-fg-color: hsla(0, 0%, 0%, 1);--md-primary-fg-color--light: hsla(0, 0%, 0%, 0.54);--md-primary-fg-color--dark: hsla(0, 0%, 0%, 1);--md-primary-bg-color: hsla(0, 0%, 100%, 1);--md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7);--md-typeset-a-color: hsla(231, 48%, 48%, 1)}[data-md-color-primary=black] .md-header{background-color:#000}@media screen and (max-width: 59.9375em){[data-md-color-primary=black] .md-nav__source{background-color:rgba(0,0,0,.87)}}@media screen and (min-width: 60em){[data-md-color-primary=black] .md-search__input{background-color:rgba(255,255,255,.12)}[data-md-color-primary=black] .md-search__input:hover{background-color:rgba(255,255,255,.3)}}@media screen and (max-width: 76.1875em){html [data-md-color-primary=black] .md-nav--primary .md-nav__title[for=__drawer]{background-color:#000}}@media screen and (min-width: 76.25em){[data-md-color-primary=black] .md-tabs{background-color:#000}}@media screen{[data-md-color-scheme=slate]{--md-hue: 232;--md-default-fg-color: hsla(var(--md-hue), 75%, 95%, 1);--md-default-fg-color--light: hsla(var(--md-hue), 75%, 90%, 0.62);--md-default-fg-color--lighter: hsla(var(--md-hue), 75%, 90%, 0.32);--md-default-fg-color--lightest: hsla(var(--md-hue), 75%, 90%, 0.12);--md-default-bg-color: hsla(var(--md-hue), 15%, 21%, 1);--md-default-bg-color--light: hsla(var(--md-hue), 15%, 21%, 0.54);--md-default-bg-color--lighter: hsla(var(--md-hue), 15%, 21%, 0.26);--md-default-bg-color--lightest: hsla(var(--md-hue), 15%, 21%, 0.07);--md-code-fg-color: hsla(var(--md-hue), 18%, 86%, 1);--md-code-bg-color: hsla(var(--md-hue), 15%, 15%, 1);--md-code-hl-color: hsla(218, 100%, 63%, 0.15);--md-code-hl-number-color: hsla(6, 74%, 63%, 1);--md-code-hl-special-color: hsla(340, 83%, 66%, 1);--md-code-hl-function-color: hsla(291, 57%, 65%, 1);--md-code-hl-constant-color: hsla(250, 62%, 70%, 1);--md-code-hl-keyword-color: hsla(219, 66%, 64%, 1);--md-code-hl-string-color: hsla(150, 58%, 44%, 1);--md-typeset-a-color: var(--md-primary-fg-color--light);--md-typeset-mark-color: hsla(218, 100%, 63%, 0.3);--md-typeset-kbd-color: hsla(var(--md-hue), 15%, 94%, 0.12);--md-typeset-kbd-accent-color: hsla(var(--md-hue), 15%, 94%, 0.2);--md-typeset-kbd-border-color: hsla(var(--md-hue), 15%, 14%, 1);--md-admonition-bg-color: hsla(var(--md-hue), 0%, 100%, 0.025);--md-footer-bg-color: hsla(var(--md-hue), 15%, 12%, 0.87);--md-footer-bg-color--dark: hsla(var(--md-hue), 15%, 10%, 1)}[data-md-color-scheme=slate][data-md-color-primary=black],[data-md-color-scheme=slate][data-md-color-primary=white]{--md-typeset-a-color: hsla(231, 44%, 56%, 1)}}
 
-/*# sourceMappingURL=palette.39b8e14a.min.css.map*/
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+/*# sourceMappingURL=palette.75751829.min.css.map*/
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diff --git a/assets/stylesheets/palette.39b8e14a.min.css.map b/assets/stylesheets/palette.75751829.min.css.map
similarity index 99%
rename from assets/stylesheets/palette.39b8e14a.min.css.map
rename to assets/stylesheets/palette.75751829.min.css.map
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@@ -1 +1 @@
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IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n@each $name, $color in (\n  \"red\":         $clr-red-a400,\n  \"pink\":        $clr-pink-a400,\n  \"purple\":      $clr-purple-a200,\n  \"deep-purple\": $clr-deep-purple-a200,\n  \"indigo\":      $clr-indigo-a200,\n  \"blue\":        $clr-blue-a200,\n  \"light-blue\":  $clr-light-blue-a700,\n  \"cyan\":        $clr-cyan-a700,\n  \"teal\":        $clr-teal-a700,\n  \"green\":       $clr-green-a700,\n  \"light-green\": $clr-light-green-a700,\n  \"lime\":        $clr-lime-a700,\n  \"yellow\":      $clr-yellow-a700,\n  \"amber\":       $clr-amber-a700,\n  \"orange\":      $clr-orange-a400,\n  \"deep-orange\": $clr-deep-orange-a200\n) {\n\n  // Color palette\n  [data-md-color-accent=\"#{$name}\"] {\n    --md-accent-fg-color:              hsla(#{hex2hsl($color)}, 1);\n    --md-accent-fg-color--transparent: hsla(#{hex2hsl($color)}, 0.1);\n\n    // Inverted text for lighter shades\n    @if index(\"lime\" \"yellow\" \"amber\" \"orange\", $name) {\n      --md-accent-bg-color:           hsla(0, 0%, 0%, 0.87);\n      --md-accent-bg-color--light:    hsla(0, 0%, 0%, 0.54);\n    } @else {\n      --md-accent-bg-color:           hsla(0, 0%, 100%, 1);\n      --md-accent-bg-color--light:    hsla(0, 0%, 100%, 0.7);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n@each $name, $colors in (\n  \"red\":         $clr-red-400         $clr-red-300         $clr-red-600,\n  \"pink\":        $clr-pink-500        $clr-pink-400        $clr-pink-700,\n  \"purple\":      $clr-purple-400      $clr-purple-300      $clr-purple-600,\n  \"deep-purple\": $clr-deep-purple-400 $clr-deep-purple-300 $clr-deep-purple-500,\n  \"indigo\":      $clr-indigo-500      $clr-indigo-400      $clr-indigo-700,\n  \"blue\":        $clr-blue-500        $clr-blue-400        $clr-blue-700,\n  \"light-blue\":  $clr-light-blue-500  $clr-light-blue-400  $clr-light-blue-700,\n  \"cyan\":        $clr-cyan-500        $clr-cyan-400        $clr-cyan-700,\n  \"teal\":        $clr-teal-500        $clr-teal-400        $clr-teal-700,\n  \"green\":       $clr-green-500       $clr-green-400       $clr-green-700,\n  \"light-green\": $clr-light-green-500 $clr-light-green-400 $clr-light-green-700,\n  \"lime\":        $clr-lime-500        $clr-lime-400        $clr-lime-700,\n  \"yellow\":      $clr-yellow-500      $clr-yellow-400      $clr-yellow-700,\n  \"amber\":       $clr-amber-500       $clr-amber-400       $clr-amber-700,\n  \"orange\":      $clr-orange-400      $clr-orange-400      $clr-orange-600,\n  \"deep-orange\": $clr-deep-orange-400 $clr-deep-orange-300 $clr-deep-orange-600,\n  \"brown\":       $clr-brown-500       $clr-brown-400       $clr-brown-700,\n  \"grey\":        $clr-grey-600        $clr-grey-500        $clr-grey-700,\n  \"blue-grey\":   $clr-blue-grey-600   $clr-blue-grey-500   $clr-blue-grey-700\n) {\n\n  // Color palette\n  [data-md-color-primary=\"#{$name}\"] {\n    --md-primary-fg-color:             hsla(#{hex2hsl(nth($colors, 1))}, 1);\n    --md-primary-fg-color--light:      hsla(#{hex2hsl(nth($colors, 2))}, 1);\n    --md-primary-fg-color--dark:       hsla(#{hex2hsl(nth($colors, 3))}, 1);\n\n    // Inverted text for lighter shades\n    @if index(\"lime\" \"yellow\" \"amber\" \"orange\", $name) {\n      --md-primary-bg-color:           hsla(0, 0%, 0%, 0.87);\n      --md-primary-bg-color--light:    hsla(0, 0%, 0%, 0.54);\n    } @else {\n      --md-primary-bg-color:           hsla(0, 0%, 100%, 1);\n      --md-primary-bg-color--light:    hsla(0, 0%, 100%, 0.7);\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: white\n// ----------------------------------------------------------------------------\n\n// Color palette\n[data-md-color-primary=\"white\"] {\n  --md-primary-fg-color:               hsla(0, 0%, 100%, 1);\n  --md-primary-fg-color--light:        hsla(0, 0%, 100%, 0.7);\n  --md-primary-fg-color--dark:         hsla(0, 0%, 0%, 0.07);\n  --md-primary-bg-color:               hsla(0, 0%, 0%, 0.87);\n  --md-primary-bg-color--light:        hsla(0, 0%, 0%, 0.54);\n\n  // Typeset color shades\n  --md-typeset-a-color:                hsla(#{hex2hsl($clr-indigo-500)}, 1);\n\n  // [tablet portrait +]: Header-embedded search\n  @include break-from-device(tablet landscape) {\n\n    // Search input\n    .md-search__input {\n      background-color: hsla(0, 0%, 0%, 0.07);\n\n      // Search icon color\n      + .md-search__icon {\n        color: hsla(0, 0%, 0%, 0.87);\n      }\n\n      // Placeholder color\n      &::placeholder {\n        color: hsla(0, 0%, 0%, 0.54);\n      }\n\n      // Hovered search field\n      &:hover {\n        background-color: hsla(0, 0%, 0%, 0.32);\n      }\n    }\n  }\n\n  // [screen +]: Add bottom border for tabs\n  @include break-from-device(screen) {\n\n    // Navigation tabs\n    .md-tabs {\n      border-bottom: px2rem(1px) solid hsla(0, 0%, 0%, 0.07);\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: black\n// ----------------------------------------------------------------------------\n\n// Color palette\n[data-md-color-primary=\"black\"] {\n  --md-primary-fg-color:               hsla(0, 0%, 0%, 1);\n  --md-primary-fg-color--light:        hsla(0, 0%, 0%, 0.54);\n  --md-primary-fg-color--dark:         hsla(0, 0%, 0%, 1);\n  --md-primary-bg-color:               hsla(0, 0%, 100%, 1);\n  --md-primary-bg-color--light:        hsla(0, 0%, 100%, 0.7);\n\n  // Text color shades\n  --md-typeset-a-color:                hsla(#{hex2hsl($clr-indigo-500)}, 1);\n\n  // Header\n  .md-header {\n    background-color: hsla(0, 0%, 0%, 1);\n  }\n\n  // [tablet portrait -]: Layered navigation\n  @include break-to-device(tablet portrait) {\n\n    // Repository information container\n    .md-nav__source {\n      background-color: hsla(0, 0%, 0%, 0.87);\n    }\n  }\n\n  // [tablet landscape +]: Header-embedded search\n  @include break-from-device(tablet landscape) {\n\n    // Search input\n    .md-search__input {\n      background-color: hsla(0, 0%, 100%, 0.12);\n\n      // Search form on hover\n      &:hover {\n        background-color: hsla(0, 0%, 100%, 0.3);\n      }\n    }\n  }\n\n  // [tablet -]: Layered navigation\n  @include break-to-device(tablet) {\n\n    // Site title in main navigation\n    html & .md-nav--primary .md-nav__title[for=\"__drawer\"] {\n      background-color: hsla(0, 0%, 0%, 1);\n    }\n  }\n\n  // [screen +]: Set background color for tabs\n  @include break-from-device(screen) {\n\n    // Navigation tabs\n    .md-tabs {\n      background-color: hsla(0, 0%, 0%, 1);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Variables\n// ----------------------------------------------------------------------------\n\n///\n/// Device-specific breakpoints\n///\n/// @example\n///   $break-devices: (\n///     mobile: (\n///       portrait:  220px  479px,\n///       landscape: 480px  719px\n///     ),\n///     tablet: (\n///       portrait:  720px  959px,\n///       landscape: 960px  1219px\n///     ),\n///     screen: (\n///       small:     1220px 1599px,\n///       medium:    1600px 1999px,\n///       large:     2000px\n///     )\n///   );\n///\n$break-devices: () !default;\n\n// ----------------------------------------------------------------------------\n// Helpers\n// ----------------------------------------------------------------------------\n\n///\n/// Choose minimum and maximum device widths\n///\n@function break-select-min-max($devices) {\n  $min: 1000000;\n  $max: 0;\n  @each $key, $value in $devices {\n    @while type-of($value) == map {\n      $value: break-select-min-max($value);\n    }\n    @if type-of($value) == list {\n      @each $number in $value {\n        @if type-of($number) == number {\n          $min: min($number, $min);\n          @if $max != null {\n            $max: max($number, $max);\n          }\n        } @else {\n          @error \"Invalid number: #{$number}\";\n        }\n      }\n    } @else if type-of($value) == number {\n      $min: min($value, $min);\n      $max: null;\n    } @else {\n      @error \"Invalid value: #{$value}\";\n    }\n  }\n  @return $min, $max;\n}\n\n///\n/// Select minimum and maximum widths for a device breakpoint\n///\n@function break-select-device($device) {\n  $current: $break-devices;\n  @for $n from 1 through length($device) {\n    @if type-of($current) == map {\n      $current: map-get($current, nth($device, $n));\n    } @else {\n      @error \"Invalid device map: #{$devices}\";\n    }\n  }\n  @if type-of($current) == list or type-of($current) == number {\n    $current: (default: $current);\n  }\n  @return break-select-min-max($current);\n}\n\n// ----------------------------------------------------------------------------\n// Mixins\n// ----------------------------------------------------------------------------\n\n///\n/// A minimum-maximum media query breakpoint\n///\n@mixin break-at($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (min-width: $breakpoint) {\n      @content;\n    }\n  } @else if type-of($breakpoint) == list {\n    $min: nth($breakpoint, 1);\n    $max: nth($breakpoint, 2);\n    @if type-of($min) == number and type-of($max) == number {\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid breakpoint: #{$breakpoint}\";\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// An orientation media query breakpoint\n///\n@mixin break-at-orientation($breakpoint) {\n  @if type-of($breakpoint) == string {\n    @media screen and (orientation: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A maximum-aspect-ratio media query breakpoint\n///\n@mixin break-at-ratio($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (max-aspect-ratio: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A minimum-maximum media query device breakpoint\n///\n@mixin break-at-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    @if nth($breakpoint, 2) != null {\n      $min: nth($breakpoint, 1);\n      $max: nth($breakpoint, 2);\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid device: #{$device}\";\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n\n///\n/// A minimum media query device breakpoint\n///\n@mixin break-from-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    $min: nth($breakpoint, 1);\n    @media screen and (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n\n///\n/// A maximum media query device breakpoint\n///\n@mixin break-to-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: break-select-device($device);\n    $max: nth($breakpoint, 2);\n    @media screen and (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Only use dark mode on screens\n@media screen {\n\n  // Slate theme, i.e. dark mode\n  [data-md-color-scheme=\"slate\"] {\n\n    // Slate's hue in the range [0,360] - change this variable to alter the tone\n    // of the theme, e.g. to make it more redish or greenish. This is a slate-\n    // specific variable, but the same approach may be adapted to custom themes.\n    --md-hue: 232;\n\n    // Default color shades\n    --md-default-fg-color:             hsla(var(--md-hue), 75%, 95%, 1);\n    --md-default-fg-color--light:      hsla(var(--md-hue), 75%, 90%, 0.62);\n    --md-default-fg-color--lighter:    hsla(var(--md-hue), 75%, 90%, 0.32);\n    --md-default-fg-color--lightest:   hsla(var(--md-hue), 75%, 90%, 0.12);\n    --md-default-bg-color:             hsla(var(--md-hue), 15%, 21%, 1);\n    --md-default-bg-color--light:      hsla(var(--md-hue), 15%, 21%, 0.54);\n    --md-default-bg-color--lighter:    hsla(var(--md-hue), 15%, 21%, 0.26);\n    --md-default-bg-color--lightest:   hsla(var(--md-hue), 15%, 21%, 0.07);\n\n    // Code color shades\n    --md-code-fg-color:                hsla(var(--md-hue), 18%, 86%, 1);\n    --md-code-bg-color:                hsla(var(--md-hue), 15%, 15%, 1);\n\n    // Code highlighting color shades\n    --md-code-hl-color:                hsla(#{hex2hsl($clr-blue-a200)}, 0.15);\n    --md-code-hl-number-color:         hsla(6, 74%, 63%, 1);\n    --md-code-hl-special-color:        hsla(340, 83%, 66%, 1);\n    --md-code-hl-function-color:       hsla(291, 57%, 65%, 1);\n    --md-code-hl-constant-color:       hsla(250, 62%, 70%, 1);\n    --md-code-hl-keyword-color:        hsla(219, 66%, 64%, 1);\n    --md-code-hl-string-color:         hsla(150, 58%, 44%, 1);\n\n    // Typeset color shades\n    --md-typeset-a-color:              var(--md-primary-fg-color--light);\n\n    // Typeset `mark` color shades\n    --md-typeset-mark-color:           hsla(#{hex2hsl($clr-blue-a200)}, 0.3);\n\n    // Typeset `kbd` color shades\n    --md-typeset-kbd-color:            hsla(var(--md-hue), 15%, 94%, 0.12);\n    --md-typeset-kbd-accent-color:     hsla(var(--md-hue), 15%, 94%, 0.2);\n    --md-typeset-kbd-border-color:     hsla(var(--md-hue), 15%, 14%, 1);\n\n    // Admonition color shades\n    --md-admonition-bg-color:          hsla(var(--md-hue), 0%, 100%, 0.025);\n\n    // Footer color shades\n    --md-footer-bg-color:              hsla(var(--md-hue), 15%, 12%, 0.87);\n    --md-footer-bg-color--dark:        hsla(var(--md-hue), 15%, 10%, 1);\n\n    // Black and white primary colors\n    &[data-md-color-primary=\"black\"],\n    &[data-md-color-primary=\"white\"] {\n\n      // Typeset color shades\n      --md-typeset-a-color:            hsla(#{hex2hsl($clr-indigo-400)}, 1);\n    }\n  }\n}\n"],"sourceRoot":""}
\ No newline at end of file
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IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n@each $name, $color in (\n  \"red\":         $clr-red-a400,\n  \"pink\":        $clr-pink-a400,\n  \"purple\":      $clr-purple-a200,\n  \"deep-purple\": $clr-deep-purple-a200,\n  \"indigo\":      $clr-indigo-a200,\n  \"blue\":        $clr-blue-a200,\n  \"light-blue\":  $clr-light-blue-a700,\n  \"cyan\":        $clr-cyan-a700,\n  \"teal\":        $clr-teal-a700,\n  \"green\":       $clr-green-a700,\n  \"light-green\": $clr-light-green-a700,\n  \"lime\":        $clr-lime-a700,\n  \"yellow\":      $clr-yellow-a700,\n  \"amber\":       $clr-amber-a700,\n  \"orange\":      $clr-orange-a400,\n  \"deep-orange\": $clr-deep-orange-a200\n) {\n\n  // Color palette\n  [data-md-color-accent=\"#{$name}\"] {\n    --md-accent-fg-color:              hsla(#{hex2hsl($color)}, 1);\n    --md-accent-fg-color--transparent: hsla(#{hex2hsl($color)}, 0.1);\n\n    // Inverted text for lighter shades\n    @if index(\"lime\" \"yellow\" \"amber\" \"orange\", $name) {\n      --md-accent-bg-color:           hsla(0, 0%, 0%, 0.87);\n      --md-accent-bg-color--light:    hsla(0, 0%, 0%, 0.54);\n    } @else {\n      --md-accent-bg-color:           hsla(0, 0%, 100%, 1);\n      --md-accent-bg-color--light:    hsla(0, 0%, 100%, 0.7);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n@each $name, $colors in (\n  \"red\":         $clr-red-400         $clr-red-300         $clr-red-600,\n  \"pink\":        $clr-pink-500        $clr-pink-400        $clr-pink-700,\n  \"purple\":      $clr-purple-400      $clr-purple-300      $clr-purple-600,\n  \"deep-purple\": $clr-deep-purple-400 $clr-deep-purple-300 $clr-deep-purple-500,\n  \"indigo\":      $clr-indigo-500      $clr-indigo-400      $clr-indigo-700,\n  \"blue\":        $clr-blue-500        $clr-blue-400        $clr-blue-700,\n  \"light-blue\":  $clr-light-blue-500  $clr-light-blue-400  $clr-light-blue-700,\n  \"cyan\":        $clr-cyan-500        $clr-cyan-400        $clr-cyan-700,\n  \"teal\":        $clr-teal-500        $clr-teal-400        $clr-teal-700,\n  \"green\":       $clr-green-500       $clr-green-400       $clr-green-700,\n  \"light-green\": $clr-light-green-500 $clr-light-green-400 $clr-light-green-700,\n  \"lime\":        $clr-lime-500        $clr-lime-400        $clr-lime-700,\n  \"yellow\":      $clr-yellow-500      $clr-yellow-400      $clr-yellow-700,\n  \"amber\":       $clr-amber-500       $clr-amber-400       $clr-amber-700,\n  \"orange\":      $clr-orange-400      $clr-orange-400      $clr-orange-600,\n  \"deep-orange\": $clr-deep-orange-400 $clr-deep-orange-300 $clr-deep-orange-600,\n  \"brown\":       $clr-brown-500       $clr-brown-400       $clr-brown-700,\n  \"grey\":        $clr-grey-600        $clr-grey-500        $clr-grey-700,\n  \"blue-grey\":   $clr-blue-grey-600   $clr-blue-grey-500   $clr-blue-grey-700\n) {\n\n  // Color palette\n  [data-md-color-primary=\"#{$name}\"] {\n    --md-primary-fg-color:             hsla(#{hex2hsl(nth($colors, 1))}, 1);\n    --md-primary-fg-color--light:      hsla(#{hex2hsl(nth($colors, 2))}, 1);\n    --md-primary-fg-color--dark:       hsla(#{hex2hsl(nth($colors, 3))}, 1);\n\n    // Inverted text for lighter shades\n    @if index(\"lime\" \"yellow\" \"amber\" \"orange\", $name) {\n      --md-primary-bg-color:           hsla(0, 0%, 0%, 0.87);\n      --md-primary-bg-color--light:    hsla(0, 0%, 0%, 0.54);\n    } @else {\n      --md-primary-bg-color:           hsla(0, 0%, 100%, 1);\n      --md-primary-bg-color--light:    hsla(0, 0%, 100%, 0.7);\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: white\n// ----------------------------------------------------------------------------\n\n// Color palette\n[data-md-color-primary=\"white\"] {\n  --md-primary-fg-color:               hsla(0, 0%, 100%, 1);\n  --md-primary-fg-color--light:        hsla(0, 0%, 100%, 0.7);\n  --md-primary-fg-color--dark:         hsla(0, 0%, 0%, 0.07);\n  --md-primary-bg-color:               hsla(0, 0%, 0%, 0.87);\n  --md-primary-bg-color--light:        hsla(0, 0%, 0%, 0.54);\n\n  // Typeset color shades\n  --md-typeset-a-color:                hsla(#{hex2hsl($clr-indigo-500)}, 1);\n\n  // [tablet portrait +]: Header-embedded search\n  @include break-from-device(tablet landscape) {\n\n    // Search input\n    .md-search__input {\n      background-color: hsla(0, 0%, 0%, 0.07);\n\n      // Search icon color\n      + .md-search__icon {\n        color: hsla(0, 0%, 0%, 0.87);\n      }\n\n      // Placeholder color\n      &::placeholder {\n        color: hsla(0, 0%, 0%, 0.54);\n      }\n\n      // Hovered search field\n      &:hover {\n        background-color: hsla(0, 0%, 0%, 0.32);\n      }\n    }\n  }\n\n  // [screen +]: Add bottom border for tabs\n  @include break-from-device(screen) {\n\n    // Navigation tabs\n    .md-tabs {\n      border-bottom: px2rem(1px) solid hsla(0, 0%, 0%, 0.07);\n    }\n  }\n}\n\n// ----------------------------------------------------------------------------\n// Rules: black\n// ----------------------------------------------------------------------------\n\n// Color palette\n[data-md-color-primary=\"black\"] {\n  --md-primary-fg-color:               hsla(0, 0%, 0%, 1);\n  --md-primary-fg-color--light:        hsla(0, 0%, 0%, 0.54);\n  --md-primary-fg-color--dark:         hsla(0, 0%, 0%, 1);\n  --md-primary-bg-color:               hsla(0, 0%, 100%, 1);\n  --md-primary-bg-color--light:        hsla(0, 0%, 100%, 0.7);\n\n  // Text color shades\n  --md-typeset-a-color:                hsla(#{hex2hsl($clr-indigo-500)}, 1);\n\n  // Header\n  .md-header {\n    background-color: hsla(0, 0%, 0%, 1);\n  }\n\n  // [tablet portrait -]: Layered navigation\n  @include break-to-device(tablet portrait) {\n\n    // Repository information container\n    .md-nav__source {\n      background-color: hsla(0, 0%, 0%, 0.87);\n    }\n  }\n\n  // [tablet landscape +]: Header-embedded search\n  @include break-from-device(tablet landscape) {\n\n    // Search input\n    .md-search__input {\n      background-color: hsla(0, 0%, 100%, 0.12);\n\n      // Search form on hover\n      &:hover {\n        background-color: hsla(0, 0%, 100%, 0.3);\n      }\n    }\n  }\n\n  // [tablet -]: Layered navigation\n  @include break-to-device(tablet) {\n\n    // Site title in main navigation\n    html & .md-nav--primary .md-nav__title[for=\"__drawer\"] {\n      background-color: hsla(0, 0%, 0%, 1);\n    }\n  }\n\n  // [screen +]: Set background color for tabs\n  @include break-from-device(screen) {\n\n    // Navigation tabs\n    .md-tabs {\n      background-color: hsla(0, 0%, 0%, 1);\n    }\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Variables\n// ----------------------------------------------------------------------------\n\n///\n/// Device-specific breakpoints\n///\n/// @example\n///   $break-devices: (\n///     mobile: (\n///       portrait:  220px  479px,\n///       landscape: 480px  719px\n///     ),\n///     tablet: (\n///       portrait:  720px  959px,\n///       landscape: 960px  1219px\n///     ),\n///     screen: (\n///       small:     1220px 1599px,\n///       medium:    1600px 1999px,\n///       large:     2000px\n///     )\n///   );\n///\n$break-devices: () !default;\n\n// ----------------------------------------------------------------------------\n// Helpers\n// ----------------------------------------------------------------------------\n\n///\n/// Choose minimum and maximum device widths\n///\n@function break-select-min-max($devices) {\n  $min: 1000000;\n  $max: 0;\n  @each $key, $value in $devices {\n    @while type-of($value) == map {\n      $value: break-select-min-max($value);\n    }\n    @if type-of($value) == list {\n      @each $number in $value {\n        @if type-of($number) == number {\n          $min: min($number, $min);\n          @if $max != null {\n            $max: max($number, $max);\n          }\n        } @else {\n          @error \"Invalid number: #{$number}\";\n        }\n      }\n    } @else if type-of($value) == number {\n      $min: min($value, $min);\n      $max: null;\n    } @else {\n      @error \"Invalid value: #{$value}\";\n    }\n  }\n  @return $min, $max;\n}\n\n///\n/// Select minimum and maximum widths for a device breakpoint\n///\n@function break-select-device($device) {\n  $current: $break-devices;\n  @for $n from 1 through length($device) {\n    @if type-of($current) == map {\n      $current: map-get($current, nth($device, $n));\n    } @else {\n      @error \"Invalid device map: #{$devices}\";\n    }\n  }\n  @if type-of($current) == list or type-of($current) == number {\n    $current: (default: $current);\n  }\n  @return break-select-min-max($current);\n}\n\n// ----------------------------------------------------------------------------\n// Mixins\n// ----------------------------------------------------------------------------\n\n///\n/// A minimum-maximum media query breakpoint\n///\n@mixin break-at($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (min-width: $breakpoint) {\n      @content;\n    }\n  } @else if type-of($breakpoint) == list {\n    $min: nth($breakpoint, 1);\n    $max: nth($breakpoint, 2);\n    @if type-of($min) == number and type-of($max) == number {\n      @media screen and (min-width: $min) and (max-width: $max) {\n        @content;\n      }\n    } @else {\n      @error \"Invalid breakpoint: #{$breakpoint}\";\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// An orientation media query breakpoint\n///\n@mixin break-at-orientation($breakpoint) {\n  @if type-of($breakpoint) == string {\n    @media screen and (orientation: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A maximum-aspect-ratio media query breakpoint\n///\n@mixin break-at-ratio($breakpoint) {\n  @if type-of($breakpoint) == number {\n    @media screen and (max-aspect-ratio: $breakpoint) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid breakpoint: #{$breakpoint}\";\n  }\n}\n\n///\n/// A minimum-maximum media query device breakpoint\n///\n@mixin break-at-device($device) {\n  @if type-of($device) == string {\n    $device: $device,;\n  }\n  @if type-of($device) == list {\n    $breakpoint: 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break-select-device($device);\n    $max: nth($breakpoint, 2);\n    @media screen and (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @error \"Invalid device: #{$device}\";\n  }\n}\n","////\n/// Copyright (c) 2016-2020 Martin Donath <martin.donath@squidfunk.com>\n///\n/// Permission is hereby granted, free of charge, to any person obtaining a\n/// copy of this software and associated documentation files (the \"Software\"),\n/// to deal in the Software without restriction, including without limitation\n/// the rights to use, copy, modify, merge, publish, distribute, sublicense,\n/// and/or sell copies of the Software, and to permit persons to whom the\n/// Software is furnished to do so, subject to the following conditions:\n///\n/// The above copyright notice and this permission notice shall be included in\n/// all copies or substantial portions of the Software.\n///\n/// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n/// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n/// FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL\n/// THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n/// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n/// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER\n/// DEALINGS\n////\n\n// ----------------------------------------------------------------------------\n// Rules\n// ----------------------------------------------------------------------------\n\n// Only use dark mode on screens\n@media screen {\n\n  // Slate theme, i.e. dark mode\n  [data-md-color-scheme=\"slate\"] {\n\n    // Slate's hue in the range [0,360] - change this variable to alter the tone\n    // of the theme, e.g. to make it more redish or greenish. This is a slate-\n    // specific variable, but the same approach may be adapted to custom themes.\n    --md-hue: 232;\n\n    // Default color shades\n    --md-default-fg-color:             hsla(var(--md-hue), 75%, 95%, 1);\n    --md-default-fg-color--light:      hsla(var(--md-hue), 75%, 90%, 0.62);\n    --md-default-fg-color--lighter:    hsla(var(--md-hue), 75%, 90%, 0.32);\n    --md-default-fg-color--lightest:   hsla(var(--md-hue), 75%, 90%, 0.12);\n    --md-default-bg-color:             hsla(var(--md-hue), 15%, 21%, 1);\n    --md-default-bg-color--light:      hsla(var(--md-hue), 15%, 21%, 0.54);\n    --md-default-bg-color--lighter:    hsla(var(--md-hue), 15%, 21%, 0.26);\n    --md-default-bg-color--lightest:   hsla(var(--md-hue), 15%, 21%, 0.07);\n\n    // Code color shades\n    --md-code-fg-color:                hsla(var(--md-hue), 18%, 86%, 1);\n    --md-code-bg-color:                hsla(var(--md-hue), 15%, 15%, 1);\n\n    // Code highlighting color shades\n    --md-code-hl-color:                hsla(#{hex2hsl($clr-blue-a200)}, 0.15);\n    --md-code-hl-number-color:         hsla(6, 74%, 63%, 1);\n    --md-code-hl-special-color:        hsla(340, 83%, 66%, 1);\n    --md-code-hl-function-color:       hsla(291, 57%, 65%, 1);\n    --md-code-hl-constant-color:       hsla(250, 62%, 70%, 1);\n    --md-code-hl-keyword-color:        hsla(219, 66%, 64%, 1);\n    --md-code-hl-string-color:         hsla(150, 58%, 44%, 1);\n\n    // Typeset color shades\n    --md-typeset-a-color:              var(--md-primary-fg-color--light);\n\n    // Typeset `mark` color shades\n    --md-typeset-mark-color:           hsla(#{hex2hsl($clr-blue-a200)}, 0.3);\n\n    // Typeset `kbd` color shades\n    --md-typeset-kbd-color:            hsla(var(--md-hue), 15%, 94%, 0.12);\n    --md-typeset-kbd-accent-color:     hsla(var(--md-hue), 15%, 94%, 0.2);\n    --md-typeset-kbd-border-color:     hsla(var(--md-hue), 15%, 14%, 1);\n\n    // Admonition color shades\n    --md-admonition-bg-color:          hsla(var(--md-hue), 0%, 100%, 0.025);\n\n    // Footer color shades\n    --md-footer-bg-color:              hsla(var(--md-hue), 15%, 12%, 0.87);\n    --md-footer-bg-color--dark:        hsla(var(--md-hue), 15%, 10%, 1);\n\n    // Black and white primary colors\n    &[data-md-color-primary=\"black\"],\n    &[data-md-color-primary=\"white\"] {\n\n      // Typeset color shades\n      --md-typeset-a-color:            hsla(#{hex2hsl($clr-indigo-400)}, 1);\n    }\n  }\n}\n"],"sourceRoot":""}
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-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/databases_sql/conclusion/index.html b/databases_sql/conclusion/index.html
index 45dd7d1..54360ee 100644
--- a/databases_sql/conclusion/index.html
+++ b/databases_sql/conclusion/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1262,8 +1262,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/databases_sql/innodb/index.html b/databases_sql/innodb/index.html
index c63041e..fb2175f 100644
--- a/databases_sql/innodb/index.html
+++ b/databases_sql/innodb/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1302,8 +1302,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/databases_sql/intro/index.html b/databases_sql/intro/index.html
index e592650..3dc2f6f 100644
--- a/databases_sql/intro/index.html
+++ b/databases_sql/intro/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1353,8 +1353,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/databases_sql/lab/index.html b/databases_sql/lab/index.html
index 5801f0d..0b21de0 100644
--- a/databases_sql/lab/index.html
+++ b/databases_sql/lab/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1366,8 +1366,8 @@ select sleep(3);
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/databases_sql/mysql/index.html b/databases_sql/mysql/index.html
index 0917369..7a9a609 100644
--- a/databases_sql/mysql/index.html
+++ b/databases_sql/mysql/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1275,8 +1275,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/databases_sql/operations/index.html b/databases_sql/operations/index.html
index 6f0b558..c643564 100644
--- a/databases_sql/operations/index.html
+++ b/databases_sql/operations/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1239,8 +1239,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/git/branches/index.html b/git/branches/index.html
index 38a18eb..716a23f 100644
--- a/git/branches/index.html
+++ b/git/branches/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1394,8 +1394,8 @@ $ git log --oneline --graph --all
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/git/conclusion/index.html b/git/conclusion/index.html
index fac4e58..f47c9e1 100644
--- a/git/conclusion/index.html
+++ b/git/conclusion/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1255,8 +1255,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/git/git-basics/index.html b/git/git-basics/index.html
index 68defc0..03617c2 100644
--- a/git/git-basics/index.html
+++ b/git/git-basics/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1627,8 +1627,8 @@ $ git log --oneline --graph
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/git/github-hooks/index.html b/git/github-hooks/index.html
index 0646f47..90f2d20 100644
--- a/git/github-hooks/index.html
+++ b/git/github-hooks/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1281,8 +1281,8 @@ create mode 100644 sample.txt
       
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/index.html b/index.html
index a22c3eb..ecd4b40 100644
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@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
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-      <link rel="stylesheet" href="assets/stylesheets/main.3b61ea93.min.css">
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-        <link rel="stylesheet" href="assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1213,8 +1213,8 @@
       
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-      <script src="assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_basics/command_line_basics/index.html b/linux_basics/command_line_basics/index.html
index 9f5d355..8195f17 100644
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+++ b/linux_basics/command_line_basics/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
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-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1773,9 +1773,11 @@ when we use the tail command with explicit -n option.</p>
 <p>More command displays the contents of a file or a command output, 
 displaying one screen at a time in case the file is large (Eg: log files).
 It also allows forward navigation and limited backward navigation in the file.</p>
+<p><img alt="" src="../images/linux/commands/image33.png" /></p>
+<p>More command displays as much as can fit on the current screen and waits for user input to advance. Forward navigation can be done by pressing Enter, which advances the output by one line and Space, which advances the output by one screen.</p>
 <h3 id="less">less</h3>
 <p>Less command is an improved version of more. It displays the contents of a file or a command output, one page at a time.
-It allows backward navigation as well as forward navigation in the file and also has search options. 
+It allows backward navigation as well as forward navigation in the file and also has search options. We can use arrow keys for advancing backward or forward by one line. For moving forward by one page, press Enter and for moving backward by one page, press b on your keyboard.
 You can go to the beginning and the end of a file instantly.</p>
 <h2 id="echo-command-in-linux">Echo Command in Linux</h2>
 <p>The echo command is one of the simplest commands that is used in the
@@ -1961,8 +1963,8 @@ prints the unique numbers from the input.</p>
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_basics/conclusion/index.html b/linux_basics/conclusion/index.html
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-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1287,8 +1287,8 @@ We have also covered the Linux server administration commands.</p>
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_basics/images/linux/commands/image33.png b/linux_basics/images/linux/commands/image33.png
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diff --git a/linux_basics/intro/index.html b/linux_basics/intro/index.html
index 962ba9b..e4d12c5 100644
--- a/linux_basics/intro/index.html
+++ b/linux_basics/intro/index.html
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-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1395,6 +1395,8 @@ operating system will consist of Linux kernel, GUI/CLI, system libraries
 and system utilities. The Linux kernel was independently developed and
 released by Linus Torvalds. The Linux kernel is free and open-source -
 <a href="https://github.com/torvalds/linux">https://github.com/torvalds/linux</a></p>
+<p>Linux is a kernel and and not a complete operating system. Linux kernel is combined with GNU system to make a complete operating system. Therefore, linux based operating systems are also called as GNU/Linux systems. GNU is an extensive collection of free softwares like compiler, debugger, C library etc.
+<a href="https://www.gnu.org/gnu/linux-and-gnu.en.html">Linux and the GNU  System</a></p>
 <p>History of Linux -
 <a href="https://en.wikipedia.org/wiki/History_of_Linux">https://en.wikipedia.org/wiki/History_of_Linux</a></p>
 <h2 id="what-are-popular-linux-distributions">What are popular Linux distributions</h2>
@@ -1596,8 +1598,8 @@ commands from the user.</p>
       
     </div>
     
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_basics/linux_server_administration/index.html b/linux_basics/linux_server_administration/index.html
index 821fde5..9ecb99e 100644
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
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-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -2355,8 +2355,8 @@ the system.</p>
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/conclusion/index.html b/linux_networking/conclusion/index.html
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/dns/index.html b/linux_networking/dns/index.html
index 5f0a6f7..90896df 100644
--- a/linux_networking/dns/index.html
+++ b/linux_networking/dns/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1350,8 +1350,8 @@ dig www.linkedin.com CNAME +short
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/http/index.html b/linux_networking/http/index.html
index 4a3a04a..80031f1 100644
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+++ b/linux_networking/http/index.html
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
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+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1317,8 +1317,8 @@ date: Mon, 09 Nov 2020 10:50:10 GMT
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/intro/index.html b/linux_networking/intro/index.html
index 2aad7cc..c91909e 100644
--- a/linux_networking/intro/index.html
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+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
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-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/ipr/index.html b/linux_networking/ipr/index.html
index c0f4cd2..b0ec714 100644
--- a/linux_networking/ipr/index.html
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+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1273,8 +1273,8 @@ Now to send the packet to 172.17.0.1 linux has to figure out the MAC address of
       
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-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/tcp/index.html b/linux_networking/tcp/index.html
index 4e352b2..66d604f 100644
--- a/linux_networking/tcp/index.html
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+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
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-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
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-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/linux_networking/udp/index.html b/linux_networking/udp/index.html
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--- a/linux_networking/udp/index.html
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
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-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1259,8 +1259,8 @@
       
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-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/python_web/intro/index.html b/python_web/intro/index.html
index fe342a7..9c046e5 100644
--- a/python_web/intro/index.html
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@@ -10,7 +10,7 @@
       
       
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
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+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1454,8 +1454,8 @@ hello_world.c                     OS Specific machinecode     |         A New Pr
       
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-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/python_web/python-concepts/index.html b/python_web/python-concepts/index.html
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1448,8 +1448,8 @@ after
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/python_web/python-web-flask/index.html b/python_web/python-web-flask/index.html
index e70c65e..ecd9533 100644
--- a/python_web/python-web-flask/index.html
+++ b/python_web/python-web-flask/index.html
@@ -10,7 +10,7 @@
       
       
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
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+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1299,8 +1299,8 @@ HEADERS_SEPARATED_BY_SEPARATOR
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
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diff --git a/python_web/sre-conclusion/index.html b/python_web/sre-conclusion/index.html
index 62fadb6..a395643 100644
--- a/python_web/sre-conclusion/index.html
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-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1334,8 +1334,8 @@
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/python_web/url-shorten-app/index.html b/python_web/url-shorten-app/index.html
index f0d7109..c35d2b4 100644
--- a/python_web/url-shorten-app/index.html
+++ b/python_web/url-shorten-app/index.html
@@ -10,7 +10,7 @@
       
       
       <link rel="shortcut icon" href="../../img/favicon.ico">
-      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.3">
+      <meta name="generator" content="mkdocs-1.1.2, mkdocs-material-6.2.4">
     
     
       
@@ -18,10 +18,10 @@
       
     
     
-      <link rel="stylesheet" href="../../assets/stylesheets/main.3b61ea93.min.css">
+      <link rel="stylesheet" href="../../assets/stylesheets/main.15aa0b43.min.css">
       
         
-        <link rel="stylesheet" href="../../assets/stylesheets/palette.39b8e14a.min.css">
+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1433,8 +1433,8 @@ $ curl localhost:5000/r/a62a4 -v
       
     </div>
     
-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
       <script>
         app = initialize({
diff --git a/search/search_index.json b/search/search_index.json
index 887f896..8739cdf 100644
--- a/search/search_index.json
+++ b/search/search_index.json
@@ -1 +1 @@
-{"config":{"lang":["en"],"min_search_length":3,"prebuild_index":false,"separator":"[\\s\\-]+"},"docs":[{"location":"","text":"School of SRE In early 2019, we started visiting campuses across India to recruit the best and brightest minds to ensure LinkedIn, and all the services that make up its complex technology stack, is always available for everyone. This critical function at Linkedin falls under the purview of the Site Engineering team and Site Reliability Engineers (SREs) who are Software Engineers specializing in reliability. SREs apply the principles of computer science and engineering to the design, development and operation of computer systems: generally, large scale, distributed ones As we continued on this journey we started getting a lot of questions from these campuses on what exactly the site reliability engineering role entails? And, how could someone learn the skills and the disciplines involved to become a successful site reliability engineer? Fast forward a few months, and a few of these campus students had joined LinkedIn either as interns or as full-time engineers to become a part of the Site Engineering team; we also had a few lateral hires who joined our organization who were not from a traditional SRE background. That's when a few of us got together and started to think about how we can onboard new graduate engineers to the Site Engineering team. There is a vast amount of resources scattered throughout the web on what the roles and responsibilities of SREs are, how to monitor site health, production incidents, define SLO/SLI etc. But there are very few resources out there guiding someone on the basic skill sets one has to acquire as a beginner. Because of the lack of these resources, we felt that individuals have a tough time getting into open positions in the industry. We created the School Of SRE as a starting point for anyone wanting to build their career as an SRE. In this course, we are focusing on building strong foundational skills. The course is structured in a way to provide more real life examples and how learning each of these topics can play an important role in day to day SRE life. Currently we are covering the following topics under the School Of SRE: Fundamentals Series Linux Basics Git Linux Networking Python and Web Data Relational databases(MySQL) NoSQL concepts Big Data Systems Design Security We believe continuous learning will help in acquiring deeper knowledge and competencies in order to expand your skill sets, every module has added references which could be a guide for further learning. Our hope is that by going through these modules we should be able to build the essential skills required for a Site Reliability Engineer. At Linkedin, we are using this curriculum for onboarding our non-traditional hires and new college grads into the SRE role. We had multiple rounds of successful onboarding experience with new employees and the course helped them be productive in a very short period of time. This motivated us to open source the content for helping other organizations in onboarding new engineers into the role and provide guidance for aspiring individuals to get into the role. We realize that the initial content we created is just a starting point and we hope that the community can help in the journey of refining and expanding the content. Checkout the contributing guide to get started.","title":"Home"},{"location":"#school-of-sre","text":"In early 2019, we started visiting campuses across India to recruit the best and brightest minds to ensure LinkedIn, and all the services that make up its complex technology stack, is always available for everyone. This critical function at Linkedin falls under the purview of the Site Engineering team and Site Reliability Engineers (SREs) who are Software Engineers specializing in reliability. SREs apply the principles of computer science and engineering to the design, development and operation of computer systems: generally, large scale, distributed ones As we continued on this journey we started getting a lot of questions from these campuses on what exactly the site reliability engineering role entails? And, how could someone learn the skills and the disciplines involved to become a successful site reliability engineer? Fast forward a few months, and a few of these campus students had joined LinkedIn either as interns or as full-time engineers to become a part of the Site Engineering team; we also had a few lateral hires who joined our organization who were not from a traditional SRE background. That's when a few of us got together and started to think about how we can onboard new graduate engineers to the Site Engineering team. There is a vast amount of resources scattered throughout the web on what the roles and responsibilities of SREs are, how to monitor site health, production incidents, define SLO/SLI etc. But there are very few resources out there guiding someone on the basic skill sets one has to acquire as a beginner. Because of the lack of these resources, we felt that individuals have a tough time getting into open positions in the industry. We created the School Of SRE as a starting point for anyone wanting to build their career as an SRE. In this course, we are focusing on building strong foundational skills. The course is structured in a way to provide more real life examples and how learning each of these topics can play an important role in day to day SRE life. Currently we are covering the following topics under the School Of SRE: Fundamentals Series Linux Basics Git Linux Networking Python and Web Data Relational databases(MySQL) NoSQL concepts Big Data Systems Design Security We believe continuous learning will help in acquiring deeper knowledge and competencies in order to expand your skill sets, every module has added references which could be a guide for further learning. Our hope is that by going through these modules we should be able to build the essential skills required for a Site Reliability Engineer. At Linkedin, we are using this curriculum for onboarding our non-traditional hires and new college grads into the SRE role. We had multiple rounds of successful onboarding experience with new employees and the course helped them be productive in a very short period of time. This motivated us to open source the content for helping other organizations in onboarding new engineers into the role and provide guidance for aspiring individuals to get into the role. We realize that the initial content we created is just a starting point and we hope that the community can help in the journey of refining and expanding the content. Checkout the contributing guide to get started.","title":"School of SRE"},{"location":"CODE_OF_CONDUCT/","text":"This code of conduct outlines expectations for participation in LinkedIn-managed open source communities, as well as steps for reporting unacceptable behavior. We are committed to providing a welcoming and inspiring community for all. People violating this code of conduct may be banned from the community. Our open source communities strive to: Be friendly and patient: Remember you might not be communicating in someone else's primary spoken or programming language, and others may not have your level of understanding. Be welcoming: Our communities welcome and support people of all backgrounds and identities. This includes, but is not limited to members of any race, ethnicity, culture, national origin, color, immigration status, social and economic class, educational level, sex, sexual orientation, gender identity and expression, age, size, family status, political belief, religion, and mental and physical ability. Be respectful: We are a world-wide community of professionals, and we conduct ourselves professionally. Disagreement is no excuse for poor behavior and poor manners. Disrespectful and unacceptable behavior includes, but is not limited to: Violent threats or language. Discriminatory or derogatory jokes and language. Posting sexually explicit or violent material. Posting, or threatening to post, people's personally identifying information (\"doxing\"). Insults, especially those using discriminatory terms or slurs. Behavior that could be perceived as sexual attention. Advocating for or encouraging any of the above behaviors. Understand disagreements: Disagreements, both social and technical, are useful learning opportunities. Seek to understand the other viewpoints and resolve differences constructively. This code is not exhaustive or complete. It serves to capture our common understanding of a productive, collaborative environment. We expect the code to be followed in spirit as much as in the letter. Scope This code of conduct applies to all repos and communities for LinkedIn-managed open source projects regardless of whether or not the repo explicitly calls out its use of this code. The code also applies in public spaces when an individual is representing a project or its community. Examples include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. Note: Some LinkedIn-managed communities have codes of conduct that pre-date this document and issue resolution process. While communities are not required to change their code, they are expected to use the resolution process outlined here. The review team will coordinate with the communities involved to address your concerns. Reporting Code of Conduct Issues We encourage all communities to resolve issues on their own whenever possible. This builds a broader and deeper understanding and ultimately a healthier interaction. In the event that an issue cannot be resolved locally, please feel free to report your concerns by contacting oss@linkedin.com . In your report please include: Your contact information. Names (real, usernames or pseudonyms) of any individuals involved. If there are additional witnesses, please include them as well. Your account of what occurred, and if you believe the incident is ongoing. If there is a publicly available record (e.g. a mailing list archive or a public chat log), please include a link or attachment. Any additional information that may be helpful. All reports will be reviewed by a multi-person team and will result in a response that is deemed necessary and appropriate to the circumstances. Where additional perspectives are needed, the team may seek insight from others with relevant expertise or experience. The confidentiality of the person reporting the incident will be kept at all times. Involved parties are never part of the review team. Anyone asked to stop unacceptable behavior is expected to comply immediately. If an individual engages in unacceptable behavior, the review team may take any action they deem appropriate, including a permanent ban from the community. This code of conduct is based on the Microsoft Open Source Code of Conduct which was based on the template established by the TODO Group and used by numerous other large communities (e.g., Facebook , Yahoo , Twitter , GitHub ) and the Scope section from the Contributor Covenant version 1.4 .","title":"Code of Conduct"},{"location":"CODE_OF_CONDUCT/#scope","text":"This code of conduct applies to all repos and communities for LinkedIn-managed open source projects regardless of whether or not the repo explicitly calls out its use of this code. The code also applies in public spaces when an individual is representing a project or its community. Examples include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. Note: Some LinkedIn-managed communities have codes of conduct that pre-date this document and issue resolution process. While communities are not required to change their code, they are expected to use the resolution process outlined here. The review team will coordinate with the communities involved to address your concerns.","title":"Scope"},{"location":"CODE_OF_CONDUCT/#reporting-code-of-conduct-issues","text":"We encourage all communities to resolve issues on their own whenever possible. This builds a broader and deeper understanding and ultimately a healthier interaction. In the event that an issue cannot be resolved locally, please feel free to report your concerns by contacting oss@linkedin.com . In your report please include: Your contact information. Names (real, usernames or pseudonyms) of any individuals involved. If there are additional witnesses, please include them as well. Your account of what occurred, and if you believe the incident is ongoing. If there is a publicly available record (e.g. a mailing list archive or a public chat log), please include a link or attachment. Any additional information that may be helpful. All reports will be reviewed by a multi-person team and will result in a response that is deemed necessary and appropriate to the circumstances. Where additional perspectives are needed, the team may seek insight from others with relevant expertise or experience. The confidentiality of the person reporting the incident will be kept at all times. Involved parties are never part of the review team. Anyone asked to stop unacceptable behavior is expected to comply immediately. If an individual engages in unacceptable behavior, the review team may take any action they deem appropriate, including a permanent ban from the community. This code of conduct is based on the Microsoft Open Source Code of Conduct which was based on the template established by the TODO Group and used by numerous other large communities (e.g., Facebook , Yahoo , Twitter , GitHub ) and the Scope section from the Contributor Covenant version 1.4 .","title":"Reporting Code of Conduct Issues"},{"location":"CONTRIBUTING/","text":"We realise that the initial content we created is just a starting point and our hope is that the community can help in the journey refining and extending the contents. As a contributor, you represent that the content you submit is not plagiarised. By submitting the content, you (and, if applicable, your employer) are licensing the submitted content to LinkedIn and the open source community subject to the Creative Commons Attribution 4.0 International Public License. Repository URL : https://github.com/linkedin/school-of-sre Contributing Guidelines Ensure that you adhere to the following guidelines: Should be about principles and concepts that can be applied in any company or individual project. Do not focus on particular tools or tech stack(which usually change over time). Adhere to the Code of Conduct . Should be relevant to the roles and responsibilities of an SRE. Should be locally tested (see steps for testing) and well formatted. It is good practice to open an issue first and discuss your changes before submitting a pull request. This way, you can incorporate ideas from others before you even start. Building and testing locally Run the following commands to build and view the site locally before opening a PR. python3 -m venv .venv source .venv/bin/activate pip install -r requirements.txt mkdocs build mkdocs serve Opening a PR Follow the https://guides.github.com/introduction/flow/ for your contributions. Fork this repo, create a feature branch, commit your changes and open a PR to this repo.","title":"Contribute"},{"location":"CONTRIBUTING/#contributing-guidelines","text":"Ensure that you adhere to the following guidelines: Should be about principles and concepts that can be applied in any company or individual project. Do not focus on particular tools or tech stack(which usually change over time). Adhere to the Code of Conduct . Should be relevant to the roles and responsibilities of an SRE. Should be locally tested (see steps for testing) and well formatted. It is good practice to open an issue first and discuss your changes before submitting a pull request. This way, you can incorporate ideas from others before you even start.","title":"Contributing Guidelines"},{"location":"CONTRIBUTING/#building-and-testing-locally","text":"Run the following commands to build and view the site locally before opening a PR. python3 -m venv .venv source .venv/bin/activate pip install -r requirements.txt mkdocs build mkdocs serve","title":"Building and testing locally"},{"location":"CONTRIBUTING/#opening-a-pr","text":"Follow the https://guides.github.com/introduction/flow/ for your contributions. Fork this repo, create a feature branch, commit your changes and open a PR to this repo.","title":"Opening a PR"},{"location":"big_data/evolution/","text":"Evolution of Hadoop Architecture of Hadoop HDFS The Hadoop Distributed File System (HDFS) is a distributed file system designed to run on commodity hardware. It has many similarities with existing distributed file systems. However, the differences from other distributed file systems are significant. HDFS is highly fault-tolerant and is designed to be deployed on low-cost hardware. HDFS provides high throughput access to application data and is suitable for applications that have large data sets. HDFS is part of the Apache Hadoop Core project . NameNode: is the arbitrator and central repository of file namespace in the cluster. The NameNode executes the operations such as opening, closing, and renaming files and directories. DataNode: manages the storage attached to the node on which it runs. It is responsible for serving all the read and writes requests. It performs operations on instructions on NameNode such as creation, deletion, and replications of blocks. Client: Responsible for getting the required metadata from the namenode and then communicating with the datanodes for reads and writes. YARN YARN stands for \u201cYet Another Resource Negotiator\u201c. It was introduced in Hadoop 2.0 to remove the bottleneck on Job Tracker which was present in Hadoop 1.0. YARN was described as a \u201cRedesigned Resource Manager\u201d at the time of its launching, but it has now evolved to be known as a large-scale distributed operating system used for Big Data processing. The main components of YARN architecture include: Client: It submits map-reduce(MR) jobs to the resource manager. Resource Manager: It is the master daemon of YARN and is responsible for resource assignment and management among all the applications. Whenever it receives a processing request, it forwards it to the corresponding node manager and allocates resources for the completion of the request accordingly. It has two major components: Scheduler: It performs scheduling based on the allocated application and available resources. It is a pure scheduler, which means that it does not perform other tasks such as monitoring or tracking and does not guarantee a restart if a task fails. The YARN scheduler supports plugins such as Capacity Scheduler and Fair Scheduler to partition the cluster resources. Application manager: It is responsible for accepting the application and negotiating the first container from the resource manager. It also restarts the Application Manager container if a task fails. Node Manager: It takes care of individual nodes on the Hadoop cluster and manages application and workflow and that particular node. Its primary job is to keep up with the Node Manager. It monitors resource usage, performs log management, and also kills a container based on directions from the resource manager. It is also responsible for creating the container process and starting it at the request of the Application master. Application Master: An application is a single job submitted to a framework. The application manager is responsible for negotiating resources with the resource manager, tracking the status, and monitoring the progress of a single application. The application master requests the container from the node manager by sending a Container Launch Context(CLC) which includes everything an application needs to run. Once the application is started, it sends the health report to the resource manager from time-to-time. Container: It is a collection of physical resources such as RAM, CPU cores, and disk on a single node. The containers are invoked by Container Launch Context(CLC) which is a record that contains information such as environment variables, security tokens, dependencies, etc. MapReduce framework The term MapReduce represents two separate and distinct tasks Hadoop programs perform-Map Job and Reduce Job. Map jobs take data sets as input and process them to produce key-value pairs. Reduce job takes the output of the Map job i.e. the key-value pairs and aggregates them to produce desired results. Hadoop MapReduce (Hadoop Map/Reduce) is a software framework for distributed processing of large data sets on computing clusters. Mapreduce helps to split the input data set into a number of parts and run a program on all data parts parallel at once. Please find the below Word count example demonstrating the usage of the MapReduce framework: Other tooling around Hadoop Hive Uses a language called HQL which is very SQL like. Gives non-programmers the ability to query and analyze data in Hadoop. Is basically an abstraction layer on top of map-reduce. Ex. HQL query: SELECT pet.name, comment FROM pet JOIN event ON (pet.name = event.name); In mysql: SELECT pet.name, comment FROM pet, event WHERE pet.name = event.name; Pig Uses a scripting language called Pig Latin, which is more workflow driven. Don't need to be an expert Java programmer but need a few coding skills. Is also an abstraction layer on top of map-reduce. Here is a quick question for you: What is the output of running the pig queries in the right column against the data present in the left column in the below image? Output: 7,Komal,Nayak,24,9848022334,trivendram 8,Bharathi,Nambiayar,24,9848022333,Chennai 5,Trupthi,Mohanthy,23,9848022336,Bhuwaneshwar 6,Archana,Mishra,23,9848022335,Chennai Spark Spark provides primitives for in-memory cluster computing that allows user programs to load data into a cluster\u2019s memory and query it repeatedly, making it well suited to machine learning algorithms. Presto Presto is a high performance, distributed SQL query engine for Big Data. Its architecture allows users to query a variety of data sources such as Hadoop, AWS S3, Alluxio, MySQL, Cassandra, Kafka, and MongoDB. Example presto query: use studentDB; show tables; SELECT roll_no, name FROM studentDB.studentDetails where section=\u2019A\u2019 limit 5; Data Serialisation and storage In order to transport the data over the network or to store on some persistent storage, we use the process of translating data structures or objects state into binary or textual form. We call this process serialization.. Avro data is stored in a container file (a .avro file) and its schema (the .avsc file) is stored with the data file. Apache Hive provides support to store a table as Avro and can also query data in this serialisation format.","title":"Evolution and Architecture of Hadoop"},{"location":"big_data/evolution/#evolution-of-hadoop","text":"","title":"Evolution of Hadoop"},{"location":"big_data/evolution/#architecture-of-hadoop","text":"HDFS The Hadoop Distributed File System (HDFS) is a distributed file system designed to run on commodity hardware. It has many similarities with existing distributed file systems. However, the differences from other distributed file systems are significant. HDFS is highly fault-tolerant and is designed to be deployed on low-cost hardware. HDFS provides high throughput access to application data and is suitable for applications that have large data sets. HDFS is part of the Apache Hadoop Core project . NameNode: is the arbitrator and central repository of file namespace in the cluster. The NameNode executes the operations such as opening, closing, and renaming files and directories. DataNode: manages the storage attached to the node on which it runs. It is responsible for serving all the read and writes requests. It performs operations on instructions on NameNode such as creation, deletion, and replications of blocks. Client: Responsible for getting the required metadata from the namenode and then communicating with the datanodes for reads and writes. YARN YARN stands for \u201cYet Another Resource Negotiator\u201c. It was introduced in Hadoop 2.0 to remove the bottleneck on Job Tracker which was present in Hadoop 1.0. YARN was described as a \u201cRedesigned Resource Manager\u201d at the time of its launching, but it has now evolved to be known as a large-scale distributed operating system used for Big Data processing. The main components of YARN architecture include: Client: It submits map-reduce(MR) jobs to the resource manager. Resource Manager: It is the master daemon of YARN and is responsible for resource assignment and management among all the applications. Whenever it receives a processing request, it forwards it to the corresponding node manager and allocates resources for the completion of the request accordingly. It has two major components: Scheduler: It performs scheduling based on the allocated application and available resources. It is a pure scheduler, which means that it does not perform other tasks such as monitoring or tracking and does not guarantee a restart if a task fails. The YARN scheduler supports plugins such as Capacity Scheduler and Fair Scheduler to partition the cluster resources. Application manager: It is responsible for accepting the application and negotiating the first container from the resource manager. It also restarts the Application Manager container if a task fails. Node Manager: It takes care of individual nodes on the Hadoop cluster and manages application and workflow and that particular node. Its primary job is to keep up with the Node Manager. It monitors resource usage, performs log management, and also kills a container based on directions from the resource manager. It is also responsible for creating the container process and starting it at the request of the Application master. Application Master: An application is a single job submitted to a framework. The application manager is responsible for negotiating resources with the resource manager, tracking the status, and monitoring the progress of a single application. The application master requests the container from the node manager by sending a Container Launch Context(CLC) which includes everything an application needs to run. Once the application is started, it sends the health report to the resource manager from time-to-time. Container: It is a collection of physical resources such as RAM, CPU cores, and disk on a single node. The containers are invoked by Container Launch Context(CLC) which is a record that contains information such as environment variables, security tokens, dependencies, etc.","title":"Architecture of Hadoop"},{"location":"big_data/evolution/#mapreduce-framework","text":"The term MapReduce represents two separate and distinct tasks Hadoop programs perform-Map Job and Reduce Job. Map jobs take data sets as input and process them to produce key-value pairs. Reduce job takes the output of the Map job i.e. the key-value pairs and aggregates them to produce desired results. Hadoop MapReduce (Hadoop Map/Reduce) is a software framework for distributed processing of large data sets on computing clusters. Mapreduce helps to split the input data set into a number of parts and run a program on all data parts parallel at once. Please find the below Word count example demonstrating the usage of the MapReduce framework:","title":"MapReduce framework"},{"location":"big_data/evolution/#other-tooling-around-hadoop","text":"Hive Uses a language called HQL which is very SQL like. Gives non-programmers the ability to query and analyze data in Hadoop. Is basically an abstraction layer on top of map-reduce. Ex. HQL query: SELECT pet.name, comment FROM pet JOIN event ON (pet.name = event.name); In mysql: SELECT pet.name, comment FROM pet, event WHERE pet.name = event.name; Pig Uses a scripting language called Pig Latin, which is more workflow driven. Don't need to be an expert Java programmer but need a few coding skills. Is also an abstraction layer on top of map-reduce. Here is a quick question for you: What is the output of running the pig queries in the right column against the data present in the left column in the below image? Output: 7,Komal,Nayak,24,9848022334,trivendram 8,Bharathi,Nambiayar,24,9848022333,Chennai 5,Trupthi,Mohanthy,23,9848022336,Bhuwaneshwar 6,Archana,Mishra,23,9848022335,Chennai Spark Spark provides primitives for in-memory cluster computing that allows user programs to load data into a cluster\u2019s memory and query it repeatedly, making it well suited to machine learning algorithms. Presto Presto is a high performance, distributed SQL query engine for Big Data. Its architecture allows users to query a variety of data sources such as Hadoop, AWS S3, Alluxio, MySQL, Cassandra, Kafka, and MongoDB. Example presto query: use studentDB; show tables; SELECT roll_no, name FROM studentDB.studentDetails where section=\u2019A\u2019 limit 5;","title":"Other tooling around Hadoop"},{"location":"big_data/evolution/#data-serialisation-and-storage","text":"In order to transport the data over the network or to store on some persistent storage, we use the process of translating data structures or objects state into binary or textual form. We call this process serialization.. Avro data is stored in a container file (a .avro file) and its schema (the .avsc file) is stored with the data file. Apache Hive provides support to store a table as Avro and can also query data in this serialisation format.","title":"Data Serialisation and storage"},{"location":"big_data/intro/","text":"Big Data Prerequisites Basics of Linux File systems. Basic understanding of System Design. What to expect from this course This course covers the basics of Big Data and how it has evolved to become what it is today. We will take a look at a few realistic scenarios where Big Data would be a perfect fit. An interesting assignment on designing a Big Data system is followed by understanding the architecture of Hadoop and the tooling around it. What is not covered under this course Writing programs to draw analytics from data. Course Contents Overview of Big Data Usage of Big Data techniques Evolution of Hadoop Architecture of hadoop HDFS Yarn MapReduce framework Other tooling around hadoop Hive Pig Spark Presto Data Serialisation and storage Overview of Big Data Big Data is a collection of large datasets that cannot be processed using traditional computing techniques. It is not a single technique or a tool, rather it has become a complete subject, which involves various tools, techniques, and frameworks. Big Data could consist of Structured data Unstructured data Semi-structured data Characteristics of Big Data: Volume Variety Velocity Variability Examples of Big Data generation include stock exchanges, social media sites, jet engines, etc. Usage of Big Data Techniques Take the example of the traffic lights problem. There are more than 300,000 traffic lights in the US as of 2018. Let us assume that we placed a device on each of them to collect metrics and send it to a central metrics collection system. If each of the IoT devices sends 10 events per minute, we have 300000x10x60x24 = 432x10^7 events per day. How would you go about processing that and telling me how many of the signals were \u201cgreen\u201d at 10:45 am on a particular day? Consider the next example on Unified Payments Interface (UPI) transactions: We had about 1.15 billion UPI transactions in the month of October 2019 in India. If we try to extrapolate this data to about a year and try to find out some common payments that were happening through a particular UPI ID, how do you suggest we go about that?","title":"Introduction"},{"location":"big_data/intro/#big-data","text":"","title":"Big Data"},{"location":"big_data/intro/#prerequisites","text":"Basics of Linux File systems. Basic understanding of System Design.","title":"Prerequisites"},{"location":"big_data/intro/#what-to-expect-from-this-course","text":"This course covers the basics of Big Data and how it has evolved to become what it is today. We will take a look at a few realistic scenarios where Big Data would be a perfect fit. An interesting assignment on designing a Big Data system is followed by understanding the architecture of Hadoop and the tooling around it.","title":"What to expect from this course"},{"location":"big_data/intro/#what-is-not-covered-under-this-course","text":"Writing programs to draw analytics from data.","title":"What is not covered under this course"},{"location":"big_data/intro/#course-contents","text":"Overview of Big Data Usage of Big Data techniques Evolution of Hadoop Architecture of hadoop HDFS Yarn MapReduce framework Other tooling around hadoop Hive Pig Spark Presto Data Serialisation and storage","title":"Course Contents"},{"location":"big_data/intro/#overview-of-big-data","text":"Big Data is a collection of large datasets that cannot be processed using traditional computing techniques. It is not a single technique or a tool, rather it has become a complete subject, which involves various tools, techniques, and frameworks. Big Data could consist of Structured data Unstructured data Semi-structured data Characteristics of Big Data: Volume Variety Velocity Variability Examples of Big Data generation include stock exchanges, social media sites, jet engines, etc.","title":"Overview of Big Data"},{"location":"big_data/intro/#usage-of-big-data-techniques","text":"Take the example of the traffic lights problem. There are more than 300,000 traffic lights in the US as of 2018. Let us assume that we placed a device on each of them to collect metrics and send it to a central metrics collection system. If each of the IoT devices sends 10 events per minute, we have 300000x10x60x24 = 432x10^7 events per day. How would you go about processing that and telling me how many of the signals were \u201cgreen\u201d at 10:45 am on a particular day? Consider the next example on Unified Payments Interface (UPI) transactions: We had about 1.15 billion UPI transactions in the month of October 2019 in India. If we try to extrapolate this data to about a year and try to find out some common payments that were happening through a particular UPI ID, how do you suggest we go about that?","title":"Usage of Big Data Techniques"},{"location":"big_data/tasks/","text":"Tasks and conclusion Post-training tasks: Try setting up your own 3 node Hadoop cluster. A VM based solution can be found here Write a simple spark/MR job of your choice and understand how to generate analytics from data. Sample dataset can be found here References: Hadoop documentation HDFS Architecture YARN Architecture Google GFS paper","title":"Conclusion"},{"location":"big_data/tasks/#tasks-and-conclusion","text":"","title":"Tasks and conclusion"},{"location":"big_data/tasks/#post-training-tasks","text":"Try setting up your own 3 node Hadoop cluster. A VM based solution can be found here Write a simple spark/MR job of your choice and understand how to generate analytics from data. Sample dataset can be found here","title":"Post-training tasks:"},{"location":"big_data/tasks/#references","text":"Hadoop documentation HDFS Architecture YARN Architecture Google GFS paper","title":"References:"},{"location":"databases_nosql/further_reading/","text":"Conclusion We have covered basic concepts of NoSQL databases. There is much more to learn and do. We hope this course gives you a good start and inspires you to explore further. Further reading NoSQL: https://hostingdata.co.uk/nosql-database/ https://www.mongodb.com/nosql-explained https://www.mongodb.com/nosql-explained/nosql-vs-sql Cap Theorem http://www.julianbrowne.com/article/brewers-cap-theorem Scalability http://www.slideshare.net/jboner/scalability-availability-stability-patterns Eventual Consistency https://www.allthingsdistributed.com/2008/12/eventually_consistent.html https://www.toptal.com/big-data/consistent-hashing https://web.stanford.edu/class/cs244/papers/chord_TON_2003.pdf","title":"Conclusion"},{"location":"databases_nosql/further_reading/#conclusion","text":"We have covered basic concepts of NoSQL databases. There is much more to learn and do. We hope this course gives you a good start and inspires you to explore further.","title":"Conclusion"},{"location":"databases_nosql/further_reading/#further-reading","text":"NoSQL: https://hostingdata.co.uk/nosql-database/ https://www.mongodb.com/nosql-explained https://www.mongodb.com/nosql-explained/nosql-vs-sql Cap Theorem http://www.julianbrowne.com/article/brewers-cap-theorem Scalability http://www.slideshare.net/jboner/scalability-availability-stability-patterns Eventual Consistency https://www.allthingsdistributed.com/2008/12/eventually_consistent.html https://www.toptal.com/big-data/consistent-hashing https://web.stanford.edu/class/cs244/papers/chord_TON_2003.pdf","title":"Further reading"},{"location":"databases_nosql/intro/","text":"NoSQL Concepts Prerequisites Relational Databases What to expect from this course At the end of training, you will have an understanding of what a NoSQL database is, what kind of advantages or disadvantages it has over traditional RDBMS, learn about different types of NoSQL databases and understand some of the underlying concepts & trade offs w.r.t to NoSQL. What is not covered under this course We will not be deep diving into any specific NoSQL Database. Course Contents Introduction to NoSQL CAP Theorem Data versioning Partitioning Hashing Quorum Introduction When people use the term \u201cNoSQL database\u201d, they typically use it to refer to any non-relational database. Some say the term \u201cNoSQL\u201d stands for \u201cnon SQL\u201d while others say it stands for \u201cnot only SQL.\u201d Either way, most agree that NoSQL databases are databases that store data in a format other than relational tables. A common misconception is that NoSQL databases or non-relational databases don\u2019t store relationship data well. NoSQL databases can store relationship data\u2014they just store it differently than relational databases do. In fact, when compared with SQL databases, many find modeling relationship data in NoSQL databases to be easier , because related data doesn\u2019t have to be split between tables. Such databases have existed since the late 1960s, but the name \"NoSQL\" was only coined in the early 21st century. NASA used a NoSQL database to track inventory for the Apollo mission. NoSQL databases emerged in the late 2000s as the cost of storage dramatically decreased. Gone were the days of needing to create a complex, difficult-to-manage data model simply for the purposes of reducing data duplication. Developers (rather than storage) were becoming the primary cost of software development, so NoSQL databases optimized for developer productivity. With the rise of Agile development methodology, NoSQL databases were developed with a focus on scaling, fast performance and at the same time allowed for frequent application changes and made programming easier. Types of NoSQL databases: Over time due to the way these NoSQL databases were developed to suit requirements at different companies, we ended up with quite a few types of them. However, they can be broadly classified into 4 types. Some of the databases can overlap between different types. They are Document databases: They store data in documents similar to JSON (JavaScript Object Notation) objects. Each document contains pairs of fields and values. The values can typically be a variety of types including things like strings, numbers, booleans, arrays, or objects, and their structures typically align with objects developers are working with in code. The advantages include intuitive data model & flexible schemas. Because of their variety of field value types and powerful query languages, document databases are great for a wide variety of use cases and can be used as a general purpose database. They can horizontally scale-out to accomodate large data volumes. Ex: MongoDB, Couchbase Key-Value databases: These are a simpler type of databases where each item contains keys and values. A value can typically only be retrieved by referencing its value, so learning how to query for a specific key-value pair is typically simple. Key-value databases are great for use cases where you need to store large amounts of data but you don\u2019t need to perform complex queries to retrieve it. Common use cases include storing user preferences or caching. Ex: Redis , DynamoDB , Voldemort / Venice (Linkedin), Wide-Column stores: They store data in tables, rows, and dynamic columns. Wide-column stores provide a lot of flexibility over relational databases because each row is not required to have the same columns. Many consider wide-column stores to be two-dimensional key-value databases. Wide-column stores are great for when you need to store large amounts of data and you can predict what your query patterns will be. Wide-column stores are commonly used for storing Internet of Things data and user profile data. Cassandra and HBase are two of the most popular wide-column stores. Graph Databases: These databases store data in nodes and edges. Nodes typically store information about people, places, and things while edges store information about the relationships between the nodes. The underlying storage mechanism of graph databases can vary. Some depend on a relational engine and \u201cstore\u201d the graph data in a table (although a table is a logical element, therefore this approach imposes another level of abstraction between the graph database, the graph database management system and the physical devices where the data is actually stored). Others use a key-value store or document-oriented database for storage, making them inherently NoSQL structures. Graph databases excel in use cases where you need to traverse relationships to look for patterns such as social networks, fraud detection, and recommendation engines. Ex: Neo4j Comparison Performance Scalability Flexibility Complexity Functionality Key Value high high high none Variable Document stores high Variable (high) high low Variable (low) Column DB high high moderate low minimal Graph Variable Variable high high Graph theory Differences between SQL and NoSQL The table below summarizes the main differences between SQL and NoSQL databases. SQL Databases NoSQL Databases Data Storage Model Tables with fixed rows and columns Document: JSON documents, Key-value: key-value pairs, Wide-column: tables with rows and dynamic columns, Graph: nodes and edges Primary Purpose General purpose Document: general purpose, Key-value: large amounts of data with simple lookup queries, Wide-column: large amounts of data with predictable query patterns, Graph: analyzing and traversing relationships between connected data Schemas Rigid Flexible Scaling Vertical (scale-up with a larger server) Horizontal (scale-out across commodity servers) Multi-Record ACID Transactions Supported Most do not support multi-record ACID transactions. However, some\u2014like MongoDB\u2014do. Joins Typically required Typically not required Data to Object Mapping Requires ORM (object-relational mapping) Many do not require ORMs. Document DB documents map directly to data structures in most popular programming languages. Advantages Flexible Data Models Most NoSQL systems feature flexible schemas. A flexible schema means you can easily modify your database schema to add or remove fields to support for evolving application requirements. This facilitates with continuous application development of new features without database operation overhead. Horizontal Scaling Most NoSQL systems allow you to scale horizontally, which means you can add in cheaper & commodity hardware, whenever you want to scale a system. On the other hand SQL systems generally scale Vertically (a more powerful server). NoSQL systems can also host huge data sets when compared to traditional SQL systems. Fast Queries NoSQL can generally be a lot faster than traditional SQL systems due to data denormalization and horizontal scaling. Most NoSQL systems also tend to store similar data together facilitating faster query responses. Developer productivity NoSQL systems tend to map data based on the programming data structures. As a result developers need to perform fewer data transformations leading to increased productivity & fewer bugs.","title":"Introduction"},{"location":"databases_nosql/intro/#nosql-concepts","text":"","title":"NoSQL Concepts"},{"location":"databases_nosql/intro/#prerequisites","text":"Relational Databases","title":"Prerequisites"},{"location":"databases_nosql/intro/#what-to-expect-from-this-course","text":"At the end of training, you will have an understanding of what a NoSQL database is, what kind of advantages or disadvantages it has over traditional RDBMS, learn about different types of NoSQL databases and understand some of the underlying concepts & trade offs w.r.t to NoSQL.","title":"What to expect from this course"},{"location":"databases_nosql/intro/#what-is-not-covered-under-this-course","text":"We will not be deep diving into any specific NoSQL Database.","title":"What is not covered under this course"},{"location":"databases_nosql/intro/#course-contents","text":"Introduction to NoSQL CAP Theorem Data versioning Partitioning Hashing Quorum","title":"Course Contents"},{"location":"databases_nosql/intro/#introduction","text":"When people use the term \u201cNoSQL database\u201d, they typically use it to refer to any non-relational database. Some say the term \u201cNoSQL\u201d stands for \u201cnon SQL\u201d while others say it stands for \u201cnot only SQL.\u201d Either way, most agree that NoSQL databases are databases that store data in a format other than relational tables. A common misconception is that NoSQL databases or non-relational databases don\u2019t store relationship data well. NoSQL databases can store relationship data\u2014they just store it differently than relational databases do. In fact, when compared with SQL databases, many find modeling relationship data in NoSQL databases to be easier , because related data doesn\u2019t have to be split between tables. Such databases have existed since the late 1960s, but the name \"NoSQL\" was only coined in the early 21st century. NASA used a NoSQL database to track inventory for the Apollo mission. NoSQL databases emerged in the late 2000s as the cost of storage dramatically decreased. Gone were the days of needing to create a complex, difficult-to-manage data model simply for the purposes of reducing data duplication. Developers (rather than storage) were becoming the primary cost of software development, so NoSQL databases optimized for developer productivity. With the rise of Agile development methodology, NoSQL databases were developed with a focus on scaling, fast performance and at the same time allowed for frequent application changes and made programming easier.","title":"Introduction"},{"location":"databases_nosql/intro/#types-of-nosql-databases","text":"Over time due to the way these NoSQL databases were developed to suit requirements at different companies, we ended up with quite a few types of them. However, they can be broadly classified into 4 types. Some of the databases can overlap between different types. They are Document databases: They store data in documents similar to JSON (JavaScript Object Notation) objects. Each document contains pairs of fields and values. The values can typically be a variety of types including things like strings, numbers, booleans, arrays, or objects, and their structures typically align with objects developers are working with in code. The advantages include intuitive data model & flexible schemas. Because of their variety of field value types and powerful query languages, document databases are great for a wide variety of use cases and can be used as a general purpose database. They can horizontally scale-out to accomodate large data volumes. Ex: MongoDB, Couchbase Key-Value databases: These are a simpler type of databases where each item contains keys and values. A value can typically only be retrieved by referencing its value, so learning how to query for a specific key-value pair is typically simple. Key-value databases are great for use cases where you need to store large amounts of data but you don\u2019t need to perform complex queries to retrieve it. Common use cases include storing user preferences or caching. Ex: Redis , DynamoDB , Voldemort / Venice (Linkedin), Wide-Column stores: They store data in tables, rows, and dynamic columns. Wide-column stores provide a lot of flexibility over relational databases because each row is not required to have the same columns. Many consider wide-column stores to be two-dimensional key-value databases. Wide-column stores are great for when you need to store large amounts of data and you can predict what your query patterns will be. Wide-column stores are commonly used for storing Internet of Things data and user profile data. Cassandra and HBase are two of the most popular wide-column stores. Graph Databases: These databases store data in nodes and edges. Nodes typically store information about people, places, and things while edges store information about the relationships between the nodes. The underlying storage mechanism of graph databases can vary. Some depend on a relational engine and \u201cstore\u201d the graph data in a table (although a table is a logical element, therefore this approach imposes another level of abstraction between the graph database, the graph database management system and the physical devices where the data is actually stored). Others use a key-value store or document-oriented database for storage, making them inherently NoSQL structures. Graph databases excel in use cases where you need to traverse relationships to look for patterns such as social networks, fraud detection, and recommendation engines. Ex: Neo4j","title":"Types of NoSQL databases:"},{"location":"databases_nosql/intro/#comparison","text":"Performance Scalability Flexibility Complexity Functionality Key Value high high high none Variable Document stores high Variable (high) high low Variable (low) Column DB high high moderate low minimal Graph Variable Variable high high Graph theory","title":"Comparison"},{"location":"databases_nosql/intro/#differences-between-sql-and-nosql","text":"The table below summarizes the main differences between SQL and NoSQL databases. SQL Databases NoSQL Databases Data Storage Model Tables with fixed rows and columns Document: JSON documents, Key-value: key-value pairs, Wide-column: tables with rows and dynamic columns, Graph: nodes and edges Primary Purpose General purpose Document: general purpose, Key-value: large amounts of data with simple lookup queries, Wide-column: large amounts of data with predictable query patterns, Graph: analyzing and traversing relationships between connected data Schemas Rigid Flexible Scaling Vertical (scale-up with a larger server) Horizontal (scale-out across commodity servers) Multi-Record ACID Transactions Supported Most do not support multi-record ACID transactions. However, some\u2014like MongoDB\u2014do. Joins Typically required Typically not required Data to Object Mapping Requires ORM (object-relational mapping) Many do not require ORMs. Document DB documents map directly to data structures in most popular programming languages.","title":"Differences between SQL and NoSQL"},{"location":"databases_nosql/intro/#advantages","text":"Flexible Data Models Most NoSQL systems feature flexible schemas. A flexible schema means you can easily modify your database schema to add or remove fields to support for evolving application requirements. This facilitates with continuous application development of new features without database operation overhead. Horizontal Scaling Most NoSQL systems allow you to scale horizontally, which means you can add in cheaper & commodity hardware, whenever you want to scale a system. On the other hand SQL systems generally scale Vertically (a more powerful server). NoSQL systems can also host huge data sets when compared to traditional SQL systems. Fast Queries NoSQL can generally be a lot faster than traditional SQL systems due to data denormalization and horizontal scaling. Most NoSQL systems also tend to store similar data together facilitating faster query responses. Developer productivity NoSQL systems tend to map data based on the programming data structures. As a result developers need to perform fewer data transformations leading to increased productivity & fewer bugs.","title":"Advantages"},{"location":"databases_nosql/key_concepts/","text":"Key Concepts Lets looks at some of the key concepts when we talk about NoSQL or distributed systems CAP Theorem In a keynote titled \u201c Towards Robust Distributed Systems \u201d at ACM\u2019s PODC symposium in 2000 Eric Brewer came up with the so-called CAP-theorem which is widely adopted today by large web companies as well as in the NoSQL community. The CAP acronym stands for C onsistency, A vailability & P artition Tolerance. Consistency It refers to how consistent a system is after an execution. A distributed system is called consistent when a write made by a source is available for all readers of that shared data. Different NoSQL systems support different levels of consistency. Availability It refers to how a system responds to loss of functionality of different systems due to hardware and software failures. A high availability implies that a system is still available to handle operations (reads and writes) when a certain part of the system is down due to a failure or upgrade. Partition Tolerance It is the ability of the system to continue operations in the event of a network partition. A network partition occurs when a failure causes two or more islands of networks where the systems can\u2019t talk to each other across the islands temporarily or permanently. Brewer alleges that one can at most choose two of these three characteristics in a shared-data system. The CAP-theorem states that a choice can only be made for two options out of consistency, availability and partition tolerance. A growing number of use cases in large scale applications tend to value reliability implying that availability & redundancy are more valuable than consistency. As a result these systems struggle to meet ACID properties. They attain this by loosening on the consistency requirement i.e Eventual Consistency. Eventual Consistency means that all readers will see writes, as time goes on: \u201cIn a steady state, the system will eventually return the last written value\u201d. Clients therefore may face an inconsistent state of data as updates are in progress. For instance, in a replicated database updates may go to one node which replicates the latest version to all other nodes that contain a replica of the modified dataset so that the replica nodes eventually will have the latest version. NoSQL systems support different levels of eventual consistency models. For example: Read Your Own Writes Consistency Clients will see their updates immediately after they are written. The reads can hit nodes other than the one where it was written. However they might not see updates by other clients immediately. Session Consistency Clients will see the updates to their data within a session scope. This generally indicates that reads & writes occur on the same server. Other clients using the same nodes will receive the same updates. Casual Consistency A system provides causal consistency if the following condition holds: write operations that are related by potential causality are seen by each process of the system in order. Different processes may observe concurrent writes in different orders Eventual consistency is useful if concurrent updates of the same partitions of data are unlikely and if clients do not immediately depend on reading updates issued by themselves or by other clients. Depending on what consistency model was chosen for the system (or parts of it), determines where the requests are routed, ex: replicas. CAP alternatives illustration Choice Traits Examples Consistency + Availability (Forfeit Partitions) 2-phase commits Cache invalidation protocols Single-site databases Cluster databases LDAP xFS file system Consistency + Partition tolerance (Forfeit Availability) Pessimistic locking Make minority partitions unavailable Distributed databases Distributed locking Majority protocols Availability + Partition tolerance (Forfeit Consistency) expirations/leases conflict resolution optimistic DNS Web caching Versioning of Data in distributed systems When data is distributed across nodes, it can be modified on different nodes at the same time (assuming strict consistency is enforced). Questions arise on conflict resolution for concurrent updates. Some of the popular conflict resolution mechanism are Timestamps This is the most obvious solution. You sort updates based on chronological order and choose the latest update. However this relies on clock synchronization across different parts of the infrastructure. This gets even more complicated when parts of systems are spread across different geographic locations. Optimistic Locking You associate a unique value like a clock or counter with every data update. When a client wants to update data, it has to specify which version of data needs to be updated. This would mean you need to keep track of history of the data versions. Vector Clocks A vector clock is defined as a tuple of clock values from each node. In a distributed environment, each node maintains a tuple of such clock values which represent the state of the nodes itself and its peers/replicas. A clock value may be real timestamps derived from local clock or version no. Vector clocks illustration Vector clocks have the following advantages over other conflict resolution mechanism No dependency on synchronized clocks No total ordering of revision nos required for casual reasoning No need to store and maintain multiple versions of the data on different nodes. Partitioning When the amount of data crosses the capacity of a single node, we need to think of splitting data, creating replicas for load balancing & disaster recovery. Depending on how dynamic the infrastructure is, we have a few approaches that we can take. Memory cached These are partitioned in-memory databases that are primarily used for transient data. These databases are generally used as a front for traditional RDBMS. Most frequently used data is replicated from a rdbms into a memory database to facilitate fast queries and to take the load off from backend DB\u2019s. A very common example is memcached or couchbase. Clustering Traditional cluster mechanisms abstract away the cluster topology from clients. A client need not know where the actual data is residing and which node it is talking to. Clustering is very commonly used in traditional RDBMS where it can help scaling the persistent layer to a certain extent. Separating reads from writes In this method, you will have multiple replicas hosting the same data. The incoming writes are typically sent to a single node (Leader) or multiple nodes (multi-Leader), while the rest of the replicas (Follower) handle reads requests. The leader replicates writes asynchronously to all followers. However the write lag can\u2019t be completely avoided. Sometimes a leader can crash before it replicates all the data to a follower. When this happens, a follower with the most consistent data can be turned into a leader. As you can realize now, it is hard to enforce full consistency in this model. You also need to consider the ratio of read vs write traffic. This model won\u2019t make sense when writes are higher than reads. The replication methods can also vary widely. Some systems do a complete transfer of state periodically, while others use a delta state transfer approach. You could also transfer the state by transferring the operations in order. The followers can then apply the same operations as the leader to catch up. Sharding Sharing refers to dividing data in such a way that data is distributed evenly (both in terms of storage & processing power) across a cluster of nodes. It can also imply data locality, which means similar & related data is stored together to facilitate faster access. A shard in turn can be further replicated to meet load balancing or disaster recovery requirements. A single shard replica might take in all writes (single leader) or multiple replicas can take writes (multi-leader). Reads can be distributed across multiple replicas. Since data is now distributed across multiple nodes, clients should be able to consistently figure out where data is hosted. We will look at some of the common techniques below. The downside of sharding is that joins between shards is not possible. So an upstream/downstream application has to aggregate the results from multiple shards. Sharding example Hashing A hash function is a function that maps one piece of data\u2014typically describing some kind of object, often of arbitrary size\u2014to another piece of data, typically an integer, known as hash code , or simply hash . In a partitioned database, it is important to consistently map a key to a server/replica. For ex: you can use a very simple hash as a modulo function. _p = k mod n_ Where p -> partition, k -> primary key n -> no of nodes The downside of this simple hash is that, whenever the cluster topology changes, the data distribution also changes. When you are dealing with memory caches, it will be easy to distribute partitions around. Whenever a node joins/leaves a topology, partitions can reorder themselves, a cache miss can be re-populated from backend DB. However when you look at persistent data, it is not possible as the new node doesn\u2019t have the data needed to serve it. This brings us to consistent hashing. Consistent Hashing Consistent hashing is a distributed hashing scheme that operates independently of the number of servers or objects in a distributed hash table by assigning them a position on an abstract circle, or hash ring . This allows servers and objects to scale without affecting the overall system. Say that our hash function h() generates a 32-bit integer. Then, to determine to which server we will send a key k, we find the server s whose hash h(s) is the smallest integer that is larger than h(k). To make the process simpler, we assume the table is circular, which means that if we cannot find a server with a hash larger than h(k), we wrap around and start looking from the beginning of the array. Consistent hashing illustration In consistent hashing when a server is removed or added then only the keys from that server are relocated. For example, if server S3 is removed then, all keys from server S3 will be moved to server S4 but keys stored on server S4 and S2 are not relocated. But there is one problem, when server S3 is removed then keys from S3 are not equally distributed among remaining servers S4 and S2. They are only assigned to server S4 which increases the load on server S4. To evenly distribute the load among servers when a server is added or removed, it creates a fixed number of replicas ( known as virtual nodes) of each server and distributes it along the circle. So instead of server labels S1, S2 and S3, we will have S10 S11\u2026S19, S20 S21\u2026S29 and S30 S31\u2026S39. The factor for a number of replicas is also known as weight , depending on the situation. All keys which are mapped to replicas Sij are stored on server Si. To find a key we do the same thing, find the position of the key on the circle and then move forward until you find a server replica. If the server replica is Sij then the key is stored in server Si. Suppose server S3 is removed, then all S3 replicas with labels S30 S31 \u2026 S39 must be removed. Now the objects keys adjacent to S3X labels will be automatically re-assigned to S1X, S2X and S4X. All keys originally assigned to S1, S2 & S4 will not be moved. Similar things happen if we add a server. Suppose we want to add a server S5 as a replacement of S3 then we need to add labels S50 S51 \u2026 S59. In the ideal case, one-fourth of keys from S1, S2 and S4 will be reassigned to S5. When applied to persistent storages, further issues arise: if a node has left the scene, data stored on this node becomes unavailable, unless it has been replicated to other nodes before; in the opposite case of a new node joining the others, adjacent nodes are no longer responsible for some pieces of data which they still store but not get asked for anymore as the corresponding objects are no longer hashed to them by requesting clients. In order to address this issue, a replication factor (r) can be introduced. Introducing replicas in a partitioning scheme\u2014besides reliability benefits\u2014also makes it possible to spread workload for read requests that can go to any physical node responsible for a requested piece of data. Scalability doesn\u2019t work if the clients have to decide between multiple versions of the dataset, because they need to read from a quorum of servers which in turn reduces the efficiency of load balancing. Quorum Quorum is the minimum number of nodes in a cluster that must be online and be able to communicate with each other. If any additional node failure occurs beyond this threshold, the cluster will stop running. To attain a quorum, you need a majority of the nodes. Commonly it is (N/2 + 1), where N is the total no of nodes in the system. For ex, In a 3 node cluster, you need 2 nodes for a majority, In a 5 node cluster, you need 3 nodes for a majority, In a 6 node cluster, you need 4 nodes for a majority. Quorum example Network problems can cause communication failures among cluster nodes. One set of nodes might be able to communicate together across a functioning part of a network but not be able to communicate with a different set of nodes in another part of the network. This is known as split brain in cluster or cluster partitioning. Now the partition which has quorum is allowed to continue running the application. The other partitions are removed from the cluster. Eg: In a 5 node cluster, consider what happens if nodes 1, 2, and 3 can communicate with each other but not with nodes 4 and 5. Nodes 1, 2, and 3 constitute a majority, and they continue running as a cluster. Nodes 4 and 5, being a minority, stop running as a cluster. If node 3 loses communication with other nodes, all nodes stop running as a cluster. However, all functioning nodes will continue to listen for communication, so that when the network begins working again, the cluster can form and begin to run. Below diagram demonstrates Quorum selection on a cluster partitioned into two sets. Cluster Quorum example","title":"Key Concepts"},{"location":"databases_nosql/key_concepts/#key-concepts","text":"Lets looks at some of the key concepts when we talk about NoSQL or distributed systems","title":"Key Concepts"},{"location":"databases_nosql/key_concepts/#cap-theorem","text":"In a keynote titled \u201c Towards Robust Distributed Systems \u201d at ACM\u2019s PODC symposium in 2000 Eric Brewer came up with the so-called CAP-theorem which is widely adopted today by large web companies as well as in the NoSQL community. The CAP acronym stands for C onsistency, A vailability & P artition Tolerance. Consistency It refers to how consistent a system is after an execution. A distributed system is called consistent when a write made by a source is available for all readers of that shared data. Different NoSQL systems support different levels of consistency. Availability It refers to how a system responds to loss of functionality of different systems due to hardware and software failures. A high availability implies that a system is still available to handle operations (reads and writes) when a certain part of the system is down due to a failure or upgrade. Partition Tolerance It is the ability of the system to continue operations in the event of a network partition. A network partition occurs when a failure causes two or more islands of networks where the systems can\u2019t talk to each other across the islands temporarily or permanently. Brewer alleges that one can at most choose two of these three characteristics in a shared-data system. The CAP-theorem states that a choice can only be made for two options out of consistency, availability and partition tolerance. A growing number of use cases in large scale applications tend to value reliability implying that availability & redundancy are more valuable than consistency. As a result these systems struggle to meet ACID properties. They attain this by loosening on the consistency requirement i.e Eventual Consistency. Eventual Consistency means that all readers will see writes, as time goes on: \u201cIn a steady state, the system will eventually return the last written value\u201d. Clients therefore may face an inconsistent state of data as updates are in progress. For instance, in a replicated database updates may go to one node which replicates the latest version to all other nodes that contain a replica of the modified dataset so that the replica nodes eventually will have the latest version. NoSQL systems support different levels of eventual consistency models. For example: Read Your Own Writes Consistency Clients will see their updates immediately after they are written. The reads can hit nodes other than the one where it was written. However they might not see updates by other clients immediately. Session Consistency Clients will see the updates to their data within a session scope. This generally indicates that reads & writes occur on the same server. Other clients using the same nodes will receive the same updates. Casual Consistency A system provides causal consistency if the following condition holds: write operations that are related by potential causality are seen by each process of the system in order. Different processes may observe concurrent writes in different orders Eventual consistency is useful if concurrent updates of the same partitions of data are unlikely and if clients do not immediately depend on reading updates issued by themselves or by other clients. Depending on what consistency model was chosen for the system (or parts of it), determines where the requests are routed, ex: replicas. CAP alternatives illustration Choice Traits Examples Consistency + Availability (Forfeit Partitions) 2-phase commits Cache invalidation protocols Single-site databases Cluster databases LDAP xFS file system Consistency + Partition tolerance (Forfeit Availability) Pessimistic locking Make minority partitions unavailable Distributed databases Distributed locking Majority protocols Availability + Partition tolerance (Forfeit Consistency) expirations/leases conflict resolution optimistic DNS Web caching","title":"CAP Theorem"},{"location":"databases_nosql/key_concepts/#versioning-of-data-in-distributed-systems","text":"When data is distributed across nodes, it can be modified on different nodes at the same time (assuming strict consistency is enforced). Questions arise on conflict resolution for concurrent updates. Some of the popular conflict resolution mechanism are Timestamps This is the most obvious solution. You sort updates based on chronological order and choose the latest update. However this relies on clock synchronization across different parts of the infrastructure. This gets even more complicated when parts of systems are spread across different geographic locations. Optimistic Locking You associate a unique value like a clock or counter with every data update. When a client wants to update data, it has to specify which version of data needs to be updated. This would mean you need to keep track of history of the data versions. Vector Clocks A vector clock is defined as a tuple of clock values from each node. In a distributed environment, each node maintains a tuple of such clock values which represent the state of the nodes itself and its peers/replicas. A clock value may be real timestamps derived from local clock or version no. Vector clocks illustration Vector clocks have the following advantages over other conflict resolution mechanism No dependency on synchronized clocks No total ordering of revision nos required for casual reasoning No need to store and maintain multiple versions of the data on different nodes.","title":"Versioning of Data in distributed systems"},{"location":"databases_nosql/key_concepts/#partitioning","text":"When the amount of data crosses the capacity of a single node, we need to think of splitting data, creating replicas for load balancing & disaster recovery. Depending on how dynamic the infrastructure is, we have a few approaches that we can take. Memory cached These are partitioned in-memory databases that are primarily used for transient data. These databases are generally used as a front for traditional RDBMS. Most frequently used data is replicated from a rdbms into a memory database to facilitate fast queries and to take the load off from backend DB\u2019s. A very common example is memcached or couchbase. Clustering Traditional cluster mechanisms abstract away the cluster topology from clients. A client need not know where the actual data is residing and which node it is talking to. Clustering is very commonly used in traditional RDBMS where it can help scaling the persistent layer to a certain extent. Separating reads from writes In this method, you will have multiple replicas hosting the same data. The incoming writes are typically sent to a single node (Leader) or multiple nodes (multi-Leader), while the rest of the replicas (Follower) handle reads requests. The leader replicates writes asynchronously to all followers. However the write lag can\u2019t be completely avoided. Sometimes a leader can crash before it replicates all the data to a follower. When this happens, a follower with the most consistent data can be turned into a leader. As you can realize now, it is hard to enforce full consistency in this model. You also need to consider the ratio of read vs write traffic. This model won\u2019t make sense when writes are higher than reads. The replication methods can also vary widely. Some systems do a complete transfer of state periodically, while others use a delta state transfer approach. You could also transfer the state by transferring the operations in order. The followers can then apply the same operations as the leader to catch up. Sharding Sharing refers to dividing data in such a way that data is distributed evenly (both in terms of storage & processing power) across a cluster of nodes. It can also imply data locality, which means similar & related data is stored together to facilitate faster access. A shard in turn can be further replicated to meet load balancing or disaster recovery requirements. A single shard replica might take in all writes (single leader) or multiple replicas can take writes (multi-leader). Reads can be distributed across multiple replicas. Since data is now distributed across multiple nodes, clients should be able to consistently figure out where data is hosted. We will look at some of the common techniques below. The downside of sharding is that joins between shards is not possible. So an upstream/downstream application has to aggregate the results from multiple shards. Sharding example","title":"Partitioning"},{"location":"databases_nosql/key_concepts/#hashing","text":"A hash function is a function that maps one piece of data\u2014typically describing some kind of object, often of arbitrary size\u2014to another piece of data, typically an integer, known as hash code , or simply hash . In a partitioned database, it is important to consistently map a key to a server/replica. For ex: you can use a very simple hash as a modulo function. _p = k mod n_ Where p -> partition, k -> primary key n -> no of nodes The downside of this simple hash is that, whenever the cluster topology changes, the data distribution also changes. When you are dealing with memory caches, it will be easy to distribute partitions around. Whenever a node joins/leaves a topology, partitions can reorder themselves, a cache miss can be re-populated from backend DB. However when you look at persistent data, it is not possible as the new node doesn\u2019t have the data needed to serve it. This brings us to consistent hashing.","title":"Hashing"},{"location":"databases_nosql/key_concepts/#consistent-hashing","text":"Consistent hashing is a distributed hashing scheme that operates independently of the number of servers or objects in a distributed hash table by assigning them a position on an abstract circle, or hash ring . This allows servers and objects to scale without affecting the overall system. Say that our hash function h() generates a 32-bit integer. Then, to determine to which server we will send a key k, we find the server s whose hash h(s) is the smallest integer that is larger than h(k). To make the process simpler, we assume the table is circular, which means that if we cannot find a server with a hash larger than h(k), we wrap around and start looking from the beginning of the array. Consistent hashing illustration In consistent hashing when a server is removed or added then only the keys from that server are relocated. For example, if server S3 is removed then, all keys from server S3 will be moved to server S4 but keys stored on server S4 and S2 are not relocated. But there is one problem, when server S3 is removed then keys from S3 are not equally distributed among remaining servers S4 and S2. They are only assigned to server S4 which increases the load on server S4. To evenly distribute the load among servers when a server is added or removed, it creates a fixed number of replicas ( known as virtual nodes) of each server and distributes it along the circle. So instead of server labels S1, S2 and S3, we will have S10 S11\u2026S19, S20 S21\u2026S29 and S30 S31\u2026S39. The factor for a number of replicas is also known as weight , depending on the situation. All keys which are mapped to replicas Sij are stored on server Si. To find a key we do the same thing, find the position of the key on the circle and then move forward until you find a server replica. If the server replica is Sij then the key is stored in server Si. Suppose server S3 is removed, then all S3 replicas with labels S30 S31 \u2026 S39 must be removed. Now the objects keys adjacent to S3X labels will be automatically re-assigned to S1X, S2X and S4X. All keys originally assigned to S1, S2 & S4 will not be moved. Similar things happen if we add a server. Suppose we want to add a server S5 as a replacement of S3 then we need to add labels S50 S51 \u2026 S59. In the ideal case, one-fourth of keys from S1, S2 and S4 will be reassigned to S5. When applied to persistent storages, further issues arise: if a node has left the scene, data stored on this node becomes unavailable, unless it has been replicated to other nodes before; in the opposite case of a new node joining the others, adjacent nodes are no longer responsible for some pieces of data which they still store but not get asked for anymore as the corresponding objects are no longer hashed to them by requesting clients. In order to address this issue, a replication factor (r) can be introduced. Introducing replicas in a partitioning scheme\u2014besides reliability benefits\u2014also makes it possible to spread workload for read requests that can go to any physical node responsible for a requested piece of data. Scalability doesn\u2019t work if the clients have to decide between multiple versions of the dataset, because they need to read from a quorum of servers which in turn reduces the efficiency of load balancing.","title":"Consistent Hashing"},{"location":"databases_nosql/key_concepts/#quorum","text":"Quorum is the minimum number of nodes in a cluster that must be online and be able to communicate with each other. If any additional node failure occurs beyond this threshold, the cluster will stop running. To attain a quorum, you need a majority of the nodes. Commonly it is (N/2 + 1), where N is the total no of nodes in the system. For ex, In a 3 node cluster, you need 2 nodes for a majority, In a 5 node cluster, you need 3 nodes for a majority, In a 6 node cluster, you need 4 nodes for a majority. Quorum example Network problems can cause communication failures among cluster nodes. One set of nodes might be able to communicate together across a functioning part of a network but not be able to communicate with a different set of nodes in another part of the network. This is known as split brain in cluster or cluster partitioning. Now the partition which has quorum is allowed to continue running the application. The other partitions are removed from the cluster. Eg: In a 5 node cluster, consider what happens if nodes 1, 2, and 3 can communicate with each other but not with nodes 4 and 5. Nodes 1, 2, and 3 constitute a majority, and they continue running as a cluster. Nodes 4 and 5, being a minority, stop running as a cluster. If node 3 loses communication with other nodes, all nodes stop running as a cluster. However, all functioning nodes will continue to listen for communication, so that when the network begins working again, the cluster can form and begin to run. Below diagram demonstrates Quorum selection on a cluster partitioned into two sets. Cluster Quorum example","title":"Quorum"},{"location":"databases_sql/concepts/","text":"Relational DBs are used for data storage. Even a file can be used to store data, but relational DBs are designed with specific goals: Efficiency Ease of access and management Organized Handle relations between data (represented as tables) Transaction: a unit of work that can comprise multiple statements, executed together ACID properties Set of properties that guarantee data integrity of DB transactions Atomicity: Each transaction is atomic (succeeds or fails completely) Consistency: Transactions only result in valid state (which includes rules, constraints, triggers etc.) Isolation: Each transaction is executed independently of others safely within a concurrent system Durability: Completed transactions will not be lost due to any later failures Let\u2019s take some examples to illustrate the above properties. Account A has a balance of \u20b9200 & B has \u20b9400. Account A is transferring \u20b9100 to Account B. This transaction has a deduction from sender and an addition into the recipient\u2019s balance. If the first operation passes successfully while the second fails, A\u2019s balance would be \u20b9100 while B would be having \u20b9400 instead of \u20b9500. Atomicity in a DB ensures this partially failed transaction is rolled back. If the second operation above fails, it leaves the DB inconsistent (sum of balance of accounts before and after the operation is not the same). Consistency ensures that this does not happen. There are three operations, one to calculate interest for A\u2019s account, another to add that to A\u2019s account, then transfer \u20b9100 from B to A. Without isolation guarantees, concurrent execution of these 3 operations may lead to a different outcome every time. What happens if the system crashes before the transactions are written to disk? Durability ensures that the changes are applied correctly during recovery. Relational data Tables represent relations Columns (fields) represent attributes Rows are individual records Schema describes the structure of DB SQL A query language to interact with and manage data. CRUD operations - create, read, update, delete queries Management operations - create DBs/tables/indexes etc, backup, import/export, users, access controls Exercise: Classify the below queries into the four types - DDL (definition), DML(manipulation), DCL(control) and TCL(transactions) and explain in detail. insert, create, drop, delete, update, commit, rollback, truncate, alter, grant, revoke You can practise these in the lab section . Constraints Rules for data that can be stored. Query fails if you violate any of these defined on a table. Primary key: one or more columns that contain UNIQUE values, and cannot contain NULL values. A table can have only ONE primary key. An index on it is created by default. Foreign key: links two tables together. Its value(s) match a primary key in a different table \\ Not null: Does not allow null values \\ Unique: Value of column must be unique across all rows \\ Default: Provides a default value for a column if none is specified during insert Check: Allows only particular values (like Balance >= 0) Indexes Most indexes use B+ tree structure. Why use them: Speeds up queries (in large tables that fetch only a few rows, min/max queries, by eliminating rows from consideration etc) Types of indexes: unique, primary key, fulltext, secondary Write-heavy loads, mostly full table scans or accessing large number of rows etc. do not benefit from indexes Joins Allows you to fetch related data from multiple tables, linking them together with some common field. Powerful but also resource-intensive and makes scaling databases difficult. This is the cause of many slow performing queries when run at scale, and the solution is almost always to find ways to reduce the joins. Access control DBs have privileged accounts for admin tasks, and regular accounts for clients. There are finegrained controls on what actions(DDL, DML etc. discussed earlier )are allowed for these accounts. DB first verifies the user credentials (authentication), and then examines whether this user is permitted to perform the request (authorization) by looking up these information in some internal tables. Other controls include activity auditing that allows examining the history of actions done by a user, and resource limits which define the number of queries, connections etc. allowed. Popular databases Commercial, closed source - Oracle, Microsoft SQL Server, IBM DB2 Open source with optional paid support - MySQL, MariaDB, PostgreSQL Individuals and small companies have always preferred open source DBs because of the huge cost associated with commercial software. In recent times, even large organizations have moved away from commercial software to open source alternatives because of the flexibility and cost savings associated with it. Lack of support is no longer a concern because of the paid support available from the developer and third parties. MySQL is the most widely used open source DB, and it is widely supported by hosting providers, making it easy for anyone to use. It is part of the popular Linux-Apache-MySQL-PHP ( LAMP ) stack that became popular in the 2000s. We have many more choices for a programming language, but the rest of that stack is still widely used.","title":"Key Concepts"},{"location":"databases_sql/concepts/#popular-databases","text":"Commercial, closed source - Oracle, Microsoft SQL Server, IBM DB2 Open source with optional paid support - MySQL, MariaDB, PostgreSQL Individuals and small companies have always preferred open source DBs because of the huge cost associated with commercial software. In recent times, even large organizations have moved away from commercial software to open source alternatives because of the flexibility and cost savings associated with it. Lack of support is no longer a concern because of the paid support available from the developer and third parties. MySQL is the most widely used open source DB, and it is widely supported by hosting providers, making it easy for anyone to use. It is part of the popular Linux-Apache-MySQL-PHP ( LAMP ) stack that became popular in the 2000s. We have many more choices for a programming language, but the rest of that stack is still widely used.","title":"Popular databases"},{"location":"databases_sql/conclusion/","text":"Conclusion We have covered basic concepts of SQL databases. We have also covered some of the tasks that an SRE may be responsible for - there is so much more to learn and do. We hope this course gives you a good start and inspires you to explore further. Further reading More practice with online resources like this one Normalization Routines , triggers Views Transaction isolation levels Sharding Setting up HA , monitoring , backups","title":"Conclusion"},{"location":"databases_sql/conclusion/#conclusion","text":"We have covered basic concepts of SQL databases. We have also covered some of the tasks that an SRE may be responsible for - there is so much more to learn and do. We hope this course gives you a good start and inspires you to explore further.","title":"Conclusion"},{"location":"databases_sql/conclusion/#further-reading","text":"More practice with online resources like this one Normalization Routines , triggers Views Transaction isolation levels Sharding Setting up HA , monitoring , backups","title":"Further reading"},{"location":"databases_sql/innodb/","text":"Why should you use this? General purpose, row level locking, ACID support, transactions, crash recovery and multi-version concurrency control etc. Architecture Key components: Memory: Buffer pool: LRU cache of frequently used data(table and index) to be processed directly from memory, which speeds up processing. Important for tuning performance. Change buffer: Caches changes to secondary index pages when those pages are not in the buffer pool and merges it when they are fetched. Merging may take a long time and impact live queries. It also takes up part of the buffer pool. Avoids the extra I/O to read secondary indexes in. Adaptive hash index: Supplements InnoDB\u2019s B-Tree indexes with fast hash lookup tables like a cache. Slight performance penalty for misses, also adds maintenance overhead of updating it. Hash collisions cause AHI rebuilding for large DBs. Log buffer: Holds log data before flush to disk. Size of each above memory is configurable, and impacts performance a lot. Requires careful analysis of workload, available resources, benchmarking and tuning for optimal performance. Disk: Tables: Stores data within rows and columns. Indexes: Helps find rows with specific column values quickly, avoids full table scans. Redo Logs: all transactions are written to them, and after a crash, the recovery process corrects data written by incomplete transactions and replays any pending ones. Undo Logs: Records associated with a single transaction that contains information about how to undo the latest change by a transaction.","title":"InnoDB"},{"location":"databases_sql/innodb/#why-should-you-use-this","text":"General purpose, row level locking, ACID support, transactions, crash recovery and multi-version concurrency control etc.","title":"Why should you use this?"},{"location":"databases_sql/innodb/#architecture","text":"","title":"Architecture"},{"location":"databases_sql/innodb/#key-components","text":"Memory: Buffer pool: LRU cache of frequently used data(table and index) to be processed directly from memory, which speeds up processing. Important for tuning performance. Change buffer: Caches changes to secondary index pages when those pages are not in the buffer pool and merges it when they are fetched. Merging may take a long time and impact live queries. It also takes up part of the buffer pool. Avoids the extra I/O to read secondary indexes in. Adaptive hash index: Supplements InnoDB\u2019s B-Tree indexes with fast hash lookup tables like a cache. Slight performance penalty for misses, also adds maintenance overhead of updating it. Hash collisions cause AHI rebuilding for large DBs. Log buffer: Holds log data before flush to disk. Size of each above memory is configurable, and impacts performance a lot. Requires careful analysis of workload, available resources, benchmarking and tuning for optimal performance. Disk: Tables: Stores data within rows and columns. Indexes: Helps find rows with specific column values quickly, avoids full table scans. Redo Logs: all transactions are written to them, and after a crash, the recovery process corrects data written by incomplete transactions and replays any pending ones. Undo Logs: Records associated with a single transaction that contains information about how to undo the latest change by a transaction.","title":"Key components:"},{"location":"databases_sql/intro/","text":"Relational Databases Prerequisites Complete Linux course Install Docker (for lab section) What to expect from this course You will have an understanding of what relational databases are, their advantages, and some MySQL specific concepts. What is not covered under this course In depth implementation details Advanced topics like normalization, sharding Specific tools for administration Introduction The main purpose of database systems is to manage data. This includes storage, adding new data, deleting unused data, updating existing data, retrieving data within a reasonable response time, other maintenance tasks to keep the system running etc. Pre-reads RDBMS Concepts Course Contents Key Concepts MySQL Architecture InnoDB Operational Concepts Lab Further Reading","title":"Introduction"},{"location":"databases_sql/intro/#relational-databases","text":"","title":"Relational Databases"},{"location":"databases_sql/intro/#prerequisites","text":"Complete Linux course Install Docker (for lab section)","title":"Prerequisites"},{"location":"databases_sql/intro/#what-to-expect-from-this-course","text":"You will have an understanding of what relational databases are, their advantages, and some MySQL specific concepts.","title":"What to expect from this course"},{"location":"databases_sql/intro/#what-is-not-covered-under-this-course","text":"In depth implementation details Advanced topics like normalization, sharding Specific tools for administration","title":"What is not covered under this course"},{"location":"databases_sql/intro/#introduction","text":"The main purpose of database systems is to manage data. This includes storage, adding new data, deleting unused data, updating existing data, retrieving data within a reasonable response time, other maintenance tasks to keep the system running etc.","title":"Introduction"},{"location":"databases_sql/intro/#pre-reads","text":"RDBMS Concepts","title":"Pre-reads"},{"location":"databases_sql/intro/#course-contents","text":"Key Concepts MySQL Architecture InnoDB Operational Concepts Lab Further Reading","title":"Course Contents"},{"location":"databases_sql/lab/","text":"Prerequisites Install Docker Setup Create a working directory named sos or something similar, and cd into it. Enter the following into a file named my.cnf under a directory named custom. sos $ cat custom/my.cnf [mysqld] # These settings apply to MySQL server # You can set port, socket path, buffer size etc. # Below, we are configuring slow query settings slow_query_log=1 slow_query_log_file=/var/log/mysqlslow.log long_query_time=0.1 Start a container and enable slow query log with the following: sos $ docker run --name db -v custom:/etc/mysql/conf.d -e MYSQL_ROOT_PASSWORD=realsecret -d mysql:8 sos $ docker cp custom/mysqld.cnf $(docker ps -qf \"name=db\"):/etc/mysql/conf.d/custom.cnf sos $ docker restart $(docker ps -qf \"name=db\") Import a sample database sos $ git clone git@github.com:datacharmer/test_db.git sos $ docker cp test_db $(docker ps -qf \"name=db\"):/home/test_db/ sos $ docker exec -it $(docker ps -qf \"name=db\") bash root@3ab5b18b0c7d:/# cd /home/test_db/ root@3ab5b18b0c7d:/# mysql -uroot -prealsecret mysql < employees.sql root@3ab5b18b0c7d:/etc# touch /var/log/mysqlslow.log root@3ab5b18b0c7d:/etc# chown mysql:mysql /var/log/mysqlslow.log Workshop 1: Run some sample queries Run the following $ mysql -uroot -prealsecret mysql mysql> # inspect DBs and tables # the last 4 are MySQL internal DBs mysql> show databases; +--------------------+ | Database | +--------------------+ | employees | | information_schema | | mysql | | performance_schema | | sys | +--------------------+ > use employees; mysql> show tables; +----------------------+ | Tables_in_employees | +----------------------+ | current_dept_emp | | departments | | dept_emp | | dept_emp_latest_date | | dept_manager | | employees | | salaries | | titles | +----------------------+ # read a few rows mysql> select * from employees limit 5; # filter data by conditions mysql> select count(*) from employees where gender = 'M' limit 5; # find count of particular data mysql> select count(*) from employees where first_name = 'Sachin'; Workshop 2: Use explain and explain analyze to profile a query, identify and add indexes required for improving performance # View all indexes on table #(\\G is to output horizontally, replace it with a ; to get table output) mysql> show index from employees from employees\\G *************************** 1. row *************************** Table: employees Non_unique: 0 Key_name: PRIMARY Seq_in_index: 1 Column_name: emp_no Collation: A Cardinality: 299113 Sub_part: NULL Packed: NULL Null: Index_type: BTREE Comment: Index_comment: Visible: YES Expression: NULL # This query uses an index, idenitfied by 'key' field # By prefixing explain keyword to the command, # we get query plan (including key used) mysql> explain select * from employees where emp_no < 10005\\G *************************** 1. row *************************** id: 1 select_type: SIMPLE table: employees partitions: NULL type: range possible_keys: PRIMARY key: PRIMARY key_len: 4 ref: NULL rows: 4 filtered: 100.00 Extra: Using where # Compare that to the next query which does not utilize any index mysql> explain select first_name, last_name from employees where first_name = 'Sachin'\\G *************************** 1. row *************************** id: 1 select_type: SIMPLE table: employees partitions: NULL type: ALL possible_keys: NULL key: NULL key_len: NULL ref: NULL rows: 299113 filtered: 10.00 Extra: Using where # Let's see how much time this query takes mysql> explain analyze select first_name, last_name from employees where first_name = 'Sachin'\\G *************************** 1. row *************************** EXPLAIN: -> Filter: (employees.first_name = 'Sachin') (cost=30143.55 rows=29911) (actual time=28.284..3952.428 rows=232 loops=1) -> Table scan on employees (cost=30143.55 rows=299113) (actual time=0.095..1996.092 rows=300024 loops=1) # Cost(estimated by query planner) is 30143.55 # actual time=28.284ms for first row, 3952.428 for all rows # Now lets try adding an index and running the query again mysql> create index idx_firstname on employees(first_name); Query OK, 0 rows affected (1.25 sec) Records: 0 Duplicates: 0 Warnings: 0 mysql> explain analyze select first_name, last_name from employees where first_name = 'Sachin'; +--------------------------------------------------------------------------------------------------------------------------------------------+ | EXPLAIN | +--------------------------------------------------------------------------------------------------------------------------------------------+ | -> Index lookup on employees using idx_firstname (first_name='Sachin') (cost=81.20 rows=232) (actual time=0.551..2.934 rows=232 loops=1) | +--------------------------------------------------------------------------------------------------------------------------------------------+ 1 row in set (0.01 sec) # Actual time=0.551ms for first row # 2.934ms for all rows. A huge improvement! # Also notice that the query involves only an index lookup, # and no table scan (reading all rows of table) # ..which vastly reduces load on the DB. Workshop 3: Identify slow queries on a MySQL server # Run the command below in two terminal tabs to open two shells into the container. docker exec -it $(docker ps -qf \"name=db\") bash # Open a mysql prompt in one of them and execute this command # We have configured to log queries that take longer than 1s, # so this sleep(3) will be logged mysql -uroot -prealsecret mysql mysql> sleep(3); # Now, in the other terminal, tail the slow log to find details about the query root@62c92c89234d:/etc# tail -f /var/log/mysqlslow.log /usr/sbin/mysqld, Version: 8.0.21 (MySQL Community Server - GPL). started with: Tcp port: 3306 Unix socket: /var/run/mysqld/mysqld.sock Time Id Command Argument # Time: 2020-11-26T14:53:44.822348Z # User@Host: root[root] @ localhost [] Id: 9 # Query_time: 5.404938 Lock_time: 0.000000 Rows_sent: 1 Rows_examined: 1 use employees; # Time: 2020-11-26T14:53:58.015736Z # User@Host: root[root] @ localhost [] Id: 9 # Query_time: 10.000225 Lock_time: 0.000000 Rows_sent: 1 Rows_examined: 1 SET timestamp=1606402428; select sleep(3); These were simulated examples with minimal complexity. In real life, the queries would be much more complex and the explain/analyze and slow query logs would have more details.","title":"Lab"},{"location":"databases_sql/mysql/","text":"MySQL architecture MySQL architecture enables you to select the right storage engine for your needs, and abstracts away all implementation details from the end users (application engineers and DBA ) who only need to know a consistent stable API. Application layer: Connection handling - each client gets its own connection which is cached for the duration of access) Authentication - server checks (username,password,host) info of client and allows/rejects connection Security: server determines whether the client has privileges to execute each query (check with show privileges command) Server layer: Services and utilities - backup/restore, replication, cluster etc SQL interface - clients run queries for data access and manipulation SQL parser - creates a parse tree from the query (lexical/syntactic/semantic analysis and code generation) Optimizer - optimizes queries using various algorithms and data available to it(table level stats), modifies queries, order of scanning, indexes to use etc. (check with explain command) Caches and buffers - cache stores query results, buffer pool(InnoDB) stores table and index data in LRU fashion Storage engine options: InnoDB: most widely used, transaction support, ACID compliant, supports row-level locking, crash recovery and multi-version concurrency control. Default since MySQL 5.5+. MyISAM: fast, does not support transactions, provides table-level locking, great for read-heavy workloads, mostly in web and data warehousing. Default upto MySQL 5.1. Archive: optimised for high speed inserts, compresses data as it is inserted, does not support transactions, ideal for storing and retrieving large amounts of seldom referenced historical, archived data Memory: tables in memory. Fastest engine, supports table-level locking, does not support transactions, ideal for creating temporary tables or quick lookups, data is lost after a shutdown CSV: stores data in CSV files, great for integrating into other applications that use this format \u2026 etc. It is possible to migrate from one storage engine to another. But this migration locks tables for all operations and is not online, as it changes the physical layout of the data. It takes a long time and is generally not recommended. Hence, choosing the right storage engine at the beginning is important. General guideline is to use InnoDB unless you have a specific need for one of the other storage engines. Running mysql> SHOW ENGINES; shows you the supported engines on your MySQL server.","title":"MySQL"},{"location":"databases_sql/mysql/#mysql-architecture","text":"MySQL architecture enables you to select the right storage engine for your needs, and abstracts away all implementation details from the end users (application engineers and DBA ) who only need to know a consistent stable API. Application layer: Connection handling - each client gets its own connection which is cached for the duration of access) Authentication - server checks (username,password,host) info of client and allows/rejects connection Security: server determines whether the client has privileges to execute each query (check with show privileges command) Server layer: Services and utilities - backup/restore, replication, cluster etc SQL interface - clients run queries for data access and manipulation SQL parser - creates a parse tree from the query (lexical/syntactic/semantic analysis and code generation) Optimizer - optimizes queries using various algorithms and data available to it(table level stats), modifies queries, order of scanning, indexes to use etc. (check with explain command) Caches and buffers - cache stores query results, buffer pool(InnoDB) stores table and index data in LRU fashion Storage engine options: InnoDB: most widely used, transaction support, ACID compliant, supports row-level locking, crash recovery and multi-version concurrency control. Default since MySQL 5.5+. MyISAM: fast, does not support transactions, provides table-level locking, great for read-heavy workloads, mostly in web and data warehousing. Default upto MySQL 5.1. Archive: optimised for high speed inserts, compresses data as it is inserted, does not support transactions, ideal for storing and retrieving large amounts of seldom referenced historical, archived data Memory: tables in memory. Fastest engine, supports table-level locking, does not support transactions, ideal for creating temporary tables or quick lookups, data is lost after a shutdown CSV: stores data in CSV files, great for integrating into other applications that use this format \u2026 etc. It is possible to migrate from one storage engine to another. But this migration locks tables for all operations and is not online, as it changes the physical layout of the data. It takes a long time and is generally not recommended. Hence, choosing the right storage engine at the beginning is important. General guideline is to use InnoDB unless you have a specific need for one of the other storage engines. Running mysql> SHOW ENGINES; shows you the supported engines on your MySQL server.","title":"MySQL architecture"},{"location":"databases_sql/operations/","text":"Explain and explain+analyze EXPLAIN <query> analyzes query plans from the optimizer, including how tables are joined, which tables/rows are scanned etc. Explain analyze shows the above and additional info like execution cost, number of rows returned, time taken etc. This knowledge is useful to tweak queries and add indexes. Watch this performance tuning tutorial video . Checkout the lab section for a hands-on about indexes. Slow query logs Used to identify slow queries (configurable threshold), enabled in config or dynamically with a query Checkout the lab section about identifying slow queries. User management This includes creation and changes to users, like managing privileges, changing password etc. Backup and restore strategies, pros and cons Logical backup using mysqldump - slower but can be done online Physical backup (copy data directory or use xtrabackup) - quick backup/recovery. Copying data directory requires locking or shut down. xtrabackup is an improvement because it supports backups without shutting down (hot backup). Others - PITR, snapshots etc. Crash recovery process using redo logs After a crash, when you restart server it reads redo logs and replays modifications to recover Monitoring MySQL Key MySQL metrics: reads, writes, query runtime, errors, slow queries, connections, running threads, InnoDB metrics Key OS metrics: CPU, load, memory, disk I/O, network Replication Copies data from one instance to one or more instances. Helps in horizontal scaling, data protection, analytics and performance. Binlog dump thread on primary, replication I/O and SQL threads on secondary. Strategies include the standard async, semi async or group replication. High Availability Ability to cope with failure at software, hardware and network level. Essential for anyone who needs 99.9%+ uptime. Can be implemented with replication or clustering solutions from MySQL, Percona, Oracle etc. Requires expertise to setup and maintain. Failover can be manual, scripted or using tools like Orchestrator. Data directory Data is stored in a particular directory, with nested directories for the data contained in each database. There are also MySQL log files, InnoDB log files, server process ID file and some other configs. The data directory is configurable. MySQL configuration This can be done by passing parameters during startup , or in a file . There are a few standard paths where MySQL looks for config files, /etc/my.cnf is one of the commonly used paths. These options are organized under headers (mysqld for server and mysql for client), you can explore them more in the lab that follows. Logs MySQL has logs for various purposes - general query log, errors, binary logs (for replication), slow query log. Only error log is enabled by default (to reduce I/O and storage requirement), the others can be enabled when required - by specifying config parameters at startup or running commands at runtime. Log destination can also be tweaked with config parameters.","title":"Operational Concepts"},{"location":"git/branches/","text":"Working With Branches Coming back to our local repo which has two commits. So far, what we have is a single line of history. Commits are chained in a single line. But sometimes you may have a need to work on two different features in parallel in the same repo. Now one option here could be making a new folder/repo with the same code and use that for another feature development. But there's a better way. Use branches. Since git follows tree like structure for commits, we can use branches to work on different sets of features. From a commit, two or more branches can be created and branches can also be merged. Using branches, there can exist multiple lines of histories and we can checkout to any of them and work on it. Checking out, as we discussed earlier, would simply mean replacing contents of the directory (repo) with the snapshot at the checked out version. Let's create a branch and see how it looks like: $ git branch b1 $ git log --oneline --graph * 7f3b00e (HEAD -> master, b1) adding file 2 * df2fb7a adding file 1 We create a branch called b1 . Git log tells us that b1 also points to the last commit (7f3b00e) but the HEAD is still pointing to master. If you remember, HEAD points to the commit/reference wherever you are checkout to. So if we checkout to b1 , HEAD should point to that. Let's confirm: $ git checkout b1 Switched to branch 'b1' $ git log --oneline --graph * 7f3b00e (HEAD -> b1, master) adding file 2 * df2fb7a adding file 1 b1 still points to the same commit but HEAD now points to b1 . Since we create a branch at commit 7f3b00e , there will be two lines of histories starting this commit. Depending on which branch you are checked out on, the line of history will progress. At this moment, we are checked out on branch b1 , so making a new commit will advance branch reference b1 to that commit and current b1 commit will become its parent. Let's do that. # Creating a file and making a commit $ echo \"I am a file in b1 branch\" > b1.txt $ git add b1.txt $ git commit -m \"adding b1 file\" [b1 872a38f] adding b1 file 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The new line of history $ git log --oneline --graph * 872a38f (HEAD -> b1) adding b1 file * 7f3b00e (master) adding file 2 * df2fb7a adding file 1 $ Do note that master is still pointing to the old commit it was pointing to. We can now checkout to master branch and make commits there. This will result in another line of history starting from commit 7f3b00e. # checkout to master branch $ git checkout master Switched to branch 'master' # Creating a new commit on master branch $ echo \"new file in master branch\" > master.txt $ git add master.txt $ git commit -m \"adding master.txt file\" [master 60dc441] adding master.txt file 1 file changed, 1 insertion(+) create mode 100644 master.txt # The history line $ git log --oneline --graph * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Notice how branch b1 is not visible here since we are on the master. Let's try to visualize both to get the whole picture: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Above tree structure should make things clear. Notice a clear branch/fork on commit 7f3b00e. This is how we create branches. Now they both are two separate lines of history on which feature development can be done independently. To reiterate, internally, git is just a tree of commits. Branch names (human readable) are pointers to those commits in the tree. We use various git commands to work with the tree structure and references. Git accordingly modifies contents of our repo. Merges Now say the feature you were working on branch b1 is complete and you need to merge it on master branch, where all the final version of code goes. So first you will checkout to branch master and then you pull the latest code from upstream (eg: GitHub). Then you need to merge your code from b1 into master. There could be two ways this can be done. Here is the current history: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 1: Directly merge the branch. Merging the branch b1 into master will result in a new merge commit. This will merge changes from two different lines of history and create a new commit of the result. $ git merge b1 Merge made by the 'recursive' strategy. b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt $ git log --oneline --graph --all * 8fc28f9 (HEAD -> master) Merge branch 'b1' |\\ | * 872a38f (b1) adding b1 file * | 60dc441 adding master.txt file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see a new merge commit created (8fc28f9). You will be prompted for the commit message. If there are a lot of branches in the repo, this result will end-up with a lot of merge commits. Which looks ugly compared to a single line of history of development. So let's look at an alternative approach First let's reset our last merge and go to the previous state. $ git reset --hard 60dc441 HEAD is now at 60dc441 adding master.txt file $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 2: Rebase. Now, instead of merging two branches which has a similar base (commit: 7f3b00e), let us rebase branch b1 on to current master. What this means is take branch b1 (from commit 7f3b00e to commit 872a38f) and rebase (put them on top of) master (60dc441). # Switch to b1 $ git checkout b1 Switched to branch 'b1' # Rebase (b1 which is current branch) on master $ git rebase master First, rewinding head to replay your work on top of it... Applying: adding b1 file # The result $ git log --oneline --graph --all * 5372c8f (HEAD -> b1) adding b1 file * 60dc441 (master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see b1 which had 1 commit. That commit's parent was 7f3b00e . But since we rebase it on master ( 60dc441 ). That becomes the parent now. As a side effect, you also see it has become a single line of history. Now if we were to merge b1 into master , it would simply mean change master to point to 5372c8f which is b1 . Let's try it: # checkout to master since we want to merge code into master $ git checkout master Switched to branch 'master' # the current history, where b1 is based on master $ git log --oneline --graph --all * 5372c8f (b1) adding b1 file * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 # Performing the merge, notice the \"fast-forward\" message $ git merge b1 Updating 60dc441..5372c8f Fast-forward b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The Result $ git log --oneline --graph --all * 5372c8f (HEAD -> master, b1) adding b1 file * 60dc441 adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Now you see both b1 and master are pointing to the same commit. Your code has been merged to the master branch and it can be pushed. Also we have clean line of history! :D","title":"Working With Branches"},{"location":"git/branches/#working-with-branches","text":"Coming back to our local repo which has two commits. So far, what we have is a single line of history. Commits are chained in a single line. But sometimes you may have a need to work on two different features in parallel in the same repo. Now one option here could be making a new folder/repo with the same code and use that for another feature development. But there's a better way. Use branches. Since git follows tree like structure for commits, we can use branches to work on different sets of features. From a commit, two or more branches can be created and branches can also be merged. Using branches, there can exist multiple lines of histories and we can checkout to any of them and work on it. Checking out, as we discussed earlier, would simply mean replacing contents of the directory (repo) with the snapshot at the checked out version. Let's create a branch and see how it looks like: $ git branch b1 $ git log --oneline --graph * 7f3b00e (HEAD -> master, b1) adding file 2 * df2fb7a adding file 1 We create a branch called b1 . Git log tells us that b1 also points to the last commit (7f3b00e) but the HEAD is still pointing to master. If you remember, HEAD points to the commit/reference wherever you are checkout to. So if we checkout to b1 , HEAD should point to that. Let's confirm: $ git checkout b1 Switched to branch 'b1' $ git log --oneline --graph * 7f3b00e (HEAD -> b1, master) adding file 2 * df2fb7a adding file 1 b1 still points to the same commit but HEAD now points to b1 . Since we create a branch at commit 7f3b00e , there will be two lines of histories starting this commit. Depending on which branch you are checked out on, the line of history will progress. At this moment, we are checked out on branch b1 , so making a new commit will advance branch reference b1 to that commit and current b1 commit will become its parent. Let's do that. # Creating a file and making a commit $ echo \"I am a file in b1 branch\" > b1.txt $ git add b1.txt $ git commit -m \"adding b1 file\" [b1 872a38f] adding b1 file 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The new line of history $ git log --oneline --graph * 872a38f (HEAD -> b1) adding b1 file * 7f3b00e (master) adding file 2 * df2fb7a adding file 1 $ Do note that master is still pointing to the old commit it was pointing to. We can now checkout to master branch and make commits there. This will result in another line of history starting from commit 7f3b00e. # checkout to master branch $ git checkout master Switched to branch 'master' # Creating a new commit on master branch $ echo \"new file in master branch\" > master.txt $ git add master.txt $ git commit -m \"adding master.txt file\" [master 60dc441] adding master.txt file 1 file changed, 1 insertion(+) create mode 100644 master.txt # The history line $ git log --oneline --graph * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Notice how branch b1 is not visible here since we are on the master. Let's try to visualize both to get the whole picture: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Above tree structure should make things clear. Notice a clear branch/fork on commit 7f3b00e. This is how we create branches. Now they both are two separate lines of history on which feature development can be done independently. To reiterate, internally, git is just a tree of commits. Branch names (human readable) are pointers to those commits in the tree. We use various git commands to work with the tree structure and references. Git accordingly modifies contents of our repo.","title":"Working With Branches"},{"location":"git/branches/#merges","text":"Now say the feature you were working on branch b1 is complete and you need to merge it on master branch, where all the final version of code goes. So first you will checkout to branch master and then you pull the latest code from upstream (eg: GitHub). Then you need to merge your code from b1 into master. There could be two ways this can be done. Here is the current history: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 1: Directly merge the branch. Merging the branch b1 into master will result in a new merge commit. This will merge changes from two different lines of history and create a new commit of the result. $ git merge b1 Merge made by the 'recursive' strategy. b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt $ git log --oneline --graph --all * 8fc28f9 (HEAD -> master) Merge branch 'b1' |\\ | * 872a38f (b1) adding b1 file * | 60dc441 adding master.txt file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see a new merge commit created (8fc28f9). You will be prompted for the commit message. If there are a lot of branches in the repo, this result will end-up with a lot of merge commits. Which looks ugly compared to a single line of history of development. So let's look at an alternative approach First let's reset our last merge and go to the previous state. $ git reset --hard 60dc441 HEAD is now at 60dc441 adding master.txt file $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 2: Rebase. Now, instead of merging two branches which has a similar base (commit: 7f3b00e), let us rebase branch b1 on to current master. What this means is take branch b1 (from commit 7f3b00e to commit 872a38f) and rebase (put them on top of) master (60dc441). # Switch to b1 $ git checkout b1 Switched to branch 'b1' # Rebase (b1 which is current branch) on master $ git rebase master First, rewinding head to replay your work on top of it... Applying: adding b1 file # The result $ git log --oneline --graph --all * 5372c8f (HEAD -> b1) adding b1 file * 60dc441 (master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see b1 which had 1 commit. That commit's parent was 7f3b00e . But since we rebase it on master ( 60dc441 ). That becomes the parent now. As a side effect, you also see it has become a single line of history. Now if we were to merge b1 into master , it would simply mean change master to point to 5372c8f which is b1 . Let's try it: # checkout to master since we want to merge code into master $ git checkout master Switched to branch 'master' # the current history, where b1 is based on master $ git log --oneline --graph --all * 5372c8f (b1) adding b1 file * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 # Performing the merge, notice the \"fast-forward\" message $ git merge b1 Updating 60dc441..5372c8f Fast-forward b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The Result $ git log --oneline --graph --all * 5372c8f (HEAD -> master, b1) adding b1 file * 60dc441 adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Now you see both b1 and master are pointing to the same commit. Your code has been merged to the master branch and it can be pushed. Also we have clean line of history! :D","title":"Merges"},{"location":"git/conclusion/","text":"What next from here? There are a lot of git commands and features which we have not explored here. But with the base built-up, be sure to explore concepts like Cherrypick Squash Amend Stash Reset","title":"Conclusion"},{"location":"git/conclusion/#what-next-from-here","text":"There are a lot of git commands and features which we have not explored here. But with the base built-up, be sure to explore concepts like Cherrypick Squash Amend Stash Reset","title":"What next from here?"},{"location":"git/git-basics/","text":"Git Prerequisites Have Git installed https://git-scm.com/downloads Have taken any git high level tutorial or following LinkedIn learning courses https://www.linkedin.com/learning/git-essential-training-the-basics/ https://www.linkedin.com/learning/git-branches-merges-and-remotes/ The Official Git Docs What to expect from this course As an engineer in the field of computer science, having knowledge of version control tools becomes almost a requirement. While there are a lot of version control tools that exist today like SVN, Mercurial, etc, Git perhaps is the most used one and this course we will be working with Git. While this course does not start with Git 101 and expects basic knowledge of git as a prerequisite, it will reintroduce the git concepts known by you with details covering what is happening under the hood as you execute various git commands. So that next time you run a git command, you will be able to press enter more confidently! What is not covered under this course Advanced usage and specifics of internal implementation details of Git. Course Contents Git Basics Working with Branches Git with Github Hooks Git Basics Though you might be aware already, let's revisit why we need a version control system. As the project grows and multiple developers start working on it, an efficient method for collaboration is warranted. Git helps the team collaborate easily and also maintains the history of the changes happening with the codebase. Creating a Git Repo Any folder can be converted into a git repository. After executing the following command, we will see a .git folder within the folder, which makes our folder a git repository. All the magic that git does, .git folder is the enabler for the same. # creating an empty folder and changing current dir to it $ cd /tmp $ mkdir school-of-sre $ cd school-of-sre/ # initialize a git repo $ git init Initialized empty Git repository in /private/tmp/school-of-sre/.git/ As the output says, an empty git repo has been initialized in our folder. Let's take a look at what is there. $ ls .git/ HEAD config description hooks info objects refs There are a bunch of folders and files in the .git folder. As I said, all these enables git to do its magic. We will look into some of these folders and files. But for now, what we have is an empty git repository. Tracking a File Now as you might already know, let us create a new file in our repo (we will refer to the folder as repo now.) And see git status $ echo \"I am file 1\" > file1.txt $ git status On branch master No commits yet Untracked files: (use \"git add <file>...\" to include in what will be committed) file1.txt nothing added to commit but untracked files present (use \"git add\" to track) The current git status says No commits yet and there is one untracked file. Since we just created the file, git is not tracking that file. We explicitly need to ask git to track files and folders. (also checkout gitignore ) And how we do that is via git add command as suggested in the above output. Then we go ahead and create a commit. $ git add file1.txt $ git status On branch master No commits yet Changes to be committed: (use \"git rm --cached <file>...\" to unstage) new file: file1.txt $ git commit -m \"adding file 1\" [master (root-commit) df2fb7a] adding file 1 1 file changed, 1 insertion(+) create mode 100644 file1.txt Notice how after adding the file, git status says Changes to be committed: . What it means is whatever is listed there, will be included in the next commit. Then we go ahead and create a commit, with an attached messaged via -m . More About a Commit Commit is a snapshot of the repo. Whenever a commit is made, a snapshot of the current state of repo (the folder) is taken and saved. Each commit has a unique ID. ( df2fb7a for the commit we made in the previous step). As we keep adding/changing more and more contents and keep making commits, all those snapshots are stored by git. Again, all this magic happens inside the .git folder. This is where all this snapshot or versions are stored in an efficient manner. Adding More Changes Let us create one more file and commit the change. It would look the same as the previous commit we made. $ echo \"I am file 2\" > file2.txt $ git add file2.txt $ git commit -m \"adding file 2\" [master 7f3b00e] adding file 2 1 file changed, 1 insertion(+) create mode 100644 file2.txt A new commit with ID 7f3b00e has been created. You can issue git status at any time to see the state of the repository. **IMPORTANT: Note that commit IDs are long string (SHA) but we can refer to a commit by its initial few (8 or more) characters too. We will interchangeably using shorter and longer commit IDs.** Now that we have two commits, let's visualize them: $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 git log , as the name suggests, prints the log of all the git commits. Here you see two additional arguments, --oneline prints the shorter version of the log, ie: the commit message only and not the person who made the commit and when. --graph prints it in graph format. Now at this moment the commits might look like just one in each line but all commits are stored as a tree like data structure internally by git. That means there can be two or more children commits of a given commit. And not just a single line of commits. We will look more into this part when we get to the Branches section. For now this is our commit history: df2fb7a ===> 7f3b00e Are commits really linked? As I just said, the two commits we just made are linked via tree like data structure and we saw how they are linked. But let's actually verify it. Everything in git is an object. Newly created files are stored as an object. Changes to file are stored as an objects and even commits are objects. To view contents of an object we can use the following command with the object's ID. We will take a look at the contents of the second commit $ git cat-file -p 7f3b00e tree ebf3af44d253e5328340026e45a9fa9ae3ea1982 parent df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a author Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 committer Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 adding file 2 Take a note of parent attribute in the above output. It points to the commit id of the first commit we made. So this proves that they are linked! Additionally you can see the second commit's message in this object. As I said all this magic is enabled by .git folder and the object to which we are looking at also is in that folder. $ ls .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 It is stored in .git/objects/ folder. All the files and changes to them as well are stored in this folder. The Version Control part of Git We already can see two commits (versions) in our git log. One thing a version control tool gives you is ability to browse back and forth in history. For example: some of your users are running an old version of code and they are reporting an issue. In order to debug the issue, you need access to the old code. The one in your current repo is the latest code. In this example, you are working on the second commit (7f3b00e) and someone reported an issue with the code snapshot at commit (df2fb7a). This is how you would get access to the code at any older commit # Current contents, two files present $ ls file1.txt file2.txt # checking out to (an older) commit $ git checkout df2fb7a Note: checking out 'df2fb7a'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by performing another checkout. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -b with the checkout command again. Example: git checkout -b <new-branch-name> HEAD is now at df2fb7a adding file 1 # checking contents, can verify it has old contents $ ls file1.txt So this is how we would get access to old versions/snapshots. All we need is a reference to that snapshot. Upon executing git checkout ... , what git does for you is use the .git folder, see what was the state of things (files and folders) at that version/reference and replace the contents of current directory with those contents. The then-existing content will no longer be present in the local dir (repo) but we can and will still get access to them because they are tracked via git commit and .git folder has them stored/tracked. Reference I mention in the previous section that we need a reference to the version. By default, git repo is made of tree of commits. And each commit has a unique IDs. But the unique ID is not the only thing we can reference commits via. There are multiple ways to reference commits. For example: HEAD is a reference to current commit. Whatever commit your repo is checked out at, HEAD will point to that. HEAD~1 is reference to previous commit. So while checking out previous version in section above, we could have done git checkout HEAD~1 . Similarly, master is also a reference (to a branch). Since git uses tree like structure to store commits, there of course will be branches. And the default branch is called master . Master (or any branch reference) will point to the latest commit in the branch. Even though we have checked out to the previous commit in out repo, master still points to the latest commit. And we can get back to the latest version by checkout at master reference $ git checkout master Previous HEAD position was df2fb7a adding file 1 Switched to branch 'master' # now we will see latest code, with two files $ ls file1.txt file2.txt Note, instead of master in above command, we could have used commit's ID as well. References and The Magic Let's look at the state of things. Two commits, master and HEAD references are pointing to the latest commit $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 The magic? Let's examine these files: $ cat .git/refs/heads/master 7f3b00eaa957815884198e2fdfec29361108d6a9 Viola! Where master is pointing to is stored in a file. Whenever git needs to know where master reference is pointing to, or if git needs to update where master points, it just needs to update the file above. So when you create a new commit, a new commit is created on top of the current commit and the master file is updated with the new commit's ID. Similary, for HEAD reference: $ cat .git/HEAD ref: refs/heads/master We can see HEAD is pointing to a reference called refs/heads/master . So HEAD will point where ever the master points. Little Adventure We discussed how git will update the files as we execute commands. But let's try to do it ourselves, by hand, and see what happens. $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 Now let's change master to point to the previous/first commit. $ echo df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a > .git/refs/heads/master $ git log --oneline --graph * df2fb7a (HEAD -> master) adding file 1 # RESETTING TO ORIGINAL $ echo 7f3b00eaa957815884198e2fdfec29361108d6a9 > .git/refs/heads/master $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 We just edited the master reference file and now we can see only the first commit in git log. Undoing the change to the file brings the state back to original. Not so much of magic, is it?","title":"Git Basics"},{"location":"git/git-basics/#git","text":"","title":"Git"},{"location":"git/git-basics/#prerequisites","text":"Have Git installed https://git-scm.com/downloads Have taken any git high level tutorial or following LinkedIn learning courses https://www.linkedin.com/learning/git-essential-training-the-basics/ https://www.linkedin.com/learning/git-branches-merges-and-remotes/ The Official Git Docs","title":"Prerequisites"},{"location":"git/git-basics/#what-to-expect-from-this-course","text":"As an engineer in the field of computer science, having knowledge of version control tools becomes almost a requirement. While there are a lot of version control tools that exist today like SVN, Mercurial, etc, Git perhaps is the most used one and this course we will be working with Git. While this course does not start with Git 101 and expects basic knowledge of git as a prerequisite, it will reintroduce the git concepts known by you with details covering what is happening under the hood as you execute various git commands. So that next time you run a git command, you will be able to press enter more confidently!","title":"What to expect from this course"},{"location":"git/git-basics/#what-is-not-covered-under-this-course","text":"Advanced usage and specifics of internal implementation details of Git.","title":"What is not covered under this course"},{"location":"git/git-basics/#course-contents","text":"Git Basics Working with Branches Git with Github Hooks","title":"Course Contents"},{"location":"git/git-basics/#git-basics","text":"Though you might be aware already, let's revisit why we need a version control system. As the project grows and multiple developers start working on it, an efficient method for collaboration is warranted. Git helps the team collaborate easily and also maintains the history of the changes happening with the codebase.","title":"Git Basics"},{"location":"git/git-basics/#creating-a-git-repo","text":"Any folder can be converted into a git repository. After executing the following command, we will see a .git folder within the folder, which makes our folder a git repository. All the magic that git does, .git folder is the enabler for the same. # creating an empty folder and changing current dir to it $ cd /tmp $ mkdir school-of-sre $ cd school-of-sre/ # initialize a git repo $ git init Initialized empty Git repository in /private/tmp/school-of-sre/.git/ As the output says, an empty git repo has been initialized in our folder. Let's take a look at what is there. $ ls .git/ HEAD config description hooks info objects refs There are a bunch of folders and files in the .git folder. As I said, all these enables git to do its magic. We will look into some of these folders and files. But for now, what we have is an empty git repository.","title":"Creating a Git Repo"},{"location":"git/git-basics/#tracking-a-file","text":"Now as you might already know, let us create a new file in our repo (we will refer to the folder as repo now.) And see git status $ echo \"I am file 1\" > file1.txt $ git status On branch master No commits yet Untracked files: (use \"git add <file>...\" to include in what will be committed) file1.txt nothing added to commit but untracked files present (use \"git add\" to track) The current git status says No commits yet and there is one untracked file. Since we just created the file, git is not tracking that file. We explicitly need to ask git to track files and folders. (also checkout gitignore ) And how we do that is via git add command as suggested in the above output. Then we go ahead and create a commit. $ git add file1.txt $ git status On branch master No commits yet Changes to be committed: (use \"git rm --cached <file>...\" to unstage) new file: file1.txt $ git commit -m \"adding file 1\" [master (root-commit) df2fb7a] adding file 1 1 file changed, 1 insertion(+) create mode 100644 file1.txt Notice how after adding the file, git status says Changes to be committed: . What it means is whatever is listed there, will be included in the next commit. Then we go ahead and create a commit, with an attached messaged via -m .","title":"Tracking a File"},{"location":"git/git-basics/#more-about-a-commit","text":"Commit is a snapshot of the repo. Whenever a commit is made, a snapshot of the current state of repo (the folder) is taken and saved. Each commit has a unique ID. ( df2fb7a for the commit we made in the previous step). As we keep adding/changing more and more contents and keep making commits, all those snapshots are stored by git. Again, all this magic happens inside the .git folder. This is where all this snapshot or versions are stored in an efficient manner.","title":"More About a Commit"},{"location":"git/git-basics/#adding-more-changes","text":"Let us create one more file and commit the change. It would look the same as the previous commit we made. $ echo \"I am file 2\" > file2.txt $ git add file2.txt $ git commit -m \"adding file 2\" [master 7f3b00e] adding file 2 1 file changed, 1 insertion(+) create mode 100644 file2.txt A new commit with ID 7f3b00e has been created. You can issue git status at any time to see the state of the repository. **IMPORTANT: Note that commit IDs are long string (SHA) but we can refer to a commit by its initial few (8 or more) characters too. We will interchangeably using shorter and longer commit IDs.** Now that we have two commits, let's visualize them: $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 git log , as the name suggests, prints the log of all the git commits. Here you see two additional arguments, --oneline prints the shorter version of the log, ie: the commit message only and not the person who made the commit and when. --graph prints it in graph format. Now at this moment the commits might look like just one in each line but all commits are stored as a tree like data structure internally by git. That means there can be two or more children commits of a given commit. And not just a single line of commits. We will look more into this part when we get to the Branches section. For now this is our commit history: df2fb7a ===> 7f3b00e","title":"Adding More Changes"},{"location":"git/git-basics/#are-commits-really-linked","text":"As I just said, the two commits we just made are linked via tree like data structure and we saw how they are linked. But let's actually verify it. Everything in git is an object. Newly created files are stored as an object. Changes to file are stored as an objects and even commits are objects. To view contents of an object we can use the following command with the object's ID. We will take a look at the contents of the second commit $ git cat-file -p 7f3b00e tree ebf3af44d253e5328340026e45a9fa9ae3ea1982 parent df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a author Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 committer Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 adding file 2 Take a note of parent attribute in the above output. It points to the commit id of the first commit we made. So this proves that they are linked! Additionally you can see the second commit's message in this object. As I said all this magic is enabled by .git folder and the object to which we are looking at also is in that folder. $ ls .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 It is stored in .git/objects/ folder. All the files and changes to them as well are stored in this folder.","title":"Are commits really linked?"},{"location":"git/git-basics/#the-version-control-part-of-git","text":"We already can see two commits (versions) in our git log. One thing a version control tool gives you is ability to browse back and forth in history. For example: some of your users are running an old version of code and they are reporting an issue. In order to debug the issue, you need access to the old code. The one in your current repo is the latest code. In this example, you are working on the second commit (7f3b00e) and someone reported an issue with the code snapshot at commit (df2fb7a). This is how you would get access to the code at any older commit # Current contents, two files present $ ls file1.txt file2.txt # checking out to (an older) commit $ git checkout df2fb7a Note: checking out 'df2fb7a'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by performing another checkout. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -b with the checkout command again. Example: git checkout -b <new-branch-name> HEAD is now at df2fb7a adding file 1 # checking contents, can verify it has old contents $ ls file1.txt So this is how we would get access to old versions/snapshots. All we need is a reference to that snapshot. Upon executing git checkout ... , what git does for you is use the .git folder, see what was the state of things (files and folders) at that version/reference and replace the contents of current directory with those contents. The then-existing content will no longer be present in the local dir (repo) but we can and will still get access to them because they are tracked via git commit and .git folder has them stored/tracked.","title":"The Version Control part of Git"},{"location":"git/git-basics/#reference","text":"I mention in the previous section that we need a reference to the version. By default, git repo is made of tree of commits. And each commit has a unique IDs. But the unique ID is not the only thing we can reference commits via. There are multiple ways to reference commits. For example: HEAD is a reference to current commit. Whatever commit your repo is checked out at, HEAD will point to that. HEAD~1 is reference to previous commit. So while checking out previous version in section above, we could have done git checkout HEAD~1 . Similarly, master is also a reference (to a branch). Since git uses tree like structure to store commits, there of course will be branches. And the default branch is called master . Master (or any branch reference) will point to the latest commit in the branch. Even though we have checked out to the previous commit in out repo, master still points to the latest commit. And we can get back to the latest version by checkout at master reference $ git checkout master Previous HEAD position was df2fb7a adding file 1 Switched to branch 'master' # now we will see latest code, with two files $ ls file1.txt file2.txt Note, instead of master in above command, we could have used commit's ID as well.","title":"Reference"},{"location":"git/git-basics/#references-and-the-magic","text":"Let's look at the state of things. Two commits, master and HEAD references are pointing to the latest commit $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 The magic? Let's examine these files: $ cat .git/refs/heads/master 7f3b00eaa957815884198e2fdfec29361108d6a9 Viola! Where master is pointing to is stored in a file. Whenever git needs to know where master reference is pointing to, or if git needs to update where master points, it just needs to update the file above. So when you create a new commit, a new commit is created on top of the current commit and the master file is updated with the new commit's ID. Similary, for HEAD reference: $ cat .git/HEAD ref: refs/heads/master We can see HEAD is pointing to a reference called refs/heads/master . So HEAD will point where ever the master points.","title":"References and The Magic"},{"location":"git/git-basics/#little-adventure","text":"We discussed how git will update the files as we execute commands. But let's try to do it ourselves, by hand, and see what happens. $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 Now let's change master to point to the previous/first commit. $ echo df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a > .git/refs/heads/master $ git log --oneline --graph * df2fb7a (HEAD -> master) adding file 1 # RESETTING TO ORIGINAL $ echo 7f3b00eaa957815884198e2fdfec29361108d6a9 > .git/refs/heads/master $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 We just edited the master reference file and now we can see only the first commit in git log. Undoing the change to the file brings the state back to original. Not so much of magic, is it?","title":"Little Adventure"},{"location":"git/github-hooks/","text":"Git with Github Till now all the operations we did were in our local repo while git also helps us in a collaborative environment. GitHub is one place on the internet where you can centrally host your git repos and collaborate with other developers. Most of the workflow will remain the same as we discussed, with addition of couple of things: Pull: to pull latest changes from github (the central) repo Push: to push your changes to github repo so that it's available to all people GitHub has written nice guides and tutorials about this and you can refer them here: GitHub Hello World Git Handbook Hooks Git has another nice feature called hooks. Hooks are basically scripts which will be called when a certain event happens. Here is where hooks are located: $ ls .git/hooks/ applypatch-msg.sample fsmonitor-watchman.sample pre-applypatch.sample pre-push.sample pre-receive.sample update.sample commit-msg.sample post-update.sample pre-commit.sample pre-rebase.sample prepare-commit-msg.sample Names are self explanatory. These hooks are useful when you want to do certain things when a certain event happens. If you want to run tests before pushing code, you would want to setup pre-push hooks. Let's try to create a pre commit hook. $ echo \"echo this is from pre commit hook\" > .git/hooks/pre-commit $ chmod +x .git/hooks/pre-commit We basically create a file called pre-commit in hooks folder and make it executable. Now if we make a commit, we should see the message getting printed. $ echo \"sample file\" > sample.txt $ git add sample.txt $ git commit -m \"adding sample file\" this is from pre commit hook # <===== THE MESSAGE FROM HOOK EXECUTION [master 9894e05] adding sample file 1 file changed, 1 insertion(+) create mode 100644 sample.txt","title":"Github and Hooks"},{"location":"git/github-hooks/#git-with-github","text":"Till now all the operations we did were in our local repo while git also helps us in a collaborative environment. GitHub is one place on the internet where you can centrally host your git repos and collaborate with other developers. Most of the workflow will remain the same as we discussed, with addition of couple of things: Pull: to pull latest changes from github (the central) repo Push: to push your changes to github repo so that it's available to all people GitHub has written nice guides and tutorials about this and you can refer them here: GitHub Hello World Git Handbook","title":"Git with Github"},{"location":"git/github-hooks/#hooks","text":"Git has another nice feature called hooks. Hooks are basically scripts which will be called when a certain event happens. Here is where hooks are located: $ ls .git/hooks/ applypatch-msg.sample fsmonitor-watchman.sample pre-applypatch.sample pre-push.sample pre-receive.sample update.sample commit-msg.sample post-update.sample pre-commit.sample pre-rebase.sample prepare-commit-msg.sample Names are self explanatory. These hooks are useful when you want to do certain things when a certain event happens. If you want to run tests before pushing code, you would want to setup pre-push hooks. Let's try to create a pre commit hook. $ echo \"echo this is from pre commit hook\" > .git/hooks/pre-commit $ chmod +x .git/hooks/pre-commit We basically create a file called pre-commit in hooks folder and make it executable. Now if we make a commit, we should see the message getting printed. $ echo \"sample file\" > sample.txt $ git add sample.txt $ git commit -m \"adding sample file\" this is from pre commit hook # <===== THE MESSAGE FROM HOOK EXECUTION [master 9894e05] adding sample file 1 file changed, 1 insertion(+) create mode 100644 sample.txt","title":"Hooks"},{"location":"linux_basics/command_line_basics/","text":"Command Line Basics Lab Environment Setup One can use an online bash interpreter to run all the commands that are provided as examples in this course. This will also help you in getting a hands-on experience of various linux commands. REPL is one of the popular online bash interpreters for running linux commands. We will be using it for running all the commands mentioned in this course. What is a Command A command is a program that tells the operating system to perform specific work. Programs are stored as files in linux. Therefore, a command is also a file which is stored somewhere on the disk. Commands may also take additional arguments as input from the user. These arguments are called command line arguments. Knowing how to use the commands is important and there are many ways to get help in Linux, especially for commands. Almost every command will have some form of documentation, most commands will have a command-line argument -h or --help that will display a reasonable amount of documentation. But the most popular documentation system in Linux is called man pages - short for manual pages. Using --help to show the documentation for ls command. File System Organization The linux file system has a hierarchical (or tree-like) structure with its highest level directory called root ( denoted by / ). Directories present inside the root directory stores file related to the system. These directories in turn can either store system files or application files or user related files. bin | The executable program of most commonly used commands reside in bin directory sbin | This directory contains programs used for system administration. home | This directory contains user related files and directories. lib | This directory contains all the library files etc | This directory contains all the system configuration files proc | This directory contains files related to the running processes on the system dev | This directory contains files related to devices on the system mnt | This directory contains files related to mounted devices on the system tmp | This directory is used to store temporary files on the system usr | This directory is used to store application programs on the system Commands for Navigating the File System There are three basic commands which are used frequently to navigate the file system: ls pwd cd We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. pwd (print working directory) At any given moment of time, we will be standing in a certain directory. To get the name of the directory in which we are standing, we can use the pwd command in linux. We will now use the cd command to move to a different directory and then print the working directory. cd (change directory) The cd command can be used to change the working directory. Using the command, you can move from one directory to another. In the below example, we are initially in the root directory. we have then used the cd command to change the directory. ls (list files and directories)** The ls command is used to list the contents of a directory. It will list down all the files and folders present in the given directory. If we just type ls in the shell, it will list all the files and directories present in the current directory. We can also provide the directory name as argument to ls command. It will then list all the files and directories inside the given directory. Commands for Manipulating Files There are five basic commands which are used frequently to manipulate files: touch mkdir cp mv rm We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. touch (create new file) The touch command can be used to create an empty new file. This command is very useful for many other purposes but we will discuss the simplest use case of creating a new file. General syntax of using touch command touch <file_name> mkdir (create new directories) The mkdir command is used to create directories.You can use ls command to verify that the new directory is created. General syntax of using mkdir command mkdir <directory_name> rm (delete files and directories) The rm command can be used to delete files and directories. It is very important to note that this command permanently deletes the files and directories. It's almost impossible to recover these files and directories once you have executed rm command on them successfully. Do run this command with care. General syntax of using rm command: rm <file_name> Let's try to understand the rm command with an example. We will try to delete the file and directory we created using touch and mkdir command respectively. cp (copy files and directories) The cp command is used to copy files and directories from one location to another. Do note that the cp command doesn't do any change to the original files or directories. The original files or directories and their copy both co-exist after running cp command successfully. General syntax of using cp command: cp <source_path> <destination_path> We are currently in the '/home/runner' directory. We will use the mkdir command to create a new directory named \"test_directory\". We will now try to copy the \"_test_runner.py\" file to the directory we created just now. Do note that nothing happened to the original \"_test_runner.py\" file. It's still there in the current directory. A new copy of it got created inside the \"test_directory\". We can also use the cp command to copy the whole directory from one location to another. Let's try to understand this with an example. We again used the mkdir command to create a new directory called \"another_directory\". We then used the cp command along with an additional argument '-r' to copy the \"test_directory\". mv (move files and directories) The mv command can either be used to move files or directories from one location to another or it can be used to rename files or directories. Do note that moving files and copying them are very different. When you move the files or directories, the original copy is lost. General syntax of using mv command: mv <source_path> <destination_path> In this example, we will use the mv command to move the \"_test_runner.py\" file to \"test_directory\". In this case, this file already exists in \"test_directory\". The mv command will just replace it. Do note that the original file doesn't exist in the current directory after mv command ran successfully. We can also use the mv command to move a directory from one location to another. In this case, we do not need to use the '-r' flag that we did while using the cp command. Do note that the original directory will not exist if we use mv command. One of the important uses of the mv command is to rename files and directories. Let's see how we can use this command for renaming. We have first changed our location to \"test_directory\". We then use the mv command to rename the \"\"_test_runner.py\" file to \"test.py\". Commands for Viewing Files There are five basic commands which are used frequently to view the files: cat head tail more less We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 100 in this file. Each number will be in a separate line. Do not worry about the above command now. It's an advanced command which is used to generate numbers. We have then used a redirection operator to push these numbers to the file. We will be discussing I/O redirection in the later sections. cat The most simplest use of cat command is to print the contents of the file on your output screen. This command is very useful and can be used for many other purposes. We will study about other use cases later. You can try to run the above command and you will see numbers being printed from 1 to 100 on your screen. You will need to scroll up to view all the numbers. head The head command displays the first 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the top. In this example, we are only able to see the first 10 lines from the file when we use the head command. By default, head command will only display the first 10 lines. If we want to specify the number of lines we want to see from start, use the '-n' argument to provide the input. tail The tail command displays the last 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the end of the file. By default, the tail command will only display the last 10 lines. If we want to specify the number of lines we want to see from the end, use '-n' argument to provide the input. In this example, we are only able to see the last 5 lines from the file when we use the tail command with explicit -n option. more More command displays the contents of a file or a command output, displaying one screen at a time in case the file is large (Eg: log files). It also allows forward navigation and limited backward navigation in the file. less Less command is an improved version of more. It displays the contents of a file or a command output, one page at a time. It allows backward navigation as well as forward navigation in the file and also has search options. You can go to the beginning and the end of a file instantly. Echo Command in Linux The echo command is one of the simplest commands that is used in the shell. This command is equivalent to what we have in other programming languages. The echo command prints the given input string on the screen. Text Processing Commands In the previous section, we learned how to view the content of a file. In many cases, we will be interested in performing the below operations: Print only the lines which contain a particular word(s) Replace a particular word with another word in a file Sort the lines in a particular order There are three basic commands which are used frequently to process texts: grep sed sort We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 10 in this file. Each number will be in a separate line. grep The grep command in its simplest form can be used to search particular words in a text file. It will display all the lines in a file that contains a particular input. The word we want to search is provided as an input to the grep command. General syntax of using grep command: grep <word_to_search> <file_name> In this example, we are trying to search for a string \"1\" in this file. The grep command outputs the lines where it found this string. sed The sed command in its simplest form can be used to replace a text in a file. General syntax of using the sed command for replacement: sed 's/<text_to_replace>/<replacement_text>/' <file_name> Let's try to replace each occurrence of \"1\" in the file with \"3\" using sed command. The content of the file will not change in the above example. To do so, we have to use an extra argument '-i' so that the changes are reflected back in the file. sort The sort command can be used to sort the input provided to it as an argument. By default, it will sort in increasing order. Let's first see the content of the file before trying to sort it. Now, we will try to sort the file using the sort command. The sort command sorts the content in lexicographical order. The content of the file will not change in the above example. I/O Redirection Each open file gets assigned a file descriptor. A file descriptor is an unique identifier for open files in the system. There are always three default files open, stdin (the keyboard), stdout (the screen), and stderr (error messages output to the screen). These files can be redirected. Everything is a file in linux - https://unix.stackexchange.com/questions/225537/everything-is-a-file Till now, we have displayed all the output on the screen which is the standard output. We can use some special operators to redirect the output of the command to files or even to the input of other commands. I/O redirection is a very powerful feature. In the below example, we have used the '>' operator to redirect the output of ls command to output.txt file. In the below example, we have redirected the output from echo command to a file. We can also redirect the output of a command as an input to another command. This is possible with the help of pipes. In the below example, we have passed the output of cat command as an input to grep command using pipe(|) operator. In the below example, we have passed the output of sort command as an input to uniq command using pipe(|) operator. The uniq command only prints the unique numbers from the input. I/O redirection - https://tldp.org/LDP/abs/html/io-redirection.html","title":"Command Line Basics"},{"location":"linux_basics/command_line_basics/#command-line-basics","text":"","title":"Command Line Basics"},{"location":"linux_basics/command_line_basics/#lab-environment-setup","text":"One can use an online bash interpreter to run all the commands that are provided as examples in this course. This will also help you in getting a hands-on experience of various linux commands. REPL is one of the popular online bash interpreters for running linux commands. We will be using it for running all the commands mentioned in this course.","title":"Lab Environment Setup"},{"location":"linux_basics/command_line_basics/#what-is-a-command","text":"A command is a program that tells the operating system to perform specific work. Programs are stored as files in linux. Therefore, a command is also a file which is stored somewhere on the disk. Commands may also take additional arguments as input from the user. These arguments are called command line arguments. Knowing how to use the commands is important and there are many ways to get help in Linux, especially for commands. Almost every command will have some form of documentation, most commands will have a command-line argument -h or --help that will display a reasonable amount of documentation. But the most popular documentation system in Linux is called man pages - short for manual pages. Using --help to show the documentation for ls command.","title":"What is a Command"},{"location":"linux_basics/command_line_basics/#file-system-organization","text":"The linux file system has a hierarchical (or tree-like) structure with its highest level directory called root ( denoted by / ). Directories present inside the root directory stores file related to the system. These directories in turn can either store system files or application files or user related files. bin | The executable program of most commonly used commands reside in bin directory sbin | This directory contains programs used for system administration. home | This directory contains user related files and directories. lib | This directory contains all the library files etc | This directory contains all the system configuration files proc | This directory contains files related to the running processes on the system dev | This directory contains files related to devices on the system mnt | This directory contains files related to mounted devices on the system tmp | This directory is used to store temporary files on the system usr | This directory is used to store application programs on the system","title":"File System Organization"},{"location":"linux_basics/command_line_basics/#commands-for-navigating-the-file-system","text":"There are three basic commands which are used frequently to navigate the file system: ls pwd cd We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell.","title":"Commands for Navigating the File System"},{"location":"linux_basics/command_line_basics/#pwd-print-working-directory","text":"At any given moment of time, we will be standing in a certain directory. To get the name of the directory in which we are standing, we can use the pwd command in linux. We will now use the cd command to move to a different directory and then print the working directory.","title":"pwd (print working directory)"},{"location":"linux_basics/command_line_basics/#cd-change-directory","text":"The cd command can be used to change the working directory. Using the command, you can move from one directory to another. In the below example, we are initially in the root directory. we have then used the cd command to change the directory.","title":"cd (change directory)"},{"location":"linux_basics/command_line_basics/#ls-list-files-and-directories","text":"The ls command is used to list the contents of a directory. It will list down all the files and folders present in the given directory. If we just type ls in the shell, it will list all the files and directories present in the current directory. We can also provide the directory name as argument to ls command. It will then list all the files and directories inside the given directory.","title":"ls (list files and directories)**"},{"location":"linux_basics/command_line_basics/#commands-for-manipulating-files","text":"There are five basic commands which are used frequently to manipulate files: touch mkdir cp mv rm We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell.","title":"Commands for Manipulating Files"},{"location":"linux_basics/command_line_basics/#touch-create-new-file","text":"The touch command can be used to create an empty new file. This command is very useful for many other purposes but we will discuss the simplest use case of creating a new file. General syntax of using touch command touch <file_name>","title":"touch (create new file)"},{"location":"linux_basics/command_line_basics/#mkdir-create-new-directories","text":"The mkdir command is used to create directories.You can use ls command to verify that the new directory is created. General syntax of using mkdir command mkdir <directory_name>","title":"mkdir (create new directories)"},{"location":"linux_basics/command_line_basics/#rm-delete-files-and-directories","text":"The rm command can be used to delete files and directories. It is very important to note that this command permanently deletes the files and directories. It's almost impossible to recover these files and directories once you have executed rm command on them successfully. Do run this command with care. General syntax of using rm command: rm <file_name> Let's try to understand the rm command with an example. We will try to delete the file and directory we created using touch and mkdir command respectively.","title":"rm (delete files and directories)"},{"location":"linux_basics/command_line_basics/#cp-copy-files-and-directories","text":"The cp command is used to copy files and directories from one location to another. Do note that the cp command doesn't do any change to the original files or directories. The original files or directories and their copy both co-exist after running cp command successfully. General syntax of using cp command: cp <source_path> <destination_path> We are currently in the '/home/runner' directory. We will use the mkdir command to create a new directory named \"test_directory\". We will now try to copy the \"_test_runner.py\" file to the directory we created just now. Do note that nothing happened to the original \"_test_runner.py\" file. It's still there in the current directory. A new copy of it got created inside the \"test_directory\". We can also use the cp command to copy the whole directory from one location to another. Let's try to understand this with an example. We again used the mkdir command to create a new directory called \"another_directory\". We then used the cp command along with an additional argument '-r' to copy the \"test_directory\". mv (move files and directories) The mv command can either be used to move files or directories from one location to another or it can be used to rename files or directories. Do note that moving files and copying them are very different. When you move the files or directories, the original copy is lost. General syntax of using mv command: mv <source_path> <destination_path> In this example, we will use the mv command to move the \"_test_runner.py\" file to \"test_directory\". In this case, this file already exists in \"test_directory\". The mv command will just replace it. Do note that the original file doesn't exist in the current directory after mv command ran successfully. We can also use the mv command to move a directory from one location to another. In this case, we do not need to use the '-r' flag that we did while using the cp command. Do note that the original directory will not exist if we use mv command. One of the important uses of the mv command is to rename files and directories. Let's see how we can use this command for renaming. We have first changed our location to \"test_directory\". We then use the mv command to rename the \"\"_test_runner.py\" file to \"test.py\".","title":"cp (copy files and directories)"},{"location":"linux_basics/command_line_basics/#commands-for-viewing-files","text":"There are five basic commands which are used frequently to view the files: cat head tail more less We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 100 in this file. Each number will be in a separate line. Do not worry about the above command now. It's an advanced command which is used to generate numbers. We have then used a redirection operator to push these numbers to the file. We will be discussing I/O redirection in the later sections.","title":"Commands for Viewing Files"},{"location":"linux_basics/command_line_basics/#cat","text":"The most simplest use of cat command is to print the contents of the file on your output screen. This command is very useful and can be used for many other purposes. We will study about other use cases later. You can try to run the above command and you will see numbers being printed from 1 to 100 on your screen. You will need to scroll up to view all the numbers.","title":"cat"},{"location":"linux_basics/command_line_basics/#head","text":"The head command displays the first 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the top. In this example, we are only able to see the first 10 lines from the file when we use the head command. By default, head command will only display the first 10 lines. If we want to specify the number of lines we want to see from start, use the '-n' argument to provide the input.","title":"head"},{"location":"linux_basics/command_line_basics/#tail","text":"The tail command displays the last 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the end of the file. By default, the tail command will only display the last 10 lines. If we want to specify the number of lines we want to see from the end, use '-n' argument to provide the input. In this example, we are only able to see the last 5 lines from the file when we use the tail command with explicit -n option.","title":"tail"},{"location":"linux_basics/command_line_basics/#more","text":"More command displays the contents of a file or a command output, displaying one screen at a time in case the file is large (Eg: log files). It also allows forward navigation and limited backward navigation in the file.","title":"more"},{"location":"linux_basics/command_line_basics/#less","text":"Less command is an improved version of more. It displays the contents of a file or a command output, one page at a time. It allows backward navigation as well as forward navigation in the file and also has search options. You can go to the beginning and the end of a file instantly.","title":"less"},{"location":"linux_basics/command_line_basics/#echo-command-in-linux","text":"The echo command is one of the simplest commands that is used in the shell. This command is equivalent to what we have in other programming languages. The echo command prints the given input string on the screen.","title":"Echo Command in Linux"},{"location":"linux_basics/command_line_basics/#text-processing-commands","text":"In the previous section, we learned how to view the content of a file. In many cases, we will be interested in performing the below operations: Print only the lines which contain a particular word(s) Replace a particular word with another word in a file Sort the lines in a particular order There are three basic commands which are used frequently to process texts: grep sed sort We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 10 in this file. Each number will be in a separate line.","title":"Text Processing Commands"},{"location":"linux_basics/command_line_basics/#grep","text":"The grep command in its simplest form can be used to search particular words in a text file. It will display all the lines in a file that contains a particular input. The word we want to search is provided as an input to the grep command. General syntax of using grep command: grep <word_to_search> <file_name> In this example, we are trying to search for a string \"1\" in this file. The grep command outputs the lines where it found this string.","title":"grep"},{"location":"linux_basics/command_line_basics/#sed","text":"The sed command in its simplest form can be used to replace a text in a file. General syntax of using the sed command for replacement: sed 's/<text_to_replace>/<replacement_text>/' <file_name> Let's try to replace each occurrence of \"1\" in the file with \"3\" using sed command. The content of the file will not change in the above example. To do so, we have to use an extra argument '-i' so that the changes are reflected back in the file.","title":"sed"},{"location":"linux_basics/command_line_basics/#sort","text":"The sort command can be used to sort the input provided to it as an argument. By default, it will sort in increasing order. Let's first see the content of the file before trying to sort it. Now, we will try to sort the file using the sort command. The sort command sorts the content in lexicographical order. The content of the file will not change in the above example.","title":"sort"},{"location":"linux_basics/command_line_basics/#io-redirection","text":"Each open file gets assigned a file descriptor. A file descriptor is an unique identifier for open files in the system. There are always three default files open, stdin (the keyboard), stdout (the screen), and stderr (error messages output to the screen). These files can be redirected. Everything is a file in linux - https://unix.stackexchange.com/questions/225537/everything-is-a-file Till now, we have displayed all the output on the screen which is the standard output. We can use some special operators to redirect the output of the command to files or even to the input of other commands. I/O redirection is a very powerful feature. In the below example, we have used the '>' operator to redirect the output of ls command to output.txt file. In the below example, we have redirected the output from echo command to a file. We can also redirect the output of a command as an input to another command. This is possible with the help of pipes. In the below example, we have passed the output of cat command as an input to grep command using pipe(|) operator. In the below example, we have passed the output of sort command as an input to uniq command using pipe(|) operator. The uniq command only prints the unique numbers from the input. I/O redirection - https://tldp.org/LDP/abs/html/io-redirection.html","title":"I/O Redirection"},{"location":"linux_basics/conclusion/","text":"Conclusion We have covered the basics of Linux operating systems and basic commands used in linux. We have also covered the Linux server administration commands. We hope that this course will make it easier for you to operate on the command line. Applications in SRE Role As a SRE, you will be required to perform some general tasks on these linux servers. You will also be using the command line when you are troubleshooting issues. Moving from one location to another in the filesystem will require the help of ls, pwd and cd commands You may need to search some specific information in the log files. Grep command would be very useful here. I/O redirection will become handy if you want to store the output in a file or pass it as an input to another command. Tail command is very useful to view the latest data in the log file. Different users will have different permissions depending on their roles. We will also not want everyone in the company to access our servers for security reasons. Users permissions can be restricted with chown, chmod and chgrp commands. SSH is one of the most frequently used commands for a SRE. Logging into servers and troubleshooting along with performing basic administration tasks will only be possible if we are able to login into the server. What if we want to run an apache server or nginx on a server ? We will first install it using the package manager. Package management commands become important here. Managing services on servers is another critical responsibility of a SRE. Systemd related commands can help in troubleshooting issues. If a service goes down, we can start it using systemctl start command. We can also stop a service in case it is not needed. Monitoring is another core responsibility of a SRE. Memory and CPU are two important system level metrics which should be monitored. Commands like top and free are quite helpful here. If a service is throwing an error, how do we find out the root cause of the error ? We will certainly need to check logs to find out the whole stack trace of the error. The log file will also tell us the number of times the error has occurred along with time when it started. Useful Courses and tutorials Edx basic linux commands course Edx Red Hat Enterprise Linux Course https://linuxcommand.org/lc3_learning_the_shell.php","title":"Conclusion"},{"location":"linux_basics/conclusion/#conclusion","text":"We have covered the basics of Linux operating systems and basic commands used in linux. We have also covered the Linux server administration commands. We hope that this course will make it easier for you to operate on the command line.","title":"Conclusion"},{"location":"linux_basics/conclusion/#applications-in-sre-role","text":"As a SRE, you will be required to perform some general tasks on these linux servers. You will also be using the command line when you are troubleshooting issues. Moving from one location to another in the filesystem will require the help of ls, pwd and cd commands You may need to search some specific information in the log files. Grep command would be very useful here. I/O redirection will become handy if you want to store the output in a file or pass it as an input to another command. Tail command is very useful to view the latest data in the log file. Different users will have different permissions depending on their roles. We will also not want everyone in the company to access our servers for security reasons. Users permissions can be restricted with chown, chmod and chgrp commands. SSH is one of the most frequently used commands for a SRE. Logging into servers and troubleshooting along with performing basic administration tasks will only be possible if we are able to login into the server. What if we want to run an apache server or nginx on a server ? We will first install it using the package manager. Package management commands become important here. Managing services on servers is another critical responsibility of a SRE. Systemd related commands can help in troubleshooting issues. If a service goes down, we can start it using systemctl start command. We can also stop a service in case it is not needed. Monitoring is another core responsibility of a SRE. Memory and CPU are two important system level metrics which should be monitored. Commands like top and free are quite helpful here. If a service is throwing an error, how do we find out the root cause of the error ? We will certainly need to check logs to find out the whole stack trace of the error. The log file will also tell us the number of times the error has occurred along with time when it started.","title":"Applications in SRE Role"},{"location":"linux_basics/conclusion/#useful-courses-and-tutorials","text":"Edx basic linux commands course Edx Red Hat Enterprise Linux Course https://linuxcommand.org/lc3_learning_the_shell.php","title":"Useful Courses and tutorials"},{"location":"linux_basics/intro/","text":"Linux Basics Introduction Prerequisites Should be comfortable in using any operating systems like Windows, Linux or Mac Expected to have fundamental knowledge of operating systems What to expect from this course This course is divided into three parts. In the first part, we cover the fundamentals of Linux operating systems. We will talk about Linux architecture, Linux distributions and uses of Linux operating systems. We will also talk about the difference between GUI and CLI. In the second part, we cover some basic commands used in Linux. We will focus on commands used for navigating the file system, viewing and manipulating files, I/O redirection etc. In the third part, we cover Linux system administration. This includes day to day tasks performed by Linux admins, like managing users/groups, managing file permissions, monitoring system performance, log files etc. In the second and third part, we will be taking examples to understand the concepts. What is not covered under this course We are not covering advanced Linux commands and bash scripting in this course. We will also not be covering Linux internals. Course Contents The following topics has been covered in this course: Introduction to Linux What are Linux Operating Systems What are popular Linux distributions Uses of Linux Operating Systems Linux Architecture Graphical user interface (GUI) vs Command line interface (CLI) Command Line Basics Lab Environment Setup What is a Command File System Organization Navigating File System Manipulating Files Viewing Files Echo Command Text Processing Commands I/O Redirection Linux system administration Lab Environment Setup User/Groups management Becoming a Superuser File Permissions SSH Command Package Management Process Management Memory Management Daemons and Systemd Logs Conclusion Applications in SRE Role Useful Courses and tutorials What are Linux operating systems Most of us are familiar with the Windows operating system used in more than 75% of the personal computers. The Windows operating systems are based on Windows NT kernel. A kernel is the most important part of an operating system - it performs important functions like process management, memory management, filesystem management etc. Linux operating systems are based on the Linux kernel. A Linux based operating system will consist of Linux kernel, GUI/CLI, system libraries and system utilities. The Linux kernel was independently developed and released by Linus Torvalds. The Linux kernel is free and open-source - https://github.com/torvalds/linux History of Linux - https://en.wikipedia.org/wiki/History_of_Linux What are popular Linux distributions A Linux distribution(distro) is an operating system based on the Linux kernel and a package management system. A package management system consists of tools that help in installing, upgrading, configuring and removing softwares on the operating system. Software are usually adopted to a distribution and are packaged in a distro specific format. These packages are available through a distro specific repository. Packages are installed and managed in the operating system by a package manager. List of popular Linux distributions: Fedora Ubuntu Debian Centos Red Hat Enterprise Linux Suse Arch Linux Packaging systems Distributions Package manager Debian style (.deb) Debian, Ubuntu APT Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux YUM Linux Architecture The Linux kernel is monolithic in nature. System calls are used to interact with the Linux kernel space. Kernel code can only be executed in the kernel mode. Non-kernel code is executed in the user mode. Device drivers are used to communicate with the hardware devices. Uses of Linux Operating Systems Operating system based on Linux kernel are widely used in: Personal computers Servers Mobile phones - Android is based on Linux operating system Embedded devices - watches, televisions, traffic lights etc Satelites Network devices - routers, switches etc. Graphical user interface (GUI) vs Command line interface (CLI) A user interacts with a computer with the help of user interfaces. The user interface can be either GUI or CLI. Graphical user interface allows a user to interact with the computer using graphics such as icons and images. When a user clicks on an icon to open an application on a computer, he or she is actually using the GUI. It's easy to perform tasks using GUI. Command line interface allows a user to interact with the computer using commands. A user types the command in a terminal and the system helps in executing these commands. A new user with experience on GUI may find it difficult to interact with CLI as he/she needs to be aware of the commands to perform a particular operation. Shell vs Terminal Shell is a program that takes commands from the users and gives them to the operating system for processing. Shell is an example of a CLI(command line interface). Bash is one of the most popular shell programs available on Linux servers. Other popular shell programs are zsh, ksh and tcsh. Terminal is a program that opens a window and lets you interact with the shell. Some popular examples of terminals are gnome-terminal, xterm, konsole etc. Linux users do use the terms shell, terminal, prompt, console etc. interchangeably. In simple terms, these all refer to a way of taking commands from the user.","title":"Introduction"},{"location":"linux_basics/intro/#linux-basics","text":"","title":"Linux Basics"},{"location":"linux_basics/intro/#introduction","text":"","title":"Introduction"},{"location":"linux_basics/intro/#prerequisites","text":"Should be comfortable in using any operating systems like Windows, Linux or Mac Expected to have fundamental knowledge of operating systems","title":"Prerequisites"},{"location":"linux_basics/intro/#what-to-expect-from-this-course","text":"This course is divided into three parts. In the first part, we cover the fundamentals of Linux operating systems. We will talk about Linux architecture, Linux distributions and uses of Linux operating systems. We will also talk about the difference between GUI and CLI. In the second part, we cover some basic commands used in Linux. We will focus on commands used for navigating the file system, viewing and manipulating files, I/O redirection etc. In the third part, we cover Linux system administration. This includes day to day tasks performed by Linux admins, like managing users/groups, managing file permissions, monitoring system performance, log files etc. In the second and third part, we will be taking examples to understand the concepts.","title":"What to expect from this course"},{"location":"linux_basics/intro/#what-is-not-covered-under-this-course","text":"We are not covering advanced Linux commands and bash scripting in this course. We will also not be covering Linux internals.","title":"What is not covered under this course"},{"location":"linux_basics/intro/#course-contents","text":"The following topics has been covered in this course: Introduction to Linux What are Linux Operating Systems What are popular Linux distributions Uses of Linux Operating Systems Linux Architecture Graphical user interface (GUI) vs Command line interface (CLI) Command Line Basics Lab Environment Setup What is a Command File System Organization Navigating File System Manipulating Files Viewing Files Echo Command Text Processing Commands I/O Redirection Linux system administration Lab Environment Setup User/Groups management Becoming a Superuser File Permissions SSH Command Package Management Process Management Memory Management Daemons and Systemd Logs Conclusion Applications in SRE Role Useful Courses and tutorials","title":"Course Contents"},{"location":"linux_basics/intro/#what-are-linux-operating-systems","text":"Most of us are familiar with the Windows operating system used in more than 75% of the personal computers. The Windows operating systems are based on Windows NT kernel. A kernel is the most important part of an operating system - it performs important functions like process management, memory management, filesystem management etc. Linux operating systems are based on the Linux kernel. A Linux based operating system will consist of Linux kernel, GUI/CLI, system libraries and system utilities. The Linux kernel was independently developed and released by Linus Torvalds. The Linux kernel is free and open-source - https://github.com/torvalds/linux History of Linux - https://en.wikipedia.org/wiki/History_of_Linux","title":"What are Linux operating systems"},{"location":"linux_basics/intro/#what-are-popular-linux-distributions","text":"A Linux distribution(distro) is an operating system based on the Linux kernel and a package management system. A package management system consists of tools that help in installing, upgrading, configuring and removing softwares on the operating system. Software are usually adopted to a distribution and are packaged in a distro specific format. These packages are available through a distro specific repository. Packages are installed and managed in the operating system by a package manager. List of popular Linux distributions: Fedora Ubuntu Debian Centos Red Hat Enterprise Linux Suse Arch Linux Packaging systems Distributions Package manager Debian style (.deb) Debian, Ubuntu APT Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux YUM","title":"What are popular Linux distributions"},{"location":"linux_basics/intro/#linux-architecture","text":"The Linux kernel is monolithic in nature. System calls are used to interact with the Linux kernel space. Kernel code can only be executed in the kernel mode. Non-kernel code is executed in the user mode. Device drivers are used to communicate with the hardware devices.","title":"Linux Architecture"},{"location":"linux_basics/intro/#uses-of-linux-operating-systems","text":"Operating system based on Linux kernel are widely used in: Personal computers Servers Mobile phones - Android is based on Linux operating system Embedded devices - watches, televisions, traffic lights etc Satelites Network devices - routers, switches etc.","title":"Uses of Linux Operating Systems"},{"location":"linux_basics/intro/#graphical-user-interface-gui-vs-command-line-interface-cli","text":"A user interacts with a computer with the help of user interfaces. The user interface can be either GUI or CLI. Graphical user interface allows a user to interact with the computer using graphics such as icons and images. When a user clicks on an icon to open an application on a computer, he or she is actually using the GUI. It's easy to perform tasks using GUI. Command line interface allows a user to interact with the computer using commands. A user types the command in a terminal and the system helps in executing these commands. A new user with experience on GUI may find it difficult to interact with CLI as he/she needs to be aware of the commands to perform a particular operation.","title":"Graphical user interface (GUI) vs Command line interface (CLI)"},{"location":"linux_basics/intro/#shell-vs-terminal","text":"Shell is a program that takes commands from the users and gives them to the operating system for processing. Shell is an example of a CLI(command line interface). Bash is one of the most popular shell programs available on Linux servers. Other popular shell programs are zsh, ksh and tcsh. Terminal is a program that opens a window and lets you interact with the shell. Some popular examples of terminals are gnome-terminal, xterm, konsole etc. Linux users do use the terms shell, terminal, prompt, console etc. interchangeably. In simple terms, these all refer to a way of taking commands from the user.","title":"Shell vs Terminal"},{"location":"linux_basics/linux_server_administration/","text":"Linux Server Administration In this course will try to cover some of the common tasks that a linux server administrator performs. We will first try to understand what a particular command does and then try to understand the commands using examples. Do keep in mind that it's very important to practice the Linux commands on your own. Lab Environment Setup Install docker on your system - https://docs.docker.com/engine/install/ We will be running all the commands on Red Hat Enterprise Linux (RHEL) 8 system. We will run most of the commands used in this module in the above Docker container. Multi-User Operating Systems An operating system is considered as multi-user if it allows multiple people/users to use a computer and not affect each other's files and preferences. Linux based operating systems are multi-user in nature as it allows multiple users to access the system at the same time. A typical computer will only have one keyboard and monitor but multiple users can log in via SSH if the computer is connected to the network. We will cover more about SSH later. As a server administrator, we are mostly concerned with the Linux servers which are physically present at a very large distance from us. We can connect to these servers with the help of remote login methods like SSH. Since Linux supports multiple users, we need to have a method which can protect the users from each other. One user should not be able to access and modify files of other users User/Group Management Users in Linux has an associated user ID called UID attached to them. Users also has a home directory and a login shell associated with them. A group is a collection of one or more users. A group makes it easier to share permissions among a group of users. Each group has a group ID called GID associated with it. id command id command can be used to find the uid and gid associated with an user. It also lists down the groups to which the user belongs to. The uid and gid associated with the root user is 0. A good way to find out the current user in Linux is to use the whoami command. \"root\" user or superuser is the most privileged user with unrestricted access to all the resources on the system. It has UID 0 Important files associated with users/groups /etc/passwd Stores the user name, the uid, the gid, the home directory, the login shell etc /etc/shadow Stores the password associated with the users /etc/group Stores information about different groups on the system If you want to understand each filed discussed in the above outputs, you can go through below links: https://tldp.org/LDP/lame/LAME/linux-admin-made-easy/shadow-file-formats.html https://tldp.org/HOWTO/User-Authentication-HOWTO/x71.html Important commands for managing users Some of the commands which are used frequently to manage users/groups on Linux are following: useradd - Creates a new user passwd - Adds or modifies passwords for a user usermod - Modifies attributes of an user userdel - Deletes an user useradd The useradd command adds a new user in Linux. We will create a new user 'shivam'. We will also verify that the user has been created by tailing the /etc/passwd file. The uid and gid are 1000 for the newly created user. The home directory assigned to the user is /home/shivam and the login shell assigned is /bin/bash. Do note that the user home directory and login shell can be modified later on. If we do not specify any value for attributes like home directory or login shell, default values will be assigned to the user. We can also override these default values when creating a new user. passwd The passwd command is used to create or modify passwords for a user. In the above examples, we have not assigned any password for users 'shivam' or 'amit' while creating them. \"!!\" in an account entry in shadow means the account of an user has been created, but not yet given a password. Let's now try to create a password for user \"shivam\". Do remember the password as we will be later using examples where it will be useful. Also, let's change the password for the root user now. When we switch from a normal user to root user, it will request you for a password. Also, when you login using root user, the password will be asked. usermod The usermod command is used to modify the attributes of an user like the home directory or the shell. Let's try to modify the login shell of user \"amit\" to \"/bin/bash\". In a similar way, you can also modify many other attributes for a user. Try 'usermod -h' for a list of attributes you can modify. userdel The userdel command is used to remove a user on Linux. Once we remove a user, all the information related to that user will be removed. Let's try to delete the user \"amit\". After deleting the user, you will not find the entry for that user in \"/etc/passwd\" or \"/etc/shadow\" file. Important commands for managing groups Commands for managing groups are quite similar to the commands used for managing users. Each command is not explained in detail here as they are quite similar. You can try running these commands on your system. groupadd \\<group_name> Creates a new group groupmod \\<group_name> Modifies attributes of a group groupdel \\<group_name> Deletes a group gpasswd \\<group_name> Modifies password for group We will now try to add user \"shivam\" to the group we have created above. Becoming a Superuser Before running the below commands, do make sure that you have set up a password for user \"shivam\" and user \"root\" using the passwd command described in the above section. The su command can be used to switch users in Linux. Let's now try to switch to user \"shivam\". Let's now try to open the \"/etc/shadow\" file. The operating system didn't allow the user \"shivam\" to read the content of the \"/etc/shadow\" file. This is an important file in Linux which stores the passwords of users. This file can only be accessed by root or users who have the superuser privileges. The sudo command allows a user to run commands with the security privileges of the root user. Do remember that the root user has all the privileges on a system. We can also use su command to switch to the root user and open the above file but doing that will require the password of the root user. An alternative way which is preferred on most modern operating systems is to use sudo command for becoming a superuser. Using this way, a user has to enter his/her password and they need to be a part of the sudo group. How to provide superpriveleges to other users ? Let's first switch to the root user using su command. Do note that using the below command will need you to enter the password for the root user. In case, you forgot to set a password for the root user, type \"exit\" and you will be back as the root user. Now, set up a password using the passwd command. The file /etc/sudoers holds the names of users permitted to invoke sudo . In redhat operating systems, this file is not present by default. We will need to install sudo. We will discuss the yum command in detail in later sections. Try to open the \"/etc/sudoers\" file on the system. The file has a lot of information. This file stores the rules that users must follow when running the sudo command. For example, root is allowed to run any commands from anywhere. One easy way of providing root access to users is to add them to a group which has permissions to run all the commands. \"wheel\" is a group in redhat Linux with such privileges. Let's add the user \"shivam\" to this group so that it also has sudo privileges. Let's now switch back to user \"shivam\" and try to access the \"/etc/shadow\" file. We need to use sudo before running the command since it can only be accessed with the sudo privileges. We have already given sudo privileges to user \u201cshivam\u201d by adding him to the group \u201cwheel\u201d. File Permissions On a Linux operating system, each file and directory is assigned access permissions for the owner of the file, the members of a group of related users and everybody else. This is to make sure that one user is not allowed to access the files and resources of another user. To see the permissions of a file, we can use the ls command. Let's look at the permissions of /etc/passwd file. Let's go over some of the important fields in the output that are related to file permissions. Chmod command The chmod command is used to modify files and directories permissions in Linux. The chmod command accepts permissions in as a numerical argument. We can think of permission as a series of bits with 1 representing True or allowed and 0 representing False or not allowed. Permission rwx Binary Decimal Read, write and execute rwx 111 7 Read and write rw- 110 6 Read and execute r-x 101 5 Read only r-- 100 4 Write and execute -wx 011 3 Write only -w- 010 2 Execute only --x 001 1 None --- 000 0 We will now create a new file and check the permission of the file. The group owner doesn't have the permission to write to this file. Let's give the group owner or root the permission to write to it using chmod command. Chmod command can be also used to change the permissions of a directory in the similar way. Chown command The chown command is used to change the owner of files or directories in Linux. Command syntax: chown \\<new_owner> \\<file_name> In case, we do not have sudo privileges, we need to use sudo command . Let's switch to user 'shivam' and try changing the owner. We have also changed the owner of the file to root before running the below command. Chown command can also be used to change the owner of a directory in the similar way. Chgrp command The chgrp command can be used to change the group ownership of files or directories in Linux. The syntax is very similar to that of chown command. Chgrp command can also be used to change the owner of a directory in the similar way. SSH Command The ssh command is used for logging into the remote systems, transfer files between systems and for executing commands on a remote machine. SSH stands for secure shell and is used to provide an encrypted secured connection between two hosts over an insecure network like the internet. Reference: https://www.ssh.com/ssh/command/ We will now discuss passwordless authentication which is secure and most commonly used for ssh authentication. Passwordless Authentication Using SSH Using this method, we can ssh into hosts without entering the password. This method is also useful when we want some scripts to perform ssh-related tasks. Passwordless authentication requires the use of a public and private key pair. As the name implies, the public key can be shared with anyone but the private key should be kept private. Lets not get into the details of how this authentication works. You can read more about it here Steps for setting up a passwordless authentication with a remote host: Generating public-private key pair If we already have a key pair stored in \\~/.ssh directory, we will not need to generate keys again. Install openssh package which contains all the commands related to ssh. Generate a key pair using the ssh-keygen command. One can choose the default values for all prompts. After running the ssh-keygen command successfully, we should see two keys present in the \\~/.ssh directory. Id_rsa is the private key and id_rsa.pub is the public key. Do note that the private key can only be read and modified by you. Transferring the public key to the remote host There are multiple ways to transfer the public key to the remote server. We will look at one of the most common ways of doing it using the ssh-copy-id command. Install the openssh-clients package to use ssh-copy-id command. Use the ssh-copy-id command to copy your public key to the remote host. Now, ssh into the remote host using the password authentication. Our public key should be there in \\~/.ssh/authorized_keys now. \\~/.ssh/authorized_key contains a list of public keys. The users associated with these public keys have the ssh access into the remote host. How to run commands on a remote host ? General syntax: ssh \\<user>@\\<hostname/hostip> \\<command> How to transfer files from one host to another host ? General syntax: scp \\<source> \\<destination> Package Management Package management is the process of installing and managing software on the system. We can install the packages which we require from the Linux package distributor. Different distributors use different packaging systems. Packaging systems Distributions Debian style (.deb) Debian, Ubuntu Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux Popular Packaging Systems in Linux Command Description yum install \\<package_name> Installs a package on your system yum update \\<package_name> Updates a package to it's latest available version yum remove \\<package_name> Removes a package from your system yum search \\<keyword> Searches for a particular keyword DNF is the successor to YUM which is now used in Fedora for installing and managing packages. DNF may replace YUM in the future on all RPM based Linux distributions. We did find an exact match for the keyword httpd when we searched using yum search command. Let's now install the httpd package. After httpd is installed, we will use the yum remove command to remove httpd package. Process Management In this section, we will study about some useful commands that can be used to monitor the processes on Linux systems. ps (process status) The ps command is used to know the information of a process or list of processes. If you get an error \"ps command not found\" while running ps command, do install procps package. ps without any arguments is not very useful. Let's try to list all the processes on the system by using the below command. Reference: https://unix.stackexchange.com/questions/106847/what-does-aux-mean-in-ps-aux We can use an additional argument with ps command to list the information about the process with a specific process ID. We can use grep in combination with ps command to list only specific processes. top The top command is used to show information about Linux processes running on the system in real time. It also shows a summary of the system information. For each process, top lists down the process ID, owner, priority, state, cpu utilization, memory utilization and much more information. It also lists down the memory utilization and cpu utilization of the system as a whole along with system uptime and cpu load average. Memory Management In this section, we will study about some useful commands that can be used to view information about the system memory. free The free command is used to display the memory usage of the system. The command displays the total free and used space available in the RAM along with space occupied by the caches/buffers. free command by default shows the memory usage in kilobytes. We can use an additional argument to get the data in human-readable format. vmstat The vmstat command can be used to display the memory usage along with additional information about io and cpu usage. Checking Disk Space In this section, we will study about some useful commands that can be used to view disk space on Linux. df (disk free) The df command is used to display the free and available space for each mounted file system. du (disk usage) The du command is used to display disk usage of files and directories on the system. The below command can be used to display the top 5 largest directories in the root directory. Daemons A computer program that runs as a background process is called a daemon. Traditionally, the name of daemon processes ended with d - sshd, httpd etc. We cannot interact with a daemon process as they run in the background. Services and daemons are used interchangeably most of the time. Systemd Systemd is a system and service manager for Linux operating systems. Systemd units are the building blocks of systemd. These units are represented by unit configuration files. The below examples shows the unit configuration files available at /usr/lib/systemd/system which are distributed by installed RPM packages. We are more interested in the configuration file that ends with service as these are service units. Managing System Services Service units end with .service file extension. Systemctl command can be used to start/stop/restart the services managed by systemd. Command Description systemctl start name.service Starts a service systemctl stop name.service Stops a service systemctl restart name.service Restarts a service systemctl status name.service Check the status of a service systemctl reload name.service Reload the configuration of a service Logs In this section, we will talk about some important files and directories which can be very useful for viewing system logs and applications logs in Linux. These logs can be very useful when you are troubleshooting on the system.","title":"Server Administration"},{"location":"linux_basics/linux_server_administration/#linux-server-administration","text":"In this course will try to cover some of the common tasks that a linux server administrator performs. We will first try to understand what a particular command does and then try to understand the commands using examples. Do keep in mind that it's very important to practice the Linux commands on your own.","title":"Linux Server Administration"},{"location":"linux_basics/linux_server_administration/#lab-environment-setup","text":"Install docker on your system - https://docs.docker.com/engine/install/ We will be running all the commands on Red Hat Enterprise Linux (RHEL) 8 system. We will run most of the commands used in this module in the above Docker container.","title":"Lab Environment Setup"},{"location":"linux_basics/linux_server_administration/#multi-user-operating-systems","text":"An operating system is considered as multi-user if it allows multiple people/users to use a computer and not affect each other's files and preferences. Linux based operating systems are multi-user in nature as it allows multiple users to access the system at the same time. A typical computer will only have one keyboard and monitor but multiple users can log in via SSH if the computer is connected to the network. We will cover more about SSH later. As a server administrator, we are mostly concerned with the Linux servers which are physically present at a very large distance from us. We can connect to these servers with the help of remote login methods like SSH. Since Linux supports multiple users, we need to have a method which can protect the users from each other. One user should not be able to access and modify files of other users","title":"Multi-User Operating Systems"},{"location":"linux_basics/linux_server_administration/#usergroup-management","text":"Users in Linux has an associated user ID called UID attached to them. Users also has a home directory and a login shell associated with them. A group is a collection of one or more users. A group makes it easier to share permissions among a group of users. Each group has a group ID called GID associated with it.","title":"User/Group Management"},{"location":"linux_basics/linux_server_administration/#id-command","text":"id command can be used to find the uid and gid associated with an user. It also lists down the groups to which the user belongs to. The uid and gid associated with the root user is 0. A good way to find out the current user in Linux is to use the whoami command. \"root\" user or superuser is the most privileged user with unrestricted access to all the resources on the system. It has UID 0","title":"id command"},{"location":"linux_basics/linux_server_administration/#important-files-associated-with-usersgroups","text":"/etc/passwd Stores the user name, the uid, the gid, the home directory, the login shell etc /etc/shadow Stores the password associated with the users /etc/group Stores information about different groups on the system If you want to understand each filed discussed in the above outputs, you can go through below links: https://tldp.org/LDP/lame/LAME/linux-admin-made-easy/shadow-file-formats.html https://tldp.org/HOWTO/User-Authentication-HOWTO/x71.html","title":"Important files associated with users/groups"},{"location":"linux_basics/linux_server_administration/#important-commands-for-managing-users","text":"Some of the commands which are used frequently to manage users/groups on Linux are following: useradd - Creates a new user passwd - Adds or modifies passwords for a user usermod - Modifies attributes of an user userdel - Deletes an user","title":"Important commands for managing users"},{"location":"linux_basics/linux_server_administration/#useradd","text":"The useradd command adds a new user in Linux. We will create a new user 'shivam'. We will also verify that the user has been created by tailing the /etc/passwd file. The uid and gid are 1000 for the newly created user. The home directory assigned to the user is /home/shivam and the login shell assigned is /bin/bash. Do note that the user home directory and login shell can be modified later on. If we do not specify any value for attributes like home directory or login shell, default values will be assigned to the user. We can also override these default values when creating a new user.","title":"useradd"},{"location":"linux_basics/linux_server_administration/#passwd","text":"The passwd command is used to create or modify passwords for a user. In the above examples, we have not assigned any password for users 'shivam' or 'amit' while creating them. \"!!\" in an account entry in shadow means the account of an user has been created, but not yet given a password. Let's now try to create a password for user \"shivam\". Do remember the password as we will be later using examples where it will be useful. Also, let's change the password for the root user now. When we switch from a normal user to root user, it will request you for a password. Also, when you login using root user, the password will be asked.","title":"passwd"},{"location":"linux_basics/linux_server_administration/#usermod","text":"The usermod command is used to modify the attributes of an user like the home directory or the shell. Let's try to modify the login shell of user \"amit\" to \"/bin/bash\". In a similar way, you can also modify many other attributes for a user. Try 'usermod -h' for a list of attributes you can modify.","title":"usermod"},{"location":"linux_basics/linux_server_administration/#userdel","text":"The userdel command is used to remove a user on Linux. Once we remove a user, all the information related to that user will be removed. Let's try to delete the user \"amit\". After deleting the user, you will not find the entry for that user in \"/etc/passwd\" or \"/etc/shadow\" file.","title":"userdel"},{"location":"linux_basics/linux_server_administration/#important-commands-for-managing-groups","text":"Commands for managing groups are quite similar to the commands used for managing users. Each command is not explained in detail here as they are quite similar. You can try running these commands on your system. groupadd \\<group_name> Creates a new group groupmod \\<group_name> Modifies attributes of a group groupdel \\<group_name> Deletes a group gpasswd \\<group_name> Modifies password for group We will now try to add user \"shivam\" to the group we have created above.","title":"Important commands for managing groups"},{"location":"linux_basics/linux_server_administration/#becoming-a-superuser","text":"Before running the below commands, do make sure that you have set up a password for user \"shivam\" and user \"root\" using the passwd command described in the above section. The su command can be used to switch users in Linux. Let's now try to switch to user \"shivam\". Let's now try to open the \"/etc/shadow\" file. The operating system didn't allow the user \"shivam\" to read the content of the \"/etc/shadow\" file. This is an important file in Linux which stores the passwords of users. This file can only be accessed by root or users who have the superuser privileges. The sudo command allows a user to run commands with the security privileges of the root user. Do remember that the root user has all the privileges on a system. We can also use su command to switch to the root user and open the above file but doing that will require the password of the root user. An alternative way which is preferred on most modern operating systems is to use sudo command for becoming a superuser. Using this way, a user has to enter his/her password and they need to be a part of the sudo group. How to provide superpriveleges to other users ? Let's first switch to the root user using su command. Do note that using the below command will need you to enter the password for the root user. In case, you forgot to set a password for the root user, type \"exit\" and you will be back as the root user. Now, set up a password using the passwd command. The file /etc/sudoers holds the names of users permitted to invoke sudo . In redhat operating systems, this file is not present by default. We will need to install sudo. We will discuss the yum command in detail in later sections. Try to open the \"/etc/sudoers\" file on the system. The file has a lot of information. This file stores the rules that users must follow when running the sudo command. For example, root is allowed to run any commands from anywhere. One easy way of providing root access to users is to add them to a group which has permissions to run all the commands. \"wheel\" is a group in redhat Linux with such privileges. Let's add the user \"shivam\" to this group so that it also has sudo privileges. Let's now switch back to user \"shivam\" and try to access the \"/etc/shadow\" file. We need to use sudo before running the command since it can only be accessed with the sudo privileges. We have already given sudo privileges to user \u201cshivam\u201d by adding him to the group \u201cwheel\u201d.","title":"Becoming a Superuser"},{"location":"linux_basics/linux_server_administration/#file-permissions","text":"On a Linux operating system, each file and directory is assigned access permissions for the owner of the file, the members of a group of related users and everybody else. This is to make sure that one user is not allowed to access the files and resources of another user. To see the permissions of a file, we can use the ls command. Let's look at the permissions of /etc/passwd file. Let's go over some of the important fields in the output that are related to file permissions.","title":"File Permissions"},{"location":"linux_basics/linux_server_administration/#chmod-command","text":"The chmod command is used to modify files and directories permissions in Linux. The chmod command accepts permissions in as a numerical argument. We can think of permission as a series of bits with 1 representing True or allowed and 0 representing False or not allowed. Permission rwx Binary Decimal Read, write and execute rwx 111 7 Read and write rw- 110 6 Read and execute r-x 101 5 Read only r-- 100 4 Write and execute -wx 011 3 Write only -w- 010 2 Execute only --x 001 1 None --- 000 0 We will now create a new file and check the permission of the file. The group owner doesn't have the permission to write to this file. Let's give the group owner or root the permission to write to it using chmod command. Chmod command can be also used to change the permissions of a directory in the similar way.","title":"Chmod command"},{"location":"linux_basics/linux_server_administration/#chown-command","text":"The chown command is used to change the owner of files or directories in Linux. Command syntax: chown \\<new_owner> \\<file_name> In case, we do not have sudo privileges, we need to use sudo command . Let's switch to user 'shivam' and try changing the owner. We have also changed the owner of the file to root before running the below command. Chown command can also be used to change the owner of a directory in the similar way.","title":"Chown command"},{"location":"linux_basics/linux_server_administration/#chgrp-command","text":"The chgrp command can be used to change the group ownership of files or directories in Linux. The syntax is very similar to that of chown command. Chgrp command can also be used to change the owner of a directory in the similar way.","title":"Chgrp command"},{"location":"linux_basics/linux_server_administration/#ssh-command","text":"The ssh command is used for logging into the remote systems, transfer files between systems and for executing commands on a remote machine. SSH stands for secure shell and is used to provide an encrypted secured connection between two hosts over an insecure network like the internet. Reference: https://www.ssh.com/ssh/command/ We will now discuss passwordless authentication which is secure and most commonly used for ssh authentication.","title":"SSH Command"},{"location":"linux_basics/linux_server_administration/#passwordless-authentication-using-ssh","text":"Using this method, we can ssh into hosts without entering the password. This method is also useful when we want some scripts to perform ssh-related tasks. Passwordless authentication requires the use of a public and private key pair. As the name implies, the public key can be shared with anyone but the private key should be kept private. Lets not get into the details of how this authentication works. You can read more about it here Steps for setting up a passwordless authentication with a remote host: Generating public-private key pair If we already have a key pair stored in \\~/.ssh directory, we will not need to generate keys again. Install openssh package which contains all the commands related to ssh. Generate a key pair using the ssh-keygen command. One can choose the default values for all prompts. After running the ssh-keygen command successfully, we should see two keys present in the \\~/.ssh directory. Id_rsa is the private key and id_rsa.pub is the public key. Do note that the private key can only be read and modified by you. Transferring the public key to the remote host There are multiple ways to transfer the public key to the remote server. We will look at one of the most common ways of doing it using the ssh-copy-id command. Install the openssh-clients package to use ssh-copy-id command. Use the ssh-copy-id command to copy your public key to the remote host. Now, ssh into the remote host using the password authentication. Our public key should be there in \\~/.ssh/authorized_keys now. \\~/.ssh/authorized_key contains a list of public keys. The users associated with these public keys have the ssh access into the remote host.","title":"Passwordless Authentication Using SSH"},{"location":"linux_basics/linux_server_administration/#how-to-run-commands-on-a-remote-host","text":"General syntax: ssh \\<user>@\\<hostname/hostip> \\<command>","title":"How to run commands on a remote host ?"},{"location":"linux_basics/linux_server_administration/#how-to-transfer-files-from-one-host-to-another-host","text":"General syntax: scp \\<source> \\<destination>","title":"How to transfer files from one host to another host ?"},{"location":"linux_basics/linux_server_administration/#package-management","text":"Package management is the process of installing and managing software on the system. We can install the packages which we require from the Linux package distributor. Different distributors use different packaging systems. Packaging systems Distributions Debian style (.deb) Debian, Ubuntu Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux Popular Packaging Systems in Linux Command Description yum install \\<package_name> Installs a package on your system yum update \\<package_name> Updates a package to it's latest available version yum remove \\<package_name> Removes a package from your system yum search \\<keyword> Searches for a particular keyword DNF is the successor to YUM which is now used in Fedora for installing and managing packages. DNF may replace YUM in the future on all RPM based Linux distributions. We did find an exact match for the keyword httpd when we searched using yum search command. Let's now install the httpd package. After httpd is installed, we will use the yum remove command to remove httpd package.","title":"Package Management"},{"location":"linux_basics/linux_server_administration/#process-management","text":"In this section, we will study about some useful commands that can be used to monitor the processes on Linux systems.","title":"Process Management"},{"location":"linux_basics/linux_server_administration/#ps-process-status","text":"The ps command is used to know the information of a process or list of processes. If you get an error \"ps command not found\" while running ps command, do install procps package. ps without any arguments is not very useful. Let's try to list all the processes on the system by using the below command. Reference: https://unix.stackexchange.com/questions/106847/what-does-aux-mean-in-ps-aux We can use an additional argument with ps command to list the information about the process with a specific process ID. We can use grep in combination with ps command to list only specific processes.","title":"ps (process status)"},{"location":"linux_basics/linux_server_administration/#top","text":"The top command is used to show information about Linux processes running on the system in real time. It also shows a summary of the system information. For each process, top lists down the process ID, owner, priority, state, cpu utilization, memory utilization and much more information. It also lists down the memory utilization and cpu utilization of the system as a whole along with system uptime and cpu load average.","title":"top"},{"location":"linux_basics/linux_server_administration/#memory-management","text":"In this section, we will study about some useful commands that can be used to view information about the system memory.","title":"Memory Management"},{"location":"linux_basics/linux_server_administration/#free","text":"The free command is used to display the memory usage of the system. The command displays the total free and used space available in the RAM along with space occupied by the caches/buffers. free command by default shows the memory usage in kilobytes. We can use an additional argument to get the data in human-readable format.","title":"free"},{"location":"linux_basics/linux_server_administration/#vmstat","text":"The vmstat command can be used to display the memory usage along with additional information about io and cpu usage.","title":"vmstat"},{"location":"linux_basics/linux_server_administration/#checking-disk-space","text":"In this section, we will study about some useful commands that can be used to view disk space on Linux.","title":"Checking Disk Space"},{"location":"linux_basics/linux_server_administration/#df-disk-free","text":"The df command is used to display the free and available space for each mounted file system.","title":"df (disk free)"},{"location":"linux_basics/linux_server_administration/#du-disk-usage","text":"The du command is used to display disk usage of files and directories on the system. The below command can be used to display the top 5 largest directories in the root directory.","title":"du (disk usage)"},{"location":"linux_basics/linux_server_administration/#daemons","text":"A computer program that runs as a background process is called a daemon. Traditionally, the name of daemon processes ended with d - sshd, httpd etc. We cannot interact with a daemon process as they run in the background. Services and daemons are used interchangeably most of the time.","title":"Daemons"},{"location":"linux_basics/linux_server_administration/#systemd","text":"Systemd is a system and service manager for Linux operating systems. Systemd units are the building blocks of systemd. These units are represented by unit configuration files. The below examples shows the unit configuration files available at /usr/lib/systemd/system which are distributed by installed RPM packages. We are more interested in the configuration file that ends with service as these are service units.","title":"Systemd"},{"location":"linux_basics/linux_server_administration/#managing-system-services","text":"Service units end with .service file extension. Systemctl command can be used to start/stop/restart the services managed by systemd. Command Description systemctl start name.service Starts a service systemctl stop name.service Stops a service systemctl restart name.service Restarts a service systemctl status name.service Check the status of a service systemctl reload name.service Reload the configuration of a service","title":"Managing System Services"},{"location":"linux_basics/linux_server_administration/#logs","text":"In this section, we will talk about some important files and directories which can be very useful for viewing system logs and applications logs in Linux. These logs can be very useful when you are troubleshooting on the system.","title":"Logs"},{"location":"linux_networking/conclusion/","text":"Conclusion With this we have traversed through the TCP/IP stack completely. We hope there will be a different perspective when one opens any website in the browser post the course. During the course we have also dissected what are common tasks in this pipeline which falls under the ambit of SRE. Post Training Exercises Setup own DNS resolver in the dev environment which acts as an authoritative DNS server for example.com and forwarder for other domains. Update resolv.conf to use the new DNS resolver running in localhost Set up a site dummy.example.com in localhost and run a webserver with a self signed certificate. Update the trusted CAs or pass self signed CA\u2019s public key as a parameter so that curl https://dummy.example.com -v works properly without self signed cert warning Update the routing table to use another host(container/VM) in the same network as a gateway for 8.8.8.8/32 and run ping 8.8.8.8. Do the packet capture on the new gateway to see L3 hop is working as expected(might need to disable icmp_redirect)","title":"Conclusion"},{"location":"linux_networking/conclusion/#conclusion","text":"With this we have traversed through the TCP/IP stack completely. We hope there will be a different perspective when one opens any website in the browser post the course. During the course we have also dissected what are common tasks in this pipeline which falls under the ambit of SRE.","title":"Conclusion"},{"location":"linux_networking/conclusion/#post-training-exercises","text":"Setup own DNS resolver in the dev environment which acts as an authoritative DNS server for example.com and forwarder for other domains. Update resolv.conf to use the new DNS resolver running in localhost Set up a site dummy.example.com in localhost and run a webserver with a self signed certificate. Update the trusted CAs or pass self signed CA\u2019s public key as a parameter so that curl https://dummy.example.com -v works properly without self signed cert warning Update the routing table to use another host(container/VM) in the same network as a gateway for 8.8.8.8/32 and run ping 8.8.8.8. Do the packet capture on the new gateway to see L3 hop is working as expected(might need to disable icmp_redirect)","title":"Post Training Exercises"},{"location":"linux_networking/dns/","text":"DNS Domain Names are the simple human-readable names for websites. The Internet understands only IP addresses, but since memorizing incoherent numbers is not practical, domain names are used instead. These domain names are translated into IP addresses by the DNS infrastructure. When somebody tries to open www.linkedin.com in the browser, the browser tries to convert www.linkedin.com to an IP Address. This process is called DNS resolution. A simple pseudocode depicting this process looks this ip, err = getIPAddress(domainName) if err: print(\u201cunknown Host Exception while trying to resolve:%s\u201d.format(domainName)) Now let\u2019s try to understand what happens inside the getIPAddress function. The browser would have a DNS cache of its own where it checks if there is a mapping for the domainName to an IP Address already available, in which case the browser uses that IP address. If no such mapping exists, the browser calls gethostbyname syscall to ask the operating system to find the IP address for the given domainName def getIPAddress(domainName): resp, fail = lookupCache(domainName) If not fail: return resp else: resp, err = gethostbyname(domainName) if err: return null, err else: return resp Now lets understand what operating system kernel does when the gethostbyname function is called. The Linux operating system looks at the file /etc/nsswitch.conf file which usually has a line hosts: files dns This line means the OS has to look up first in file (/etc/hosts) and then use DNS protocol to do the resolution if there is no match in /etc/hosts. The file /etc/hosts is of format IPAddress FQDN [FQDN].* 127.0.0.1 localhost.localdomain localhost ::1 localhost.localdomain localhost If a match exists for a domain in this file then that IP address is returned by the OS. Lets add a line to this file 127.0.0.1 test.linkedin.com And then do ping test.linkedin.com ping test.linkedin.com -n PING test.linkedin.com (127.0.0.1) 56(84) bytes of data. 64 bytes from 127.0.0.1: icmp_seq=1 ttl=64 time=0.047 ms 64 bytes from 127.0.0.1: icmp_seq=2 ttl=64 time=0.036 ms 64 bytes from 127.0.0.1: icmp_seq=3 ttl=64 time=0.037 ms As mentioned earlier, if no match exists in /etc/hosts, the OS tries to do a DNS resolution using the DNS protocol. The linux system makes a DNS request to the first IP in /etc/resolv.conf. If there is no response, requests are sent to subsequent servers in resolv.conf. These servers in resolv.conf are called DNS resolvers. The DNS resolvers are populated by DHCP or statically configured by an administrator. Dig is a userspace DNS system which creates and sends request to DNS resolvers and prints the response it receives to the console. #run this command in one shell to capture all DNS requests sudo tcpdump -s 0 -A -i any port 53 #make a dig request from another shell dig linkedin.com 13:19:54.432507 IP 172.19.209.122.56497 > 172.23.195.101.53: 527+ [1au] A? linkedin.com. (41) ....E..E....@.n....z...e...5.1.:... .........linkedin.com.......)........ 13:19:54.485131 IP 172.23.195.101.53 > 172.19.209.122.56497: 527 1/0/1 A 108.174.10.10 (57) ....E..U..@.|. ....e...z.5...A...............linkedin.com..............3..l. ..)........ The packet capture shows a request is made to 172.23.195.101:53 (this is the resolver in /etc/resolv.conf) for linkedin.com and a response is received from 172.23.195.101 with the IP address of linkedin.com 108.174.10.10 Now let's try to understand how DNS resolver tries to find the IP address of linkedin.com. DNS resolver first looks at its cache. Since many devices in the network can query for the domain name linkedin.com, the name resolution result may already exist in the cache. If there is a cache miss, it starts the DNS resolution process. The DNS server breaks \u201clinkedin.com\u201d to \u201c.\u201d, \u201ccom.\u201d and \u201clinkedin.com.\u201d and starts DNS resolution from \u201c.\u201d. The \u201c.\u201d is called root domain and those IPs are known to the DNS resolver software. DNS resolver queries the root domain Nameservers to find the right nameservers which could respond regarding details for \"com.\". The address of the authoritative nameserver of \u201ccom.\u201d is returned. Now the DNS resolution service contacts the authoritative nameserver for \u201ccom.\u201d to fetch the authoritative nameserver for \u201clinkedin.com\u201d. Once an authoritative nameserver of \u201clinkedin.com\u201d is known, the resolver contacts Linkedin\u2019s nameserver to provide the IP address of \u201clinkedin.com\u201d. This whole process can be visualized by running dig +trace linkedin.com linkedin.com. 3600 IN A 108.174.10.10 This DNS response has 5 fields where the first field is the request and the last field is the response. The second field is the Time to Live which says how long the DNS response is valid in seconds. In this case this mapping of linkedin.com is valid for 1 hour. This is how the resolvers and application(browser) maintain their cache. Any request for linkedin.com beyond 1 hour will be treated as a cache miss as the mapping has expired its TTL and the whole process has to be redone. The 4th field says the type of DNS response/request. Some of the various DNS query types are A, AAAA, NS, TXT, PTR, MX and CNAME. - A record returns IPV4 address of the domain name - AAAA record returns the IPV6 address of the domain Name - NS record returns the authoritative nameserver for the domain name - CNAME records are aliases to the domain names. Some domains point to other domain names and resolving the latter domain name gives an IP which is used as an IP for the former domain name as well. Example www.linkedin.com\u2019s IP address is the same as 2-01-2c3e-005a.cdx.cedexis.net. - For the brevity we are not discussing other DNS record types, the RFC of each of these records are available here . dig A linkedin.com +short 108.174.10.10 dig AAAA linkedin.com +short 2620:109:c002::6cae:a0a dig NS linkedin.com +short dns3.p09.nsone.net. dns4.p09.nsone.net. dns2.p09.nsone.net. ns4.p43.dynect.net. ns1.p43.dynect.net. ns2.p43.dynect.net. ns3.p43.dynect.net. dns1.p09.nsone.net. dig www.linkedin.com CNAME +short 2-01-2c3e-005a.cdx.cedexis.net. Armed with these fundamentals of DNS lets see usecases where DNS is used by SREs. Applications in SRE role This section covers some of the common solutions SRE can derive from DNS Every company has to have its internal DNS infrastructure for intranet sites and internal services like databases and other internal applications like wiki. So there has to be a DNS infrastructure maintained for those domain names by the infrastructure team. This DNS infrastructure has to be optimized and scaled so that it doesn\u2019t become a single point of failure. Failure of the internal DNS infrastructure can cause API calls of microservices to fail and other cascading effects. DNS can also be used for discovering services. For example the hostname serviceb.internal.example.com could list instances which run service b internally in example.com company. Cloud providers provide options to enable DNS discovery( example ) DNS is used by cloud provides and CDN providers to scale their services. In Azure/AWS, Load Balancers are given a CNAME instead of IPAddress. They update the IPAddress of the Loadbalancers as they scale by changing the IP Address of alias domain names. This is one of the reasons why A records of such alias domains are short lived like 1 minute. DNS can also be used to make clients get IP addresses closer to their location so that their HTTP calls can be responded faster if the company has a presence geographically distributed. SRE also has to understand since there is no verification in DNS infrastructure, these responses can be spoofed. This is safeguarded by other protocols like HTTPS(dealt later). DNSSEC protects from forged or manipulated DNS responses. Stale DNS cache can be a problem. Some apps might still be using expired DNS records for their api calls. This is something SRE has to be wary of when doing maintenance. DNS Loadbalancing and service discovery also has to understand TTL and the servers can be removed from the pool only after waiting till TTL post the changes are made to DNS records. If this is not done, a certain portion of the traffic will fail as the server is removed before the TTL.","title":"DNS"},{"location":"linux_networking/dns/#dns","text":"Domain Names are the simple human-readable names for websites. The Internet understands only IP addresses, but since memorizing incoherent numbers is not practical, domain names are used instead. These domain names are translated into IP addresses by the DNS infrastructure. When somebody tries to open www.linkedin.com in the browser, the browser tries to convert www.linkedin.com to an IP Address. This process is called DNS resolution. A simple pseudocode depicting this process looks this ip, err = getIPAddress(domainName) if err: print(\u201cunknown Host Exception while trying to resolve:%s\u201d.format(domainName)) Now let\u2019s try to understand what happens inside the getIPAddress function. The browser would have a DNS cache of its own where it checks if there is a mapping for the domainName to an IP Address already available, in which case the browser uses that IP address. If no such mapping exists, the browser calls gethostbyname syscall to ask the operating system to find the IP address for the given domainName def getIPAddress(domainName): resp, fail = lookupCache(domainName) If not fail: return resp else: resp, err = gethostbyname(domainName) if err: return null, err else: return resp Now lets understand what operating system kernel does when the gethostbyname function is called. The Linux operating system looks at the file /etc/nsswitch.conf file which usually has a line hosts: files dns This line means the OS has to look up first in file (/etc/hosts) and then use DNS protocol to do the resolution if there is no match in /etc/hosts. The file /etc/hosts is of format IPAddress FQDN [FQDN].* 127.0.0.1 localhost.localdomain localhost ::1 localhost.localdomain localhost If a match exists for a domain in this file then that IP address is returned by the OS. Lets add a line to this file 127.0.0.1 test.linkedin.com And then do ping test.linkedin.com ping test.linkedin.com -n PING test.linkedin.com (127.0.0.1) 56(84) bytes of data. 64 bytes from 127.0.0.1: icmp_seq=1 ttl=64 time=0.047 ms 64 bytes from 127.0.0.1: icmp_seq=2 ttl=64 time=0.036 ms 64 bytes from 127.0.0.1: icmp_seq=3 ttl=64 time=0.037 ms As mentioned earlier, if no match exists in /etc/hosts, the OS tries to do a DNS resolution using the DNS protocol. The linux system makes a DNS request to the first IP in /etc/resolv.conf. If there is no response, requests are sent to subsequent servers in resolv.conf. These servers in resolv.conf are called DNS resolvers. The DNS resolvers are populated by DHCP or statically configured by an administrator. Dig is a userspace DNS system which creates and sends request to DNS resolvers and prints the response it receives to the console. #run this command in one shell to capture all DNS requests sudo tcpdump -s 0 -A -i any port 53 #make a dig request from another shell dig linkedin.com 13:19:54.432507 IP 172.19.209.122.56497 > 172.23.195.101.53: 527+ [1au] A? linkedin.com. (41) ....E..E....@.n....z...e...5.1.:... .........linkedin.com.......)........ 13:19:54.485131 IP 172.23.195.101.53 > 172.19.209.122.56497: 527 1/0/1 A 108.174.10.10 (57) ....E..U..@.|. ....e...z.5...A...............linkedin.com..............3..l. ..)........ The packet capture shows a request is made to 172.23.195.101:53 (this is the resolver in /etc/resolv.conf) for linkedin.com and a response is received from 172.23.195.101 with the IP address of linkedin.com 108.174.10.10 Now let's try to understand how DNS resolver tries to find the IP address of linkedin.com. DNS resolver first looks at its cache. Since many devices in the network can query for the domain name linkedin.com, the name resolution result may already exist in the cache. If there is a cache miss, it starts the DNS resolution process. The DNS server breaks \u201clinkedin.com\u201d to \u201c.\u201d, \u201ccom.\u201d and \u201clinkedin.com.\u201d and starts DNS resolution from \u201c.\u201d. The \u201c.\u201d is called root domain and those IPs are known to the DNS resolver software. DNS resolver queries the root domain Nameservers to find the right nameservers which could respond regarding details for \"com.\". The address of the authoritative nameserver of \u201ccom.\u201d is returned. Now the DNS resolution service contacts the authoritative nameserver for \u201ccom.\u201d to fetch the authoritative nameserver for \u201clinkedin.com\u201d. Once an authoritative nameserver of \u201clinkedin.com\u201d is known, the resolver contacts Linkedin\u2019s nameserver to provide the IP address of \u201clinkedin.com\u201d. This whole process can be visualized by running dig +trace linkedin.com linkedin.com. 3600 IN A 108.174.10.10 This DNS response has 5 fields where the first field is the request and the last field is the response. The second field is the Time to Live which says how long the DNS response is valid in seconds. In this case this mapping of linkedin.com is valid for 1 hour. This is how the resolvers and application(browser) maintain their cache. Any request for linkedin.com beyond 1 hour will be treated as a cache miss as the mapping has expired its TTL and the whole process has to be redone. The 4th field says the type of DNS response/request. Some of the various DNS query types are A, AAAA, NS, TXT, PTR, MX and CNAME. - A record returns IPV4 address of the domain name - AAAA record returns the IPV6 address of the domain Name - NS record returns the authoritative nameserver for the domain name - CNAME records are aliases to the domain names. Some domains point to other domain names and resolving the latter domain name gives an IP which is used as an IP for the former domain name as well. Example www.linkedin.com\u2019s IP address is the same as 2-01-2c3e-005a.cdx.cedexis.net. - For the brevity we are not discussing other DNS record types, the RFC of each of these records are available here . dig A linkedin.com +short 108.174.10.10 dig AAAA linkedin.com +short 2620:109:c002::6cae:a0a dig NS linkedin.com +short dns3.p09.nsone.net. dns4.p09.nsone.net. dns2.p09.nsone.net. ns4.p43.dynect.net. ns1.p43.dynect.net. ns2.p43.dynect.net. ns3.p43.dynect.net. dns1.p09.nsone.net. dig www.linkedin.com CNAME +short 2-01-2c3e-005a.cdx.cedexis.net. Armed with these fundamentals of DNS lets see usecases where DNS is used by SREs.","title":"DNS"},{"location":"linux_networking/dns/#applications-in-sre-role","text":"This section covers some of the common solutions SRE can derive from DNS Every company has to have its internal DNS infrastructure for intranet sites and internal services like databases and other internal applications like wiki. So there has to be a DNS infrastructure maintained for those domain names by the infrastructure team. This DNS infrastructure has to be optimized and scaled so that it doesn\u2019t become a single point of failure. Failure of the internal DNS infrastructure can cause API calls of microservices to fail and other cascading effects. DNS can also be used for discovering services. For example the hostname serviceb.internal.example.com could list instances which run service b internally in example.com company. Cloud providers provide options to enable DNS discovery( example ) DNS is used by cloud provides and CDN providers to scale their services. In Azure/AWS, Load Balancers are given a CNAME instead of IPAddress. They update the IPAddress of the Loadbalancers as they scale by changing the IP Address of alias domain names. This is one of the reasons why A records of such alias domains are short lived like 1 minute. DNS can also be used to make clients get IP addresses closer to their location so that their HTTP calls can be responded faster if the company has a presence geographically distributed. SRE also has to understand since there is no verification in DNS infrastructure, these responses can be spoofed. This is safeguarded by other protocols like HTTPS(dealt later). DNSSEC protects from forged or manipulated DNS responses. Stale DNS cache can be a problem. Some apps might still be using expired DNS records for their api calls. This is something SRE has to be wary of when doing maintenance. DNS Loadbalancing and service discovery also has to understand TTL and the servers can be removed from the pool only after waiting till TTL post the changes are made to DNS records. If this is not done, a certain portion of the traffic will fail as the server is removed before the TTL.","title":"Applications in SRE role"},{"location":"linux_networking/http/","text":"HTTP Till this point we have only got the IP address of linkedin.com. The HTML page of linkedin.com is served by HTTP protocol which the browser renders. Browser sends a HTTP request to the IP of the server determined above. Request has a verb GET, PUT, POST followed by a path and query parameters and lines of key value pair which gives information about the client and capabilities of the client like contents it can accept and a body (usually in POST or PUT) # Eg run the following in your container and have a look at the headers curl linkedin.com -v * Connected to linkedin.com (108.174.10.10) port 80 (#0) > GET / HTTP/1.1 > Host: linkedin.com > User-Agent: curl/7.64.1 > Accept: */* > < HTTP/1.1 301 Moved Permanently < Date: Mon, 09 Nov 2020 10:39:43 GMT < X-Li-Pop: prod-esv5 < X-LI-Proto: http/1.1 < Location: https://www.linkedin.com/ < Content-Length: 0 < * Connection #0 to host linkedin.com left intact * Closing connection 0 Here, in the first line GET is the verb, / is the path and 1.1 is the HTTP protocol version. Then there are key value pairs which give client capabilities and some details to the server. The server responds back with HTTP version, Status Code and Status message . Status codes 2xx means success, 3xx denotes redirection, 4xx denotes client side errors and 5xx server side errors. We will now jump in to see the difference between HTTP/1.0 and HTTP/1.1. #On the terminal type telnet www.linkedin.com 80 #Copy and paste the following with an empty new line at last in the telnet STDIN GET / HTTP/1.1 HOST:linkedin.com USER-AGENT: curl This would get server response and waits for next input as the underlying connection to www.linkedin.com can be reused for further queries. While going through TCP, we can understand the benefits of this. But in HTTP/1.0 this connection will be immediately closed after the response meaning new connection has to be opened for each query. HTTP/1.1 can have only one inflight request in an open connection but connection can be reused for multiple requests one after another. One of the benefits of HTTP/2.0 over HTTP/1.1 is we can have multiple inflight requests on the same connection. We are restricting our scope to generic HTTP and not jumping to the intricacies of each protocol version but they should be straight forward to understand post the course. HTTP is called stateless protocol . This section we will try to understand what stateless means. Say we logged in to linkedin.com, each request to linkedin.com from the client will have no context of the user and it makes no sense to prompt user to login for each page/resource. This problem of HTTP is solved by COOKIE . A user is created a session when a user logs in. This session identifier is sent to the browser via SET-COOKIE header. The browser stores the COOKIE till the expiry set by the server and sends the cookie for each request from hereon for linkedin.com. More details on cookies are available here . Cookies are a critical piece of information like password and since HTTP is a plain text protocol, any man in the middle can capture either password or cookies and can breach the privacy of the user. Similarly as discussed during DNS a spoofed IP of linkedin.com can cause a phishing attack on users where an user can give linkedin\u2019s password to login on the malicious site. To solve both problems HTTPs came in place and HTTPs has to be mandated. HTTPS has to provide server identification and encryption of data between client and server. The server administrator has to generate a private public key pair and certificate request. This certificate request has to be signed by a certificate authority which converts the certificate request to a certificate. The server administrator has to update the certificate and private key to the webserver. The certificate has details about the server (like domain name for which it serves, expiry date), public key of the server. The private key is a secret to the server and losing the private key loses the trust the server provides. When clients connect, the client sends a HELLO. The server sends its certificate to the client. The client checks the validity of the cert by seeing if it is within its expiry time, if it is signed by a trusted authority and the hostname in the cert is the same as the server. This validation makes sure the server is the right server and there is no phishing. Once that is validated, the client negotiates a symmetrical key and cipher with the server by encrypting the negotiation with the public key of the server. Nobody else other than the server who has the private key can understand this data. Once negotiation is complete, that symmetric key and algorithm is used for further encryption which can be decrypted only by client and server from thereon as they only know the symmetric key and algorithm. The switch to symmetric algorithm from asymmetric encryption algorithm is to not strain the resources of client devices as symmetric encryption is generally less resource intensive than asymmetric. #Try the following on your terminal to see the cert details like Subject Name(domain name), Issuer details, Expiry date curl https://www.linkedin.com -v * Connected to www.linkedin.com (13.107.42.14) port 443 (#0) * ALPN, offering h2 * ALPN, offering http/1.1 * successfully set certificate verify locations: * CAfile: /etc/ssl/cert.pem CApath: none * TLSv1.2 (OUT), TLS handshake, Client hello (1): } [230 bytes data] * TLSv1.2 (IN), TLS handshake, Server hello (2): { [90 bytes data] * TLSv1.2 (IN), TLS handshake, Certificate (11): { [3171 bytes data] * TLSv1.2 (IN), TLS handshake, Server key exchange (12): { [365 bytes data] * TLSv1.2 (IN), TLS handshake, Server finished (14): { [4 bytes data] * TLSv1.2 (OUT), TLS handshake, Client key exchange (16): } [102 bytes data] * TLSv1.2 (OUT), TLS change cipher, Change cipher spec (1): } [1 bytes data] * TLSv1.2 (OUT), TLS handshake, Finished (20): } [16 bytes data] * TLSv1.2 (IN), TLS change cipher, Change cipher spec (1): { [1 bytes data] * TLSv1.2 (IN), TLS handshake, Finished (20): { [16 bytes data] * SSL connection using TLSv1.2 / ECDHE-RSA-AES256-GCM-SHA384 * ALPN, server accepted to use h2 * Server certificate: * subject: C=US; ST=California; L=Sunnyvale; O=LinkedIn Corporation; CN=www.linkedin.com * start date: Oct 2 00:00:00 2020 GMT * expire date: Apr 2 12:00:00 2021 GMT * subjectAltName: host \"www.linkedin.com\" matched cert's \"www.linkedin.com\" * issuer: C=US; O=DigiCert Inc; CN=DigiCert SHA2 Secure Server CA * SSL certificate verify ok. * Using HTTP2, server supports multi-use * Connection state changed (HTTP/2 confirmed) * Copying HTTP/2 data in stream buffer to connection buffer after upgrade: len=0 * Using Stream ID: 1 (easy handle 0x7fb055808200) * Connection state changed (MAX_CONCURRENT_STREAMS == 100)! 0 82117 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0 * Connection #0 to host www.linkedin.com left intact HTTP/2 200 cache-control: no-cache, no-store pragma: no-cache content-length: 82117 content-type: text/html; charset=utf-8 expires: Thu, 01 Jan 1970 00:00:00 GMT set-cookie: JSESSIONID=ajax:2747059799136291014; SameSite=None; Path=/; Domain=.www.linkedin.com; Secure set-cookie: lang=v=2&lang=en-us; SameSite=None; Path=/; Domain=linkedin.com; Secure set-cookie: bcookie=\"v=2&70bd59e3-5a51-406c-8e0d-dd70befa8890\"; domain=.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; SameSite=None set-cookie: bscookie=\"v=1&202011091050107ae9b7ac-fe97-40fc-830d-d7a9ccf80659AQGib5iXwarbY8CCBP94Q39THkgUlx6J\"; domain=.www.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; HttpOnly; SameSite=None set-cookie: lissc=1; domain=.linkedin.com; Path=/; Secure; Expires=Tue, 09-Nov-2021 10:50:10 GMT; SameSite=None set-cookie: lidc=\"b=VGST04:s=V:r=V:g=2201:u=1:i=1604919010:t=1605005410:v=1:sig=AQHe-KzU8i_5Iy6MwnFEsgRct3c9Lh5R\"; Expires=Tue, 10 Nov 2020 10:50:10 GMT; domain=.linkedin.com; Path=/; SameSite=None; Secure x-fs-txn-id: 2b8d5409ba70 x-fs-uuid: 61bbf94956d14516302567fc882b0000 expect-ct: max-age=86400, report-uri=\"https://www.linkedin.com/platform-telemetry/ct\" x-xss-protection: 1; mode=block content-security-policy-report-only: default-src 'none'; connect-src 'self' www.linkedin.com www.google-analytics.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://linkedin.sc.omtrdc.net/b/ss/ static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; script-src 'sha256-THuVhwbXPeTR0HszASqMOnIyxqEgvGyBwSPBKBF/iMc=' 'sha256-PyCXNcEkzRWqbiNr087fizmiBBrq9O6GGD8eV3P09Ik=' 'sha256-2SQ55Erm3CPCb+k03EpNxU9bdV3XL9TnVTriDs7INZ4=' 'sha256-S/KSPe186K/1B0JEjbIXcCdpB97krdzX05S+dHnQjUs=' platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'self' 'unsafe-inline' static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; media-src dms.licdn.com; child-src blob: *; frame-src 'self' lnkd.demdex.net linkedin.cdn.qualaroo.com; manifest-src 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=g content-security-policy: default-src *; connect-src 'self' https://media-src.linkedin.com/media/ www.linkedin.com s.c.lnkd.licdn.com m.c.lnkd.licdn.com s.c.exp1.licdn.com s.c.exp2.licdn.com m.c.exp1.licdn.com m.c.exp2.licdn.com wss://*.linkedin.com dms.licdn.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://accounts.google.com/gsi/status https://linkedin.sc.omtrdc.net/b/ss/ www.google-analytics.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com media.licdn.com media-exp1.licdn.com media-exp2.licdn.com media-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'unsafe-inline' 'self' static-src.linkedin.com *.licdn.com; script-src 'report-sample' 'unsafe-inline' 'unsafe-eval' 'self' spdy.linkedin.com static-src.linkedin.com *.ads.linkedin.com *.licdn.com static.chartbeat.com www.google-analytics.com ssl.google-analytics.com bcvipva02.rightnowtech.com www.bizographics.com sjs.bizographics.com js.bizographics.com d.la4-c1-was.salesforceliveagent.com slideshare.www.linkedin.com https://snap.licdn.com/li.lms-analytics/ platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com; object-src 'none'; media-src blob: *; child-src blob: lnkd-communities: voyager: *; frame-ancestors 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=l x-frame-options: sameorigin x-content-type-options: nosniff strict-transport-security: max-age=2592000 x-li-fabric: prod-lva1 x-li-pop: afd-prod-lva1 x-li-proto: http/2 x-li-uuid: Ybv5SVbRRRYwJWf8iCsAAA== x-msedge-ref: Ref A: CFB9AC1D2B0645DDB161CEE4A4909AEF Ref B: BOM02EDGE0712 Ref C: 2020-11-09T10:50:10Z date: Mon, 09 Nov 2020 10:50:10 GMT * Closing connection 0 Here my system has a list of certificate authorities it trusts in this file /etc/ssl/cert.pem. Curl validates the certificate is for www.linkedin.com by seeing the CN section of the subject part of the certificate. It also makes sure the certificate is not expired by seeing the expire date. It also validates the signature on the certificate by using the public key of issuer Digicert in /etc/ssl/cert.pem. Once this is done, using the public key of www.linkedin.com it negotiates cipher TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384 with a symmetric key. Subsequent data transfer including first HTTP request uses the same cipher and symmetric key.","title":"HTTP"},{"location":"linux_networking/http/#http","text":"Till this point we have only got the IP address of linkedin.com. The HTML page of linkedin.com is served by HTTP protocol which the browser renders. Browser sends a HTTP request to the IP of the server determined above. Request has a verb GET, PUT, POST followed by a path and query parameters and lines of key value pair which gives information about the client and capabilities of the client like contents it can accept and a body (usually in POST or PUT) # Eg run the following in your container and have a look at the headers curl linkedin.com -v * Connected to linkedin.com (108.174.10.10) port 80 (#0) > GET / HTTP/1.1 > Host: linkedin.com > User-Agent: curl/7.64.1 > Accept: */* > < HTTP/1.1 301 Moved Permanently < Date: Mon, 09 Nov 2020 10:39:43 GMT < X-Li-Pop: prod-esv5 < X-LI-Proto: http/1.1 < Location: https://www.linkedin.com/ < Content-Length: 0 < * Connection #0 to host linkedin.com left intact * Closing connection 0 Here, in the first line GET is the verb, / is the path and 1.1 is the HTTP protocol version. Then there are key value pairs which give client capabilities and some details to the server. The server responds back with HTTP version, Status Code and Status message . Status codes 2xx means success, 3xx denotes redirection, 4xx denotes client side errors and 5xx server side errors. We will now jump in to see the difference between HTTP/1.0 and HTTP/1.1. #On the terminal type telnet www.linkedin.com 80 #Copy and paste the following with an empty new line at last in the telnet STDIN GET / HTTP/1.1 HOST:linkedin.com USER-AGENT: curl This would get server response and waits for next input as the underlying connection to www.linkedin.com can be reused for further queries. While going through TCP, we can understand the benefits of this. But in HTTP/1.0 this connection will be immediately closed after the response meaning new connection has to be opened for each query. HTTP/1.1 can have only one inflight request in an open connection but connection can be reused for multiple requests one after another. One of the benefits of HTTP/2.0 over HTTP/1.1 is we can have multiple inflight requests on the same connection. We are restricting our scope to generic HTTP and not jumping to the intricacies of each protocol version but they should be straight forward to understand post the course. HTTP is called stateless protocol . This section we will try to understand what stateless means. Say we logged in to linkedin.com, each request to linkedin.com from the client will have no context of the user and it makes no sense to prompt user to login for each page/resource. This problem of HTTP is solved by COOKIE . A user is created a session when a user logs in. This session identifier is sent to the browser via SET-COOKIE header. The browser stores the COOKIE till the expiry set by the server and sends the cookie for each request from hereon for linkedin.com. More details on cookies are available here . Cookies are a critical piece of information like password and since HTTP is a plain text protocol, any man in the middle can capture either password or cookies and can breach the privacy of the user. Similarly as discussed during DNS a spoofed IP of linkedin.com can cause a phishing attack on users where an user can give linkedin\u2019s password to login on the malicious site. To solve both problems HTTPs came in place and HTTPs has to be mandated. HTTPS has to provide server identification and encryption of data between client and server. The server administrator has to generate a private public key pair and certificate request. This certificate request has to be signed by a certificate authority which converts the certificate request to a certificate. The server administrator has to update the certificate and private key to the webserver. The certificate has details about the server (like domain name for which it serves, expiry date), public key of the server. The private key is a secret to the server and losing the private key loses the trust the server provides. When clients connect, the client sends a HELLO. The server sends its certificate to the client. The client checks the validity of the cert by seeing if it is within its expiry time, if it is signed by a trusted authority and the hostname in the cert is the same as the server. This validation makes sure the server is the right server and there is no phishing. Once that is validated, the client negotiates a symmetrical key and cipher with the server by encrypting the negotiation with the public key of the server. Nobody else other than the server who has the private key can understand this data. Once negotiation is complete, that symmetric key and algorithm is used for further encryption which can be decrypted only by client and server from thereon as they only know the symmetric key and algorithm. The switch to symmetric algorithm from asymmetric encryption algorithm is to not strain the resources of client devices as symmetric encryption is generally less resource intensive than asymmetric. #Try the following on your terminal to see the cert details like Subject Name(domain name), Issuer details, Expiry date curl https://www.linkedin.com -v * Connected to www.linkedin.com (13.107.42.14) port 443 (#0) * ALPN, offering h2 * ALPN, offering http/1.1 * successfully set certificate verify locations: * CAfile: /etc/ssl/cert.pem CApath: none * TLSv1.2 (OUT), TLS handshake, Client hello (1): } [230 bytes data] * TLSv1.2 (IN), TLS handshake, Server hello (2): { [90 bytes data] * TLSv1.2 (IN), TLS handshake, Certificate (11): { [3171 bytes data] * TLSv1.2 (IN), TLS handshake, Server key exchange (12): { [365 bytes data] * TLSv1.2 (IN), TLS handshake, Server finished (14): { [4 bytes data] * TLSv1.2 (OUT), TLS handshake, Client key exchange (16): } [102 bytes data] * TLSv1.2 (OUT), TLS change cipher, Change cipher spec (1): } [1 bytes data] * TLSv1.2 (OUT), TLS handshake, Finished (20): } [16 bytes data] * TLSv1.2 (IN), TLS change cipher, Change cipher spec (1): { [1 bytes data] * TLSv1.2 (IN), TLS handshake, Finished (20): { [16 bytes data] * SSL connection using TLSv1.2 / ECDHE-RSA-AES256-GCM-SHA384 * ALPN, server accepted to use h2 * Server certificate: * subject: C=US; ST=California; L=Sunnyvale; O=LinkedIn Corporation; CN=www.linkedin.com * start date: Oct 2 00:00:00 2020 GMT * expire date: Apr 2 12:00:00 2021 GMT * subjectAltName: host \"www.linkedin.com\" matched cert's \"www.linkedin.com\" * issuer: C=US; O=DigiCert Inc; CN=DigiCert SHA2 Secure Server CA * SSL certificate verify ok. * Using HTTP2, server supports multi-use * Connection state changed (HTTP/2 confirmed) * Copying HTTP/2 data in stream buffer to connection buffer after upgrade: len=0 * Using Stream ID: 1 (easy handle 0x7fb055808200) * Connection state changed (MAX_CONCURRENT_STREAMS == 100)! 0 82117 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0 * Connection #0 to host www.linkedin.com left intact HTTP/2 200 cache-control: no-cache, no-store pragma: no-cache content-length: 82117 content-type: text/html; charset=utf-8 expires: Thu, 01 Jan 1970 00:00:00 GMT set-cookie: JSESSIONID=ajax:2747059799136291014; SameSite=None; Path=/; Domain=.www.linkedin.com; Secure set-cookie: lang=v=2&lang=en-us; SameSite=None; Path=/; Domain=linkedin.com; Secure set-cookie: bcookie=\"v=2&70bd59e3-5a51-406c-8e0d-dd70befa8890\"; domain=.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; SameSite=None set-cookie: bscookie=\"v=1&202011091050107ae9b7ac-fe97-40fc-830d-d7a9ccf80659AQGib5iXwarbY8CCBP94Q39THkgUlx6J\"; domain=.www.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; HttpOnly; SameSite=None set-cookie: lissc=1; domain=.linkedin.com; Path=/; Secure; Expires=Tue, 09-Nov-2021 10:50:10 GMT; SameSite=None set-cookie: lidc=\"b=VGST04:s=V:r=V:g=2201:u=1:i=1604919010:t=1605005410:v=1:sig=AQHe-KzU8i_5Iy6MwnFEsgRct3c9Lh5R\"; Expires=Tue, 10 Nov 2020 10:50:10 GMT; domain=.linkedin.com; Path=/; SameSite=None; Secure x-fs-txn-id: 2b8d5409ba70 x-fs-uuid: 61bbf94956d14516302567fc882b0000 expect-ct: max-age=86400, report-uri=\"https://www.linkedin.com/platform-telemetry/ct\" x-xss-protection: 1; mode=block content-security-policy-report-only: default-src 'none'; connect-src 'self' www.linkedin.com www.google-analytics.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://linkedin.sc.omtrdc.net/b/ss/ static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; script-src 'sha256-THuVhwbXPeTR0HszASqMOnIyxqEgvGyBwSPBKBF/iMc=' 'sha256-PyCXNcEkzRWqbiNr087fizmiBBrq9O6GGD8eV3P09Ik=' 'sha256-2SQ55Erm3CPCb+k03EpNxU9bdV3XL9TnVTriDs7INZ4=' 'sha256-S/KSPe186K/1B0JEjbIXcCdpB97krdzX05S+dHnQjUs=' platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'self' 'unsafe-inline' static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; media-src dms.licdn.com; child-src blob: *; frame-src 'self' lnkd.demdex.net linkedin.cdn.qualaroo.com; manifest-src 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=g content-security-policy: default-src *; connect-src 'self' https://media-src.linkedin.com/media/ www.linkedin.com s.c.lnkd.licdn.com m.c.lnkd.licdn.com s.c.exp1.licdn.com s.c.exp2.licdn.com m.c.exp1.licdn.com m.c.exp2.licdn.com wss://*.linkedin.com dms.licdn.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://accounts.google.com/gsi/status https://linkedin.sc.omtrdc.net/b/ss/ www.google-analytics.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com media.licdn.com media-exp1.licdn.com media-exp2.licdn.com media-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'unsafe-inline' 'self' static-src.linkedin.com *.licdn.com; script-src 'report-sample' 'unsafe-inline' 'unsafe-eval' 'self' spdy.linkedin.com static-src.linkedin.com *.ads.linkedin.com *.licdn.com static.chartbeat.com www.google-analytics.com ssl.google-analytics.com bcvipva02.rightnowtech.com www.bizographics.com sjs.bizographics.com js.bizographics.com d.la4-c1-was.salesforceliveagent.com slideshare.www.linkedin.com https://snap.licdn.com/li.lms-analytics/ platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com; object-src 'none'; media-src blob: *; child-src blob: lnkd-communities: voyager: *; frame-ancestors 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=l x-frame-options: sameorigin x-content-type-options: nosniff strict-transport-security: max-age=2592000 x-li-fabric: prod-lva1 x-li-pop: afd-prod-lva1 x-li-proto: http/2 x-li-uuid: Ybv5SVbRRRYwJWf8iCsAAA== x-msedge-ref: Ref A: CFB9AC1D2B0645DDB161CEE4A4909AEF Ref B: BOM02EDGE0712 Ref C: 2020-11-09T10:50:10Z date: Mon, 09 Nov 2020 10:50:10 GMT * Closing connection 0 Here my system has a list of certificate authorities it trusts in this file /etc/ssl/cert.pem. Curl validates the certificate is for www.linkedin.com by seeing the CN section of the subject part of the certificate. It also makes sure the certificate is not expired by seeing the expire date. It also validates the signature on the certificate by using the public key of issuer Digicert in /etc/ssl/cert.pem. Once this is done, using the public key of www.linkedin.com it negotiates cipher TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384 with a symmetric key. Subsequent data transfer including first HTTP request uses the same cipher and symmetric key.","title":"HTTP"},{"location":"linux_networking/intro/","text":"Linux Networking Fundamentals Prerequisites High-level knowledge of commonly used jargon in TCP/IP stack like DNS, TCP, UDP and HTTP Linux Commandline Basics What to expect from this course Throughout the course, we cover how an SRE can optimize the system to improve their web stack performance and troubleshoot if there is an issue in any of the layers of the networking stack. This course tries to dig through each layer of traditional TCP/IP stack and expects an SRE to have a picture beyond the bird\u2019s eye view of the functioning of the Internet. What is not covered under this course This course spends time on the fundamentals. We are not covering concepts like HTTP/2.0 , QUIC , TCP congestion control protocols , Anycast , BGP , CDN , Tunnels and Multicast . We expect that this course will provide the relevant basics to understand such concepts Birds eye view of the course The course covers the question \u201cWhat happens when you open linkedin.com in your browser?\u201d The course follows the flow of TCP/IP stack.More specifically, the course covers topics of Application layer protocols DNS and HTTP, transport layer protocols UDP and TCP, networking layer protocol IP and Data Link Layer protocol Course Contents DNS UDP HTTP TCP IP Routing","title":"Introduction"},{"location":"linux_networking/intro/#linux-networking-fundamentals","text":"","title":"Linux Networking Fundamentals"},{"location":"linux_networking/intro/#prerequisites","text":"High-level knowledge of commonly used jargon in TCP/IP stack like DNS, TCP, UDP and HTTP Linux Commandline Basics","title":"Prerequisites"},{"location":"linux_networking/intro/#what-to-expect-from-this-course","text":"Throughout the course, we cover how an SRE can optimize the system to improve their web stack performance and troubleshoot if there is an issue in any of the layers of the networking stack. This course tries to dig through each layer of traditional TCP/IP stack and expects an SRE to have a picture beyond the bird\u2019s eye view of the functioning of the Internet.","title":"What to expect from this course"},{"location":"linux_networking/intro/#what-is-not-covered-under-this-course","text":"This course spends time on the fundamentals. We are not covering concepts like HTTP/2.0 , QUIC , TCP congestion control protocols , Anycast , BGP , CDN , Tunnels and Multicast . We expect that this course will provide the relevant basics to understand such concepts","title":"What is not covered under this course"},{"location":"linux_networking/intro/#birds-eye-view-of-the-course","text":"The course covers the question \u201cWhat happens when you open linkedin.com in your browser?\u201d The course follows the flow of TCP/IP stack.More specifically, the course covers topics of Application layer protocols DNS and HTTP, transport layer protocols UDP and TCP, networking layer protocol IP and Data Link Layer protocol","title":"Birds eye view of the course"},{"location":"linux_networking/intro/#course-contents","text":"DNS UDP HTTP TCP IP Routing","title":"Course Contents"},{"location":"linux_networking/ipr/","text":"IP Routing and Data Link Layer We will dig how packets that leave the client reach the server and vice versa. When the packet reaches the IP layer, the transport layer populates source port, destination port. IP/Network layer populates destination IP(discovered from DNS) and then looks up the route to the destination IP on the routing table. #Linux route -n command gives the default routing table route -n Kernel IP routing table Destination Gateway Genmask Flags Metric Ref Use Iface 0.0.0.0 172.17.0.1 0.0.0.0 UG 0 0 0 eth0 172.17.0.0 0.0.0.0 255.255.0.0 U 0 0 0 eth0 Here the destination IP is bitwise AND\u2019d with the Genmask and if the answer is the destination part of the table then that gateway and interface is picked for routing. Here linkedin.com\u2019s IP 108.174.10.10 is AND\u2019d with 255.255.255.0 and the answer we get is 108.174.10.0 which doesn\u2019t match with any destination in the routing table. Then Linux does an AND of destination IP with 0.0.0.0 and we get 0.0.0.0. This answer matches the default row Routing table is processed in the order of more octets of 1 set in genmask and genmask 0.0.0.0 is the default route if nothing matches. At the end of this operation Linux figured out that the packet has to be sent to next hop 172.17.0.1 via eth0. The source IP of the packet will be set as the IP of interface eth0. Now to send the packet to 172.17.0.1 linux has to figure out the MAC address of 172.17.0.1. MAC address is figured by looking at the internal arp cache which stores translation between IP address and MAC address. If there is a cache miss, Linux broadcasts ARP request within the internal network asking who has 172.17.0.1. The owner of the IP sends an ARP response which is cached by the kernel and the kernel sends the packet to the gateway by setting Source mac address as mac address of eth0 and destination mac address of 172.17.0.1 which we got just now. Similar routing lookup process is followed in each hop till the packet reaches the actual server. Transport layer and layers above it come to play only at end servers. During intermediate hops only till the IP/Network layer is involved. One weird gateway we saw in the routing table is 0.0.0.0. This gateway means no Layer3(Network layer) hop is needed to send the packet. Both source and destination are in the same network. Kernel has to figure out the mac of the destination and populate source and destination mac appropriately and send the packet out so that it reaches the destination without any Layer3 hop in the middle As we followed in other modules, lets complete this session with SRE usecases Applications in SRE role Generally the routing table is populated by DHCP and playing around is not a good practice. There can be reasons where one has to play around the routing table but take that path only when it's absolutely necessary Understanding error messages better like, \u201cNo route to host\u201d error can mean mac address of the destination host is not found and it can mean the destination host is down On rare cases looking at the ARP table can help us understand if there is a IP conflict where same IP is assigned to two hosts by mistake and this is causing unexpected behavior","title":"Routing"},{"location":"linux_networking/ipr/#ip-routing-and-data-link-layer","text":"We will dig how packets that leave the client reach the server and vice versa. When the packet reaches the IP layer, the transport layer populates source port, destination port. IP/Network layer populates destination IP(discovered from DNS) and then looks up the route to the destination IP on the routing table. #Linux route -n command gives the default routing table route -n Kernel IP routing table Destination Gateway Genmask Flags Metric Ref Use Iface 0.0.0.0 172.17.0.1 0.0.0.0 UG 0 0 0 eth0 172.17.0.0 0.0.0.0 255.255.0.0 U 0 0 0 eth0 Here the destination IP is bitwise AND\u2019d with the Genmask and if the answer is the destination part of the table then that gateway and interface is picked for routing. Here linkedin.com\u2019s IP 108.174.10.10 is AND\u2019d with 255.255.255.0 and the answer we get is 108.174.10.0 which doesn\u2019t match with any destination in the routing table. Then Linux does an AND of destination IP with 0.0.0.0 and we get 0.0.0.0. This answer matches the default row Routing table is processed in the order of more octets of 1 set in genmask and genmask 0.0.0.0 is the default route if nothing matches. At the end of this operation Linux figured out that the packet has to be sent to next hop 172.17.0.1 via eth0. The source IP of the packet will be set as the IP of interface eth0. Now to send the packet to 172.17.0.1 linux has to figure out the MAC address of 172.17.0.1. MAC address is figured by looking at the internal arp cache which stores translation between IP address and MAC address. If there is a cache miss, Linux broadcasts ARP request within the internal network asking who has 172.17.0.1. The owner of the IP sends an ARP response which is cached by the kernel and the kernel sends the packet to the gateway by setting Source mac address as mac address of eth0 and destination mac address of 172.17.0.1 which we got just now. Similar routing lookup process is followed in each hop till the packet reaches the actual server. Transport layer and layers above it come to play only at end servers. During intermediate hops only till the IP/Network layer is involved. One weird gateway we saw in the routing table is 0.0.0.0. This gateway means no Layer3(Network layer) hop is needed to send the packet. Both source and destination are in the same network. Kernel has to figure out the mac of the destination and populate source and destination mac appropriately and send the packet out so that it reaches the destination without any Layer3 hop in the middle As we followed in other modules, lets complete this session with SRE usecases","title":"IP Routing and Data Link Layer"},{"location":"linux_networking/ipr/#applications-in-sre-role","text":"Generally the routing table is populated by DHCP and playing around is not a good practice. There can be reasons where one has to play around the routing table but take that path only when it's absolutely necessary Understanding error messages better like, \u201cNo route to host\u201d error can mean mac address of the destination host is not found and it can mean the destination host is down On rare cases looking at the ARP table can help us understand if there is a IP conflict where same IP is assigned to two hosts by mistake and this is causing unexpected behavior","title":"Applications in SRE role"},{"location":"linux_networking/tcp/","text":"TCP TCP is a transport layer protocol like UDP but it guarantees reliability, flow control and congestion control. TCP guarantees reliable delivery by using sequence numbers. A TCP connection is established by a three way handshake. In our case, the client sends a SYN packet along with the starting sequence number it plans to use, the server acknowledges the SYN packet and sends a SYN with its sequence number. Once the client acknowledges the syn packet, the connection is established. Each data transferred from here on is considered delivered reliably once acknowledgement for that sequence is received by the concerned party #To understand handshake run packet capture on one bash session tcpdump -S -i any port 80 #Run curl on one bash session curl www.linkedin.com Here client sends a syn flag shown by [S] flag with a sequence number 1522264672. The server acknowledges receipt of SYN with an ack [.] flag and a Syn flag for its sequence number[S]. The server uses the sequence number 1063230400 and acknowledges the client it\u2019s expecting sequence number 1522264673 (client sequence+1). Client sends a zero length acknowledgement packet to the server(server sequence+1) and connection stands established. This is called three way handshake. The client sends a 76 bytes length packet after this and increments its sequence number by 76. Server sends a 170 byte response and closes the connection. This was the difference we were talking about between HTTP/1.1 and HTTP/1.0. In HTTP/1.1 this same connection can be reused which reduces overhead of 3 way handshake for each HTTP request. If a packet is missed between client and server, server won\u2019t send an ack to the client and client would retry sending the packet till the ACK is received. This guarantees reliability. The flow control is established by the win size field in each segment. The win size says available TCP buffer length in the kernel which can be used to buffer received segments. A size 0 means the receiver has a lot of lag to catch from its socket buffer and the sender has to pause sending packets so that receiver can cope up. This flow control protects from slow receiver and fast sender problem TCP also does congestion control which determines how many segments can be in transit without an ack. Linux provides us the ability to configure algorithms for congestion control which we are not covering here. While closing a connection, client/server calls a close syscall. Let's assume client do that. Client\u2019s kernel will send a FIN packet to the server. Server\u2019s kernel can\u2019t close the connection till the close syscall is called by the server application. Once server app calls close, server also sends a FIN packet and client enters into time wait state for 2*MSS(120s) so that this socket can\u2019t be reused for that time period to prevent any TCP state corruptions due to stray stale packets. Armed with our TCP and HTTP knowledge lets see how this is used by SREs in their role Applications in SRE role Scaling HTTP performance using load balancers need consistent knowledge about both TCP and HTTP. There are different kinds of load balancing like L4, L7 load balancing, Direct Server Return etc. HTTPs offloading can be done on Load balancer or directly on servers based on the performance and compliance needs. Tweaking sysctl variables for rmem and wmem like we did for UDP can improve throughput of sender and receiver. Sysctl variable tcp_max_syn_backlog and socket variable somax_conn determines how many connections for which the kernel can complete 3 way handshake before app calling accept syscall. This is much useful in single threaded applications. Once the backlog is full, new connections stay in SYN_RCVD state (when you run netstat) till the application calls accept syscall Apps can run out of file descriptors if there are too many short lived connections. Digging through tcp_reuse and tcp_recycle can help reduce time spent in the time wait state(it has its own risk). Making apps reuse a pool of connections instead of creating ad hoc connection can also help Understanding performance bottlenecks by seeing metrics and classifying whether its a problem in App or network side. Example too many sockets in Close_wait state is a problem on application whereas retransmissions can be a problem more on network or on OS stack than the application itself. Understanding the fundamentals can help us narrow down where the bottleneck is","title":"TCP"},{"location":"linux_networking/tcp/#tcp","text":"TCP is a transport layer protocol like UDP but it guarantees reliability, flow control and congestion control. TCP guarantees reliable delivery by using sequence numbers. A TCP connection is established by a three way handshake. In our case, the client sends a SYN packet along with the starting sequence number it plans to use, the server acknowledges the SYN packet and sends a SYN with its sequence number. Once the client acknowledges the syn packet, the connection is established. Each data transferred from here on is considered delivered reliably once acknowledgement for that sequence is received by the concerned party #To understand handshake run packet capture on one bash session tcpdump -S -i any port 80 #Run curl on one bash session curl www.linkedin.com Here client sends a syn flag shown by [S] flag with a sequence number 1522264672. The server acknowledges receipt of SYN with an ack [.] flag and a Syn flag for its sequence number[S]. The server uses the sequence number 1063230400 and acknowledges the client it\u2019s expecting sequence number 1522264673 (client sequence+1). Client sends a zero length acknowledgement packet to the server(server sequence+1) and connection stands established. This is called three way handshake. The client sends a 76 bytes length packet after this and increments its sequence number by 76. Server sends a 170 byte response and closes the connection. This was the difference we were talking about between HTTP/1.1 and HTTP/1.0. In HTTP/1.1 this same connection can be reused which reduces overhead of 3 way handshake for each HTTP request. If a packet is missed between client and server, server won\u2019t send an ack to the client and client would retry sending the packet till the ACK is received. This guarantees reliability. The flow control is established by the win size field in each segment. The win size says available TCP buffer length in the kernel which can be used to buffer received segments. A size 0 means the receiver has a lot of lag to catch from its socket buffer and the sender has to pause sending packets so that receiver can cope up. This flow control protects from slow receiver and fast sender problem TCP also does congestion control which determines how many segments can be in transit without an ack. Linux provides us the ability to configure algorithms for congestion control which we are not covering here. While closing a connection, client/server calls a close syscall. Let's assume client do that. Client\u2019s kernel will send a FIN packet to the server. Server\u2019s kernel can\u2019t close the connection till the close syscall is called by the server application. Once server app calls close, server also sends a FIN packet and client enters into time wait state for 2*MSS(120s) so that this socket can\u2019t be reused for that time period to prevent any TCP state corruptions due to stray stale packets. Armed with our TCP and HTTP knowledge lets see how this is used by SREs in their role","title":"TCP"},{"location":"linux_networking/tcp/#applications-in-sre-role","text":"Scaling HTTP performance using load balancers need consistent knowledge about both TCP and HTTP. There are different kinds of load balancing like L4, L7 load balancing, Direct Server Return etc. HTTPs offloading can be done on Load balancer or directly on servers based on the performance and compliance needs. Tweaking sysctl variables for rmem and wmem like we did for UDP can improve throughput of sender and receiver. Sysctl variable tcp_max_syn_backlog and socket variable somax_conn determines how many connections for which the kernel can complete 3 way handshake before app calling accept syscall. This is much useful in single threaded applications. Once the backlog is full, new connections stay in SYN_RCVD state (when you run netstat) till the application calls accept syscall Apps can run out of file descriptors if there are too many short lived connections. Digging through tcp_reuse and tcp_recycle can help reduce time spent in the time wait state(it has its own risk). Making apps reuse a pool of connections instead of creating ad hoc connection can also help Understanding performance bottlenecks by seeing metrics and classifying whether its a problem in App or network side. Example too many sockets in Close_wait state is a problem on application whereas retransmissions can be a problem more on network or on OS stack than the application itself. Understanding the fundamentals can help us narrow down where the bottleneck is","title":"Applications in SRE role"},{"location":"linux_networking/udp/","text":"UDP UDP is a transport layer protocol. DNS is an application layer protocol that runs on top of UDP(most of the times). Before jumping into UDP, let's try to understand what an application and transport layer is. DNS protocol is used by a DNS client(eg dig) and DNS server(eg named). The transport layer makes sure the DNS request reaches the DNS server process and similarly the response reaches the DNS client process. Multiple processes can run on a system and they can listen on any ports . DNS servers usually listen on port number 53. When a client makes a DNS request, after filling the necessary application payload, it passes the payload to the kernel via sendto system call. The kernel picks a random port number( >1024 ) as source port number and puts 53 as destination port number and sends the packet to lower layers. When the kernel on server side receives the packet, it checks the port number and queues the packet to the application buffer of the DNS server process which makes a recvfrom system call and reads the packet. This process by the kernel is called multiplexing(combining packets from multiple applications to same lower layers) and demultiplexing(segregating packets from single lower layer to multiple applications). Multiplexing and Demultiplexing is done by the Transport layer. UDP is one of the simplest transport layer protocol and it does only multiplexing and demultiplexing. Another common transport layer protocol TCP does a bunch of other things like reliable communication, flow control and congestion control. UDP is designed to be lightweight and handle communications with little overhead. So it doesn\u2019t do anything beyond multiplexing and demultiplexing. If applications running on top of UDP need any of the features of TCP, they have to implement that in their application This example from python wiki covers a sample UDP client and server where \u201cHello World\u201d is an application payload sent to server listening on port number 5005. The server receives the packet and prints the \u201cHello World\u201d string from the client Applications in SRE role If the underlying network is slow and the UDP layer is unable to queue packets down to the networking layer, sendto syscall from the application will hang till the kernel finds some of its buffer is freed. This can affect the throughput of the system. Increasing write memory buffer values using sysctl variables net.core.wmem_max and net.core.wmem_default provides some cushion to the application from the slow network Similarly if the receiver process is slow in consuming from its buffer, the kernel has to drop packets which it can\u2019t queue due to the buffer being full. Since UDP doesn\u2019t guarantee reliability these dropped packets can cause data loss unless tracked by the application layer. Increasing sysctl variables rmem_default and rmem_max can provide some cushion to slow applications from fast senders.","title":"UDP"},{"location":"linux_networking/udp/#udp","text":"UDP is a transport layer protocol. DNS is an application layer protocol that runs on top of UDP(most of the times). Before jumping into UDP, let's try to understand what an application and transport layer is. DNS protocol is used by a DNS client(eg dig) and DNS server(eg named). The transport layer makes sure the DNS request reaches the DNS server process and similarly the response reaches the DNS client process. Multiple processes can run on a system and they can listen on any ports . DNS servers usually listen on port number 53. When a client makes a DNS request, after filling the necessary application payload, it passes the payload to the kernel via sendto system call. The kernel picks a random port number( >1024 ) as source port number and puts 53 as destination port number and sends the packet to lower layers. When the kernel on server side receives the packet, it checks the port number and queues the packet to the application buffer of the DNS server process which makes a recvfrom system call and reads the packet. This process by the kernel is called multiplexing(combining packets from multiple applications to same lower layers) and demultiplexing(segregating packets from single lower layer to multiple applications). Multiplexing and Demultiplexing is done by the Transport layer. UDP is one of the simplest transport layer protocol and it does only multiplexing and demultiplexing. Another common transport layer protocol TCP does a bunch of other things like reliable communication, flow control and congestion control. UDP is designed to be lightweight and handle communications with little overhead. So it doesn\u2019t do anything beyond multiplexing and demultiplexing. If applications running on top of UDP need any of the features of TCP, they have to implement that in their application This example from python wiki covers a sample UDP client and server where \u201cHello World\u201d is an application payload sent to server listening on port number 5005. The server receives the packet and prints the \u201cHello World\u201d string from the client","title":"UDP"},{"location":"linux_networking/udp/#applications-in-sre-role","text":"If the underlying network is slow and the UDP layer is unable to queue packets down to the networking layer, sendto syscall from the application will hang till the kernel finds some of its buffer is freed. This can affect the throughput of the system. Increasing write memory buffer values using sysctl variables net.core.wmem_max and net.core.wmem_default provides some cushion to the application from the slow network Similarly if the receiver process is slow in consuming from its buffer, the kernel has to drop packets which it can\u2019t queue due to the buffer being full. Since UDP doesn\u2019t guarantee reliability these dropped packets can cause data loss unless tracked by the application layer. Increasing sysctl variables rmem_default and rmem_max can provide some cushion to slow applications from fast senders.","title":"Applications in SRE role"},{"location":"python_web/intro/","text":"Python and The Web Prerequisites Basic understanding of python language. Basic familiarity with flask framework. What to expect from this course This course is divided into two high level parts. In the first part, assuming familiarity with python language\u2019s basic operations and syntax usage, we will dive a little deeper into understanding python as a language. We will compare python with other programming languages that you might already know like Java and C. We will also explore concepts of Python objects and with help of that, explore python features like decorators. In the second part which will revolve around the web, and also assume familiarity with the Flask framework, we will start from the socket module and work with HTTP requests. This will demystify how frameworks like flask work internally. And to introduce SRE flavour to the course, we will design, develop and deploy (in theory) a URL shortening application. We will emphasize parts of the whole process that are more important as an SRE of the said app/service. What is not covered under this course Extensive knowledge of python internals and advanced python. Lab Environment Setup Have latest version of python installed Course Contents The Python Language Some Python Concepts Python Gotchas Python and Web Sockets Flask The URL Shortening App Design Scaling The App Monitoring The App The Python Language Assuming you know a little bit of C/C++ and Java, let's try to discuss the following questions in context of those two languages and python. You might have heard that C/C++ is a compiled language while python is an interpreted language. Generally, with compiled language we first compile the program and then run the executable while in case of python we run the source code directly like python hello_world.py . While Java, being an interpreted language, still has a separate compilation step and then its run. So what's really the difference? Compiled vs. Interpreted This might sound a little weird to you: python, in a way is a compiled language! Python has a compiler built-in! It is obvious in the case of java since we compile it using a separate command ie: javac helloWorld.java and it will produce a .class file which we know as a bytecode . Well, python is very similar to that. One difference here is that there is no separate compile command/binary needed to run a python program. What is the difference then, between java and python? Well, Java's compiler is more strict and sophisticated. As you might know Java is a statically typed language. So the compiler is written in a way that it can verify types related errors during compile time. While python being a dynamic language, types are not known until a program is run. So in a way, python compiler is dumb (or, less strict). But there indeed is a compile step involved when a python program is run. You might have seen python bytecode files with .pyc extension. Here is how you can see bytecode for a given python program. # Create a Hello World $ echo \"print('hello world')\" > hello_world.py # Making sure it runs $ python3 hello_world.py hello world # The bytecode of the given program $ python -m dis hello_world.py 1 0 LOAD_NAME 0 (print) 2 LOAD_CONST 0 ('hello world') 4 CALL_FUNCTION 1 6 POP_TOP 8 LOAD_CONST 1 (None) 10 RETURN_VALUE Read more about dis module here Now coming to C/C++, there of course is a compiler. But the output is different than what java/python compiler would produce. Compiling a C program would produce what we also know as machine code . As opposed to bytecode. Running The Programs We know compilation is involved in all 3 languages we are discussing. Just that the compilers are different in nature and they output different types of content. In case of C/C++, the output is machine code which can be directly read by your operating system. When you execute that program, your OS will know how exactly to run it. But this is not the case with bytecode. Those bytecodes are language specific. Python has its own set of bytecode defined (more in dis module) and so does java. So naturally, your operating system will not know how to run it. To run this bytecode, we have something called Virtual Machines. Ie: The JVM or the Python VM (CPython, Jython). These so called Virtual Machines are the programs which can read the bytecode and run it on a given operating system. Python has multiple VMs available. Cpython is a python VM implemented in C language, similarly Jython is a Java implementation of python VM. At the end of the day, what they should be capable of is to understand python language syntax, be able to compile it to bytecode and be able to run that bytecode. You can implement a python VM in any language! (And people do so, just because it can be done) The Operating System +------------------------------------+ | | | | | | hello_world.py Python bytecode | Python VM Process | | | +----------------+ +----------------+ | +----------------+ | |print(... | COMPILE |LOAD_CONST... | | |Reads bytecode | | | +--------------->+ +------------------->+line by line | | | | | | | |and executes. | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | | | | | | hello_world.c OS Specific machinecode | A New Process | | | +----------------+ +----------------+ | +----------------+ | |void main() { | COMPILE | binary contents| | | binary contents| | | +--------------->+ +------------------->+ | | | | | | | | | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | (binary contents | | runs as is) | | | | | +------------------------------------+ Two things to note for above diagram: Generally, when we run a python program, a python VM process is started which reads the python source code, compiles it to byte code and run it in a single step. Compiling is not a separate step. Shown only for illustration purpose. Binaries generated for C like languages are not exactly run as is. Since there are multiple types of binaries (eg: ELF), there are more complicated steps involved in order to run a binary but we will not go into that since all that is done at OS level.","title":"Introduction"},{"location":"python_web/intro/#python-and-the-web","text":"","title":"Python and The Web"},{"location":"python_web/intro/#prerequisites","text":"Basic understanding of python language. Basic familiarity with flask framework.","title":"Prerequisites"},{"location":"python_web/intro/#what-to-expect-from-this-course","text":"This course is divided into two high level parts. In the first part, assuming familiarity with python language\u2019s basic operations and syntax usage, we will dive a little deeper into understanding python as a language. We will compare python with other programming languages that you might already know like Java and C. We will also explore concepts of Python objects and with help of that, explore python features like decorators. In the second part which will revolve around the web, and also assume familiarity with the Flask framework, we will start from the socket module and work with HTTP requests. This will demystify how frameworks like flask work internally. And to introduce SRE flavour to the course, we will design, develop and deploy (in theory) a URL shortening application. We will emphasize parts of the whole process that are more important as an SRE of the said app/service.","title":"What to expect from this course"},{"location":"python_web/intro/#what-is-not-covered-under-this-course","text":"Extensive knowledge of python internals and advanced python.","title":"What is not covered under this course"},{"location":"python_web/intro/#lab-environment-setup","text":"Have latest version of python installed","title":"Lab Environment Setup"},{"location":"python_web/intro/#course-contents","text":"The Python Language Some Python Concepts Python Gotchas Python and Web Sockets Flask The URL Shortening App Design Scaling The App Monitoring The App","title":"Course Contents"},{"location":"python_web/intro/#the-python-language","text":"Assuming you know a little bit of C/C++ and Java, let's try to discuss the following questions in context of those two languages and python. You might have heard that C/C++ is a compiled language while python is an interpreted language. Generally, with compiled language we first compile the program and then run the executable while in case of python we run the source code directly like python hello_world.py . While Java, being an interpreted language, still has a separate compilation step and then its run. So what's really the difference?","title":"The Python Language"},{"location":"python_web/intro/#compiled-vs-interpreted","text":"This might sound a little weird to you: python, in a way is a compiled language! Python has a compiler built-in! It is obvious in the case of java since we compile it using a separate command ie: javac helloWorld.java and it will produce a .class file which we know as a bytecode . Well, python is very similar to that. One difference here is that there is no separate compile command/binary needed to run a python program. What is the difference then, between java and python? Well, Java's compiler is more strict and sophisticated. As you might know Java is a statically typed language. So the compiler is written in a way that it can verify types related errors during compile time. While python being a dynamic language, types are not known until a program is run. So in a way, python compiler is dumb (or, less strict). But there indeed is a compile step involved when a python program is run. You might have seen python bytecode files with .pyc extension. Here is how you can see bytecode for a given python program. # Create a Hello World $ echo \"print('hello world')\" > hello_world.py # Making sure it runs $ python3 hello_world.py hello world # The bytecode of the given program $ python -m dis hello_world.py 1 0 LOAD_NAME 0 (print) 2 LOAD_CONST 0 ('hello world') 4 CALL_FUNCTION 1 6 POP_TOP 8 LOAD_CONST 1 (None) 10 RETURN_VALUE Read more about dis module here Now coming to C/C++, there of course is a compiler. But the output is different than what java/python compiler would produce. Compiling a C program would produce what we also know as machine code . As opposed to bytecode.","title":"Compiled vs. Interpreted"},{"location":"python_web/intro/#running-the-programs","text":"We know compilation is involved in all 3 languages we are discussing. Just that the compilers are different in nature and they output different types of content. In case of C/C++, the output is machine code which can be directly read by your operating system. When you execute that program, your OS will know how exactly to run it. But this is not the case with bytecode. Those bytecodes are language specific. Python has its own set of bytecode defined (more in dis module) and so does java. So naturally, your operating system will not know how to run it. To run this bytecode, we have something called Virtual Machines. Ie: The JVM or the Python VM (CPython, Jython). These so called Virtual Machines are the programs which can read the bytecode and run it on a given operating system. Python has multiple VMs available. Cpython is a python VM implemented in C language, similarly Jython is a Java implementation of python VM. At the end of the day, what they should be capable of is to understand python language syntax, be able to compile it to bytecode and be able to run that bytecode. You can implement a python VM in any language! (And people do so, just because it can be done) The Operating System +------------------------------------+ | | | | | | hello_world.py Python bytecode | Python VM Process | | | +----------------+ +----------------+ | +----------------+ | |print(... | COMPILE |LOAD_CONST... | | |Reads bytecode | | | +--------------->+ +------------------->+line by line | | | | | | | |and executes. | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | | | | | | hello_world.c OS Specific machinecode | A New Process | | | +----------------+ +----------------+ | +----------------+ | |void main() { | COMPILE | binary contents| | | binary contents| | | +--------------->+ +------------------->+ | | | | | | | | | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | (binary contents | | runs as is) | | | | | +------------------------------------+ Two things to note for above diagram: Generally, when we run a python program, a python VM process is started which reads the python source code, compiles it to byte code and run it in a single step. Compiling is not a separate step. Shown only for illustration purpose. Binaries generated for C like languages are not exactly run as is. Since there are multiple types of binaries (eg: ELF), there are more complicated steps involved in order to run a binary but we will not go into that since all that is done at OS level.","title":"Running The Programs"},{"location":"python_web/python-concepts/","text":"Some Python Concepts Though you are expected to know python and its syntax at basic level, let us discuss some fundamental concepts that will help you understand the python language better. Everything in Python is an object. That includes the functions, lists, dicts, classes, modules, a running function (instance of function definition), everything. In the CPython, it would mean there is an underlying struct variable for each object. In python's current execution context, all the variables are stored in a dict. It'd be a string to object mapping. If you have a function and a float variable defined in the current context, here is how it is handled internally. >>> float_number=42.0 >>> def foo_func(): ... pass ... # NOTICE HOW VARIABLE NAMES ARE STRINGS, stored in a dict >>> locals() {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'float_number': 42.0, 'foo_func': <function foo_func at 0x1055847a0>} Python Functions Since functions too are objects, we can see what all attributes a function contains as following >>> def hello(name): ... print(f\"Hello, {name}!\") ... >>> dir(hello) ['__annotations__', '__call__', '__class__', '__closure__', '__code__', '__defaults__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__get__', '__getattribute__', '__globals__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__kwdefaults__', '__le__', '__lt__', '__module__', '__name__', '__ne__', '__new__', '__qualname__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__'] While there are a lot of them, let's look at some interesting ones globals This attribute, as the name suggests, has references of global variables. If you ever need to know what all global variables are in the scope of this function, this will tell you. See how the function start seeing the new variable in globals >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>} # adding new global variable >>> GLOBAL=\"g_val\" >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>, 'GLOBAL': 'g_val'} code This is an interesting one! As everything in python is an object, this includes the bytecode too. The compiled python bytecode is a python code object. Which is accessible via __code__ attribute here. A function has an associated code object which carries some interesting information. # the file in which function is defined # stdin here since this is run in an interpreter >>> hello.__code__.co_filename '<stdin>' # number of arguments the function takes >>> hello.__code__.co_argcount 1 # local variable names >>> hello.__code__.co_varnames ('name',) # the function code's compiled bytecode >>> hello.__code__.co_code b't\\x00d\\x01|\\x00\\x9b\\x00d\\x02\\x9d\\x03\\x83\\x01\\x01\\x00d\\x00S\\x00' There are more code attributes which you can enlist by >>> dir(hello.__code__) Decorators Related to functions, python has another feature called decorators. Let's see how that works, keeping everything is an object in mind. Here is a sample decorator: >>> def deco(func): ... def inner(): ... print(\"before\") ... func() ... print(\"after\") ... return inner ... >>> @deco ... def hello_world(): ... print(\"hello world\") ... >>> >>> hello_world() before hello world after Here @deco syntax is used to decorate the hello_world function. It is essentially same as doing >>> def hello_world(): ... print(\"hello world\") ... >>> hello_world = deco(hello_world) What goes inside the deco function might seem complex. Let's try to uncover it. Function hello_world is created It is passed to deco function deco create a new function This new function is calls hello_world function And does a couple other things deco returns the newly created function hello_world is replaced with above function Let's visualize it for better understanding BEFORE function_object (ID: 100) \"hello_world\" +--------------------+ + |print(\"hello_world\")| | | | +--------------> | | | | +--------------------+ WHAT DECORATOR DOES creates a new function (ID: 101) +---------------------------------+ |input arg: function with id: 100 | | | |print(\"before\") | |call function object with id 100 | |print(\"after\") | | | +---------------------------^-----+ | | AFTER | | | \"hello_world\" +-------------+ Note how the hello_world name points to a new function object but that new function object knows the reference (ID) of the original function. Some Gotchas While it is very quick to build prototypes in python and there are tons of libraries available, as the codebase complexity increases, type errors become more common and will get hard to deal with. (There are solutions to that problem like type annotations in python. Checkout mypy .) Because python is dynamically typed language, that means all types are determined at runtime. And that makes python run very slow compared to other statically typed languages. Python has something called GIL (global interpreter lock) which is a limiting factor for utilizing multiple CPI cores for parallel computation. Some weird things that python does: https://github.com/satwikkansal/wtfpython","title":"Some Python Concepts"},{"location":"python_web/python-concepts/#some-python-concepts","text":"Though you are expected to know python and its syntax at basic level, let us discuss some fundamental concepts that will help you understand the python language better. Everything in Python is an object. That includes the functions, lists, dicts, classes, modules, a running function (instance of function definition), everything. In the CPython, it would mean there is an underlying struct variable for each object. In python's current execution context, all the variables are stored in a dict. It'd be a string to object mapping. If you have a function and a float variable defined in the current context, here is how it is handled internally. >>> float_number=42.0 >>> def foo_func(): ... pass ... # NOTICE HOW VARIABLE NAMES ARE STRINGS, stored in a dict >>> locals() {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'float_number': 42.0, 'foo_func': <function foo_func at 0x1055847a0>}","title":"Some Python Concepts"},{"location":"python_web/python-concepts/#python-functions","text":"Since functions too are objects, we can see what all attributes a function contains as following >>> def hello(name): ... print(f\"Hello, {name}!\") ... >>> dir(hello) ['__annotations__', '__call__', '__class__', '__closure__', '__code__', '__defaults__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__get__', '__getattribute__', '__globals__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__kwdefaults__', '__le__', '__lt__', '__module__', '__name__', '__ne__', '__new__', '__qualname__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__'] While there are a lot of them, let's look at some interesting ones","title":"Python Functions"},{"location":"python_web/python-concepts/#globals","text":"This attribute, as the name suggests, has references of global variables. If you ever need to know what all global variables are in the scope of this function, this will tell you. See how the function start seeing the new variable in globals >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>} # adding new global variable >>> GLOBAL=\"g_val\" >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>, 'GLOBAL': 'g_val'}","title":"globals"},{"location":"python_web/python-concepts/#code","text":"This is an interesting one! As everything in python is an object, this includes the bytecode too. The compiled python bytecode is a python code object. Which is accessible via __code__ attribute here. A function has an associated code object which carries some interesting information. # the file in which function is defined # stdin here since this is run in an interpreter >>> hello.__code__.co_filename '<stdin>' # number of arguments the function takes >>> hello.__code__.co_argcount 1 # local variable names >>> hello.__code__.co_varnames ('name',) # the function code's compiled bytecode >>> hello.__code__.co_code b't\\x00d\\x01|\\x00\\x9b\\x00d\\x02\\x9d\\x03\\x83\\x01\\x01\\x00d\\x00S\\x00' There are more code attributes which you can enlist by >>> dir(hello.__code__)","title":"code"},{"location":"python_web/python-concepts/#decorators","text":"Related to functions, python has another feature called decorators. Let's see how that works, keeping everything is an object in mind. Here is a sample decorator: >>> def deco(func): ... def inner(): ... print(\"before\") ... func() ... print(\"after\") ... return inner ... >>> @deco ... def hello_world(): ... print(\"hello world\") ... >>> >>> hello_world() before hello world after Here @deco syntax is used to decorate the hello_world function. It is essentially same as doing >>> def hello_world(): ... print(\"hello world\") ... >>> hello_world = deco(hello_world) What goes inside the deco function might seem complex. Let's try to uncover it. Function hello_world is created It is passed to deco function deco create a new function This new function is calls hello_world function And does a couple other things deco returns the newly created function hello_world is replaced with above function Let's visualize it for better understanding BEFORE function_object (ID: 100) \"hello_world\" +--------------------+ + |print(\"hello_world\")| | | | +--------------> | | | | +--------------------+ WHAT DECORATOR DOES creates a new function (ID: 101) +---------------------------------+ |input arg: function with id: 100 | | | |print(\"before\") | |call function object with id 100 | |print(\"after\") | | | +---------------------------^-----+ | | AFTER | | | \"hello_world\" +-------------+ Note how the hello_world name points to a new function object but that new function object knows the reference (ID) of the original function.","title":"Decorators"},{"location":"python_web/python-concepts/#some-gotchas","text":"While it is very quick to build prototypes in python and there are tons of libraries available, as the codebase complexity increases, type errors become more common and will get hard to deal with. (There are solutions to that problem like type annotations in python. Checkout mypy .) Because python is dynamically typed language, that means all types are determined at runtime. And that makes python run very slow compared to other statically typed languages. Python has something called GIL (global interpreter lock) which is a limiting factor for utilizing multiple CPI cores for parallel computation. Some weird things that python does: https://github.com/satwikkansal/wtfpython","title":"Some Gotchas"},{"location":"python_web/python-web-flask/","text":"Python, Web and Flask Back in the old days, websites were simple. They were simple static html contents. A webserver would be listening on a defined port and according to the HTTP request received, it would read files from disk and return them in response. But since then, complexity has evolved and websites are now dynamic. Depending on the request, multiple operations need to be performed like reading from database or calling other API and finally returning some response (HTML data, JSON content etc.) Since serving web requests is no longer a simple task like reading files from disk and return contents, we need to process each http request, perform some operations programmatically and construct a response. Sockets Though we have frameworks like flask, HTTP is still a protocol that works over TCP protocol. So let us setup a TCP server and send an HTTP request and inspect the request's payload. Note that this is not a tutorial on socket programming but what we are doing here is inspecting HTTP protocol at its ground level and look at what its contents look like. (Ref: Socket Programming in Python (Guide) on RealPython ) import socket HOST = '127.0.0.1' # Standard loopback interface address (localhost) PORT = 65432 # Port to listen on (non-privileged ports are > 1023) with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind((HOST, PORT)) s.listen() conn, addr = s.accept() with conn: print('Connected by', addr) while True: data = conn.recv(1024) if not data: break print(data) Then we open localhost:65432 in our web browser and following would be the output: Connected by ('127.0.0.1', 54719) b'GET / HTTP/1.1\\r\\nHost: localhost:65432\\r\\nConnection: keep-alive\\r\\nDNT: 1\\r\\nUpgrade-Insecure-Requests: 1\\r\\nUser-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/85.0.4183.83 Safari/537.36 Edg/85.0.564.44\\r\\nAccept: text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9\\r\\nSec-Fetch-Site: none\\r\\nSec-Fetch-Mode: navigate\\r\\nSec-Fetch-User: ?1\\r\\nSec-Fetch-Dest: document\\r\\nAccept-Encoding: gzip, deflate, br\\r\\nAccept-Language: en-US,en;q=0.9\\r\\n\\r\\n' Examine closely and the content will look like the HTTP protocol's format. ie: HTTP_METHOD URI_PATH HTTP_VERSION HEADERS_SEPARATED_BY_SEPARATOR So though it's a blob of bytes, knowing http protocol specification , you can parse that string (ie: split by \\r\\n ) and get meaningful information out of it. Flask Flask, and other such frameworks does pretty much what we just discussed in the last section (with added more sophistication). They listen on a port on a TCP socket, receive an HTTP request, parse the data according to protocol format and make it available to you in a convenient manner. ie: you can access headers in flask by request.headers which is made available to you by splitting above payload by /r/n , as defined in http protocol. Another example: we register routes in flask by @app.route(\"/hello\") . What flask will do is maintain a registry internally which will map /hello with the function you decorated with. Now whenever a request comes with the /hello route (second component in the first line, split by space), flask calls the registered function and returns whatever the function returned. Same with all other web frameworks in other languages too. They all work on similar principles. What they basically do is understand the HTTP protocol, parses the HTTP request data and gives us programmers a nice interface to work with HTTP requests. Not so much of magic, innit?","title":"Python, Web and Flask"},{"location":"python_web/python-web-flask/#python-web-and-flask","text":"Back in the old days, websites were simple. They were simple static html contents. A webserver would be listening on a defined port and according to the HTTP request received, it would read files from disk and return them in response. But since then, complexity has evolved and websites are now dynamic. Depending on the request, multiple operations need to be performed like reading from database or calling other API and finally returning some response (HTML data, JSON content etc.) Since serving web requests is no longer a simple task like reading files from disk and return contents, we need to process each http request, perform some operations programmatically and construct a response.","title":"Python, Web and Flask"},{"location":"python_web/python-web-flask/#sockets","text":"Though we have frameworks like flask, HTTP is still a protocol that works over TCP protocol. So let us setup a TCP server and send an HTTP request and inspect the request's payload. Note that this is not a tutorial on socket programming but what we are doing here is inspecting HTTP protocol at its ground level and look at what its contents look like. (Ref: Socket Programming in Python (Guide) on RealPython ) import socket HOST = '127.0.0.1' # Standard loopback interface address (localhost) PORT = 65432 # Port to listen on (non-privileged ports are > 1023) with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind((HOST, PORT)) s.listen() conn, addr = s.accept() with conn: print('Connected by', addr) while True: data = conn.recv(1024) if not data: break print(data) Then we open localhost:65432 in our web browser and following would be the output: Connected by ('127.0.0.1', 54719) b'GET / HTTP/1.1\\r\\nHost: localhost:65432\\r\\nConnection: keep-alive\\r\\nDNT: 1\\r\\nUpgrade-Insecure-Requests: 1\\r\\nUser-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/85.0.4183.83 Safari/537.36 Edg/85.0.564.44\\r\\nAccept: text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9\\r\\nSec-Fetch-Site: none\\r\\nSec-Fetch-Mode: navigate\\r\\nSec-Fetch-User: ?1\\r\\nSec-Fetch-Dest: document\\r\\nAccept-Encoding: gzip, deflate, br\\r\\nAccept-Language: en-US,en;q=0.9\\r\\n\\r\\n' Examine closely and the content will look like the HTTP protocol's format. ie: HTTP_METHOD URI_PATH HTTP_VERSION HEADERS_SEPARATED_BY_SEPARATOR So though it's a blob of bytes, knowing http protocol specification , you can parse that string (ie: split by \\r\\n ) and get meaningful information out of it.","title":"Sockets"},{"location":"python_web/python-web-flask/#flask","text":"Flask, and other such frameworks does pretty much what we just discussed in the last section (with added more sophistication). They listen on a port on a TCP socket, receive an HTTP request, parse the data according to protocol format and make it available to you in a convenient manner. ie: you can access headers in flask by request.headers which is made available to you by splitting above payload by /r/n , as defined in http protocol. Another example: we register routes in flask by @app.route(\"/hello\") . What flask will do is maintain a registry internally which will map /hello with the function you decorated with. Now whenever a request comes with the /hello route (second component in the first line, split by space), flask calls the registered function and returns whatever the function returned. Same with all other web frameworks in other languages too. They all work on similar principles. What they basically do is understand the HTTP protocol, parses the HTTP request data and gives us programmers a nice interface to work with HTTP requests. Not so much of magic, innit?","title":"Flask"},{"location":"python_web/sre-conclusion/","text":"Conclusion Scaling The App The design and development is just a part of the journey. We will need to setup continuous integration and continuous delivery pipelines sooner or later. And we have to deploy this app somewhere. Initially we can start with deploying this app on one virtual machine on any cloud provider. But this is a Single point of failure which is something we never allow as an SRE (or even as an engineer). So an improvement here can be having multiple instances of applications deployed behind a load balancer. This certainly prevents problems of one machine going down. Scaling here would mean adding more instances behind the load balancer. But this is scalable upto only a certain point. After that, other bottlenecks in the system will start appearing. ie: DB will become the bottleneck, or perhaps the load balancer itself. How do you know what is the bottleneck? You need to have observability into each aspects of the application architecture. Only after you have metrics, you will be able to know what is going wrong where. What gets measured, gets fixed! Get deeper insights into scaling from School Of SRE's Scalability module and post going through it, apply your learnings and takeaways to this app. Think how will we make this app geographically distributed and highly available and scalable. Monitoring Strategy Once we have our application deployed. It will be working ok. But not forever. Reliability is in the title of our job and we make systems reliable by making the design in a certain way. But things still will go down. Machines will fail. Disks will behave weirdly. Buggy code will get pushed to production. And all these possible scenarios will make the system less reliable. So what do we do? We monitor! We keep an eye on the system's health and if anything is not going as expected, we want ourselves to get alerted. Now let's think in terms of the given url shortening app. We need to monitor it. And we would want to get notified in case something goes wrong. But we first need to decide what is that something that we want to keep an eye on. Since it's a web app serving HTTP requests, we want to keep an eye on HTTP Status codes and latencies Request volume again is a good candidate, if the app is receiving an unusual amount of traffic, something might be off. We also want to keep an eye on the database so depending on the database solution chosen. Query times, volumes, disk usage etc. Finally, there also needs to be some external monitoring which runs periodic tests from devices outside of your data centers. This emulates customers and ensures that from customer point of view, the system is working as expected. Applications in SRE role In the world of SRE, python is a widely used language. For small scripts and tooling developed for various purposes. Since tooling developed by SRE works with critical pieces of infrastructure and has great power (to bring things down), it is important to know what you are doing while using a programming language and its features. Also it is equally important to know the language and its characteristics while debugging the issues. As an SRE having a deeper understanding of python language, it has helped me a lot to debug very sneaky bugs and be generally more aware and informed while making certain design decisions. While developing tools may or may not be part of SRE job, supporting tools or services is more likely to be a daily duty. Building an application or tool is just a small part of productionization. While there is certainly that goes in the design of the application itself to make it more robust, as an SRE you are responsible for its reliability and stability once it is deployed and running. And to ensure that, you\u2019d need to understand the application first and then come up with a strategy to monitor it properly and be prepared for various failure scenarios. Optional Exercises Make a decorator that will cache function return values depending on input parameters. Host the URL shortening app on any cloud provider. Setup monitoring using many of the tools available like catchpoint, datadog etc. Create a minimal flask-like framework on top of TCP sockets. Conclusion This module, in the first part, aims to make you more aware of the things that will happen when you choose python as your programming language and what happens when you run a python program. With the knowledge of how python handles things internally as objects, lot of seemingly magic things in python will start to make more sense. The second part will first explain how a framework like flask works using the existing knowledge of protocols like TCP and HTTP. It then touches the whole lifecycle of an application development lifecycle including the SRE parts of it. While the design and areas in architecture considered will not be exhaustive, it will give a good overview of things that are also important being an SRE and why they are important.","title":"Conclusion"},{"location":"python_web/sre-conclusion/#conclusion","text":"","title":"Conclusion"},{"location":"python_web/sre-conclusion/#scaling-the-app","text":"The design and development is just a part of the journey. We will need to setup continuous integration and continuous delivery pipelines sooner or later. And we have to deploy this app somewhere. Initially we can start with deploying this app on one virtual machine on any cloud provider. But this is a Single point of failure which is something we never allow as an SRE (or even as an engineer). So an improvement here can be having multiple instances of applications deployed behind a load balancer. This certainly prevents problems of one machine going down. Scaling here would mean adding more instances behind the load balancer. But this is scalable upto only a certain point. After that, other bottlenecks in the system will start appearing. ie: DB will become the bottleneck, or perhaps the load balancer itself. How do you know what is the bottleneck? You need to have observability into each aspects of the application architecture. Only after you have metrics, you will be able to know what is going wrong where. What gets measured, gets fixed! Get deeper insights into scaling from School Of SRE's Scalability module and post going through it, apply your learnings and takeaways to this app. Think how will we make this app geographically distributed and highly available and scalable.","title":"Scaling The App"},{"location":"python_web/sre-conclusion/#monitoring-strategy","text":"Once we have our application deployed. It will be working ok. But not forever. Reliability is in the title of our job and we make systems reliable by making the design in a certain way. But things still will go down. Machines will fail. Disks will behave weirdly. Buggy code will get pushed to production. And all these possible scenarios will make the system less reliable. So what do we do? We monitor! We keep an eye on the system's health and if anything is not going as expected, we want ourselves to get alerted. Now let's think in terms of the given url shortening app. We need to monitor it. And we would want to get notified in case something goes wrong. But we first need to decide what is that something that we want to keep an eye on. Since it's a web app serving HTTP requests, we want to keep an eye on HTTP Status codes and latencies Request volume again is a good candidate, if the app is receiving an unusual amount of traffic, something might be off. We also want to keep an eye on the database so depending on the database solution chosen. Query times, volumes, disk usage etc. Finally, there also needs to be some external monitoring which runs periodic tests from devices outside of your data centers. This emulates customers and ensures that from customer point of view, the system is working as expected.","title":"Monitoring Strategy"},{"location":"python_web/sre-conclusion/#applications-in-sre-role","text":"In the world of SRE, python is a widely used language. For small scripts and tooling developed for various purposes. Since tooling developed by SRE works with critical pieces of infrastructure and has great power (to bring things down), it is important to know what you are doing while using a programming language and its features. Also it is equally important to know the language and its characteristics while debugging the issues. As an SRE having a deeper understanding of python language, it has helped me a lot to debug very sneaky bugs and be generally more aware and informed while making certain design decisions. While developing tools may or may not be part of SRE job, supporting tools or services is more likely to be a daily duty. Building an application or tool is just a small part of productionization. While there is certainly that goes in the design of the application itself to make it more robust, as an SRE you are responsible for its reliability and stability once it is deployed and running. And to ensure that, you\u2019d need to understand the application first and then come up with a strategy to monitor it properly and be prepared for various failure scenarios.","title":"Applications in SRE role"},{"location":"python_web/sre-conclusion/#optional-exercises","text":"Make a decorator that will cache function return values depending on input parameters. Host the URL shortening app on any cloud provider. Setup monitoring using many of the tools available like catchpoint, datadog etc. Create a minimal flask-like framework on top of TCP sockets.","title":"Optional Exercises"},{"location":"python_web/sre-conclusion/#conclusion_1","text":"This module, in the first part, aims to make you more aware of the things that will happen when you choose python as your programming language and what happens when you run a python program. With the knowledge of how python handles things internally as objects, lot of seemingly magic things in python will start to make more sense. The second part will first explain how a framework like flask works using the existing knowledge of protocols like TCP and HTTP. It then touches the whole lifecycle of an application development lifecycle including the SRE parts of it. While the design and areas in architecture considered will not be exhaustive, it will give a good overview of things that are also important being an SRE and why they are important.","title":"Conclusion"},{"location":"python_web/url-shorten-app/","text":"The URL Shortening App Let's build a very simple URL shortening app using flask and try to incorporate all aspects of the development process including the reliability aspects. We will not be building the UI and we will come up with a minimal set of API that will be enough for the app to function well. Design We don't jump directly to coding. First thing we do is gather requirements. Come up with an approach. Have the approach/design reviewed by peers. Evolve, iterate, document the decisions and tradeoffs. And then finally implement. While we will not do the full blown design document here, we will raise certain questions here that are important to the design. 1. High Level Operations and API Endpoints Since it's a URL shortening app, we will need an API for generating the shorten link given an original link. And an API/Endpoint which will accept the shorten link and redirect to original URL. We are not including the user aspect of the app to keep things minimal. These two API should make app functional and usable by anyone. 2. How to shorten? Given a url, we will need to generate a shortened version of it. One approach could be using random characters for each link. Another thing that can be done is to use some sort of hashing algorithm. The benefit here is we will reuse the same hash for the same link. ie: if lot of people are shortening https://www.linkedin.com they all will have the same value, compared to multiple entries in DB if chosen random characters. What about hash collisions? Even in random characters approach, though there is a less probability, hash collisions can happen. And we need to be mindful of them. In that case we might want to prepend/append the string with some random value to avoid conflict. Also, choice of hash algorithm matters. We will need to analyze algorithms. Their CPU requirements and their characteristics. Choose one that suits the most. 3. Is URL Valid? Given a URL to shorten, how do we verify if the URL is valid? Do we even verify or validate? One basic check that can be done is see if the URL matches a regex of a URL. To go even further we can try opening/visiting the URL. But there are certain gotchas here. We need to define success criteria. ie: HTTP 200 means it is valid. What is the URL is in private network? What if URL is temporarily down? 4. Storage Finally, storage. Where will we store the data that we will generate over time? There are multiple database solutions available and we will need to choose the one that suits this app the most. Relational database like MySQL would be a fair choice but be sure to checkout School of SRE's SQL database section and NoSQL databases section for deeper insights into making a more informed decision. 5. Other We are not accounting for users into our app and other possible features like rate limiting, customized links etc but it will eventually come up with time. Depending on the requirements, they too might need to get incorporated. The minimal working code is given below for reference but I'd encourage you to come up with your own. from flask import Flask, redirect, request from hashlib import md5 app = Flask(\"url_shortener\") mapping = {} @app.route(\"/shorten\", methods=[\"POST\"]) def shorten(): global mapping payload = request.json if \"url\" not in payload: return \"Missing URL Parameter\", 400 # TODO: check if URL is valid hash_ = md5() hash_.update(payload[\"url\"].encode()) digest = hash_.hexdigest()[:5] # limiting to 5 chars. Less the limit more the chances of collission if digest not in mapping: mapping[digest] = payload[\"url\"] return f\"Shortened: r/{digest}\\n\" else: # TODO: check for hash collission return f\"Already exists: r/{digest}\\n\" @app.route(\"/r/<hash_>\") def redirect_(hash_): if hash_ not in mapping: return \"URL Not Found\", 404 return redirect(mapping[hash_]) if __name__ == \"__main__\": app.run(debug=True) \"\"\" OUTPUT: ===> SHORTENING $ curl localhost:5000/shorten -H \"content-type: application/json\" --data '{\"url\":\"https://linkedin.com\"}' Shortened: r/a62a4 ===> REDIRECTING, notice the response code 302 and the location header $ curl localhost:5000/r/a62a4 -v * Uses proxy env variable NO_PROXY == '127.0.0.1' * Trying ::1... * TCP_NODELAY set * Connection failed * connect to ::1 port 5000 failed: Connection refused * Trying 127.0.0.1... * TCP_NODELAY set * Connected to localhost (127.0.0.1) port 5000 (#0) > GET /r/a62a4 HTTP/1.1 > Host: localhost:5000 > User-Agent: curl/7.64.1 > Accept: */* > * HTTP 1.0, assume close after body < HTTP/1.0 302 FOUND < Content-Type: text/html; charset=utf-8 < Content-Length: 247 < Location: https://linkedin.com < Server: Werkzeug/0.15.4 Python/3.7.7 < Date: Tue, 27 Oct 2020 09:37:12 GMT < <!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 3.2 Final//EN\"> <title>Redirecting...</title> <h1>Redirecting...</h1> * Closing connection 0 <p>You should be redirected automatically to target URL: <a href=\"https://linkedin.com\">https://linkedin.com</a>. If not click the link. \"\"\"","title":"The URL Shortening App"},{"location":"python_web/url-shorten-app/#the-url-shortening-app","text":"Let's build a very simple URL shortening app using flask and try to incorporate all aspects of the development process including the reliability aspects. We will not be building the UI and we will come up with a minimal set of API that will be enough for the app to function well.","title":"The URL Shortening App"},{"location":"python_web/url-shorten-app/#design","text":"We don't jump directly to coding. First thing we do is gather requirements. Come up with an approach. Have the approach/design reviewed by peers. Evolve, iterate, document the decisions and tradeoffs. And then finally implement. While we will not do the full blown design document here, we will raise certain questions here that are important to the design.","title":"Design"},{"location":"python_web/url-shorten-app/#1-high-level-operations-and-api-endpoints","text":"Since it's a URL shortening app, we will need an API for generating the shorten link given an original link. And an API/Endpoint which will accept the shorten link and redirect to original URL. We are not including the user aspect of the app to keep things minimal. These two API should make app functional and usable by anyone.","title":"1. High Level Operations and API Endpoints"},{"location":"python_web/url-shorten-app/#2-how-to-shorten","text":"Given a url, we will need to generate a shortened version of it. One approach could be using random characters for each link. Another thing that can be done is to use some sort of hashing algorithm. The benefit here is we will reuse the same hash for the same link. ie: if lot of people are shortening https://www.linkedin.com they all will have the same value, compared to multiple entries in DB if chosen random characters. What about hash collisions? Even in random characters approach, though there is a less probability, hash collisions can happen. And we need to be mindful of them. In that case we might want to prepend/append the string with some random value to avoid conflict. Also, choice of hash algorithm matters. We will need to analyze algorithms. Their CPU requirements and their characteristics. Choose one that suits the most.","title":"2. How to shorten?"},{"location":"python_web/url-shorten-app/#3-is-url-valid","text":"Given a URL to shorten, how do we verify if the URL is valid? Do we even verify or validate? One basic check that can be done is see if the URL matches a regex of a URL. To go even further we can try opening/visiting the URL. But there are certain gotchas here. We need to define success criteria. ie: HTTP 200 means it is valid. What is the URL is in private network? What if URL is temporarily down?","title":"3. Is URL Valid?"},{"location":"python_web/url-shorten-app/#4-storage","text":"Finally, storage. Where will we store the data that we will generate over time? There are multiple database solutions available and we will need to choose the one that suits this app the most. Relational database like MySQL would be a fair choice but be sure to checkout School of SRE's SQL database section and NoSQL databases section for deeper insights into making a more informed decision.","title":"4. Storage"},{"location":"python_web/url-shorten-app/#5-other","text":"We are not accounting for users into our app and other possible features like rate limiting, customized links etc but it will eventually come up with time. Depending on the requirements, they too might need to get incorporated. The minimal working code is given below for reference but I'd encourage you to come up with your own. from flask import Flask, redirect, request from hashlib import md5 app = Flask(\"url_shortener\") mapping = {} @app.route(\"/shorten\", methods=[\"POST\"]) def shorten(): global mapping payload = request.json if \"url\" not in payload: return \"Missing URL Parameter\", 400 # TODO: check if URL is valid hash_ = md5() hash_.update(payload[\"url\"].encode()) digest = hash_.hexdigest()[:5] # limiting to 5 chars. Less the limit more the chances of collission if digest not in mapping: mapping[digest] = payload[\"url\"] return f\"Shortened: r/{digest}\\n\" else: # TODO: check for hash collission return f\"Already exists: r/{digest}\\n\" @app.route(\"/r/<hash_>\") def redirect_(hash_): if hash_ not in mapping: return \"URL Not Found\", 404 return redirect(mapping[hash_]) if __name__ == \"__main__\": app.run(debug=True) \"\"\" OUTPUT: ===> SHORTENING $ curl localhost:5000/shorten -H \"content-type: application/json\" --data '{\"url\":\"https://linkedin.com\"}' Shortened: r/a62a4 ===> REDIRECTING, notice the response code 302 and the location header $ curl localhost:5000/r/a62a4 -v * Uses proxy env variable NO_PROXY == '127.0.0.1' * Trying ::1... * TCP_NODELAY set * Connection failed * connect to ::1 port 5000 failed: Connection refused * Trying 127.0.0.1... * TCP_NODELAY set * Connected to localhost (127.0.0.1) port 5000 (#0) > GET /r/a62a4 HTTP/1.1 > Host: localhost:5000 > User-Agent: curl/7.64.1 > Accept: */* > * HTTP 1.0, assume close after body < HTTP/1.0 302 FOUND < Content-Type: text/html; charset=utf-8 < Content-Length: 247 < Location: https://linkedin.com < Server: Werkzeug/0.15.4 Python/3.7.7 < Date: Tue, 27 Oct 2020 09:37:12 GMT < <!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 3.2 Final//EN\"> <title>Redirecting...</title> <h1>Redirecting...</h1> * Closing connection 0 <p>You should be redirected automatically to target URL: <a href=\"https://linkedin.com\">https://linkedin.com</a>. If not click the link. \"\"\"","title":"5. Other"},{"location":"security/conclusion/","text":"Conclusion Now that you have completed this course on Security you are now aware of the possible security threats to computer systems & networks. Not only that, but you are now better able to protect your systems as well as recommend security measures to others. This course provides fundamental everyday knowledge on security domain which will also help you keep security at the top of your priority. Other Resources Some books that would be a great resource Holistic Info-Sec for Web Developers https://holisticinfosecforwebdevelopers.com/ - Free and downloadable book series with very broad and deep coverage of what Web Developers and DevOps Engineers need to know in order to create robust, reliable, maintainable and secure software, networks and other, that are delivered continuously, on time, with no nasty surprises Docker Security - Quick Reference: For DevOps Engineers https://leanpub.com/dockersecurity-quickreference - A book on understanding the Docker security defaults, how to improve them (theory and practical), along with many tools and techniques. How to Hack Like a Legend https://amzn.to/2uWh1Up - A hacker\u2019s tale breaking into a secretive offshore company, Sparc Flow, 2018 How to Investigate Like a Rockstar https://books2read.com/u/4jDWoZ - Live a real crisis to master the secrets of forensic analysis, Sparc Flow, 2017 Real World Cryptography https://www.manning.com/books/real-world-cryptography - This early-access book teaches you applied cryptographic techniques to understand and apply security at every level of your systems and applications. AWS Security https://www.manning.com/books/aws-security?utm_source=github&utm_medium=organic&utm_campaign=book_shields_aws_1_31_20 - This early-access book covers commong AWS security issues and best practices for access policies, data protection, auditing, continuous monitoring, and incident response. Post Training asks/ Further Reading CTF Events like : https://github.com/apsdehal/awesome-ctf Penetration Testing : https://github.com/enaqx/awesome-pentest Threat Intelligence : https://github.com/hslatman/awesome-threat-intelligence Threat Detection & Hunting : https://github.com/0x4D31/awesome-threat-detection Web Security: https://github.com/qazbnm456/awesome-web-security Building Secure and Reliable Systems : https://landing.google.com/sre/resources/foundationsandprinciples/srs-book/","title":"Conclusion"},{"location":"security/conclusion/#conclusion","text":"Now that you have completed this course on Security you are now aware of the possible security threats to computer systems & networks. Not only that, but you are now better able to protect your systems as well as recommend security measures to others. This course provides fundamental everyday knowledge on security domain which will also help you keep security at the top of your priority.","title":"Conclusion"},{"location":"security/conclusion/#other-resources","text":"Some books that would be a great resource Holistic Info-Sec for Web Developers https://holisticinfosecforwebdevelopers.com/ - Free and downloadable book series with very broad and deep coverage of what Web Developers and DevOps Engineers need to know in order to create robust, reliable, maintainable and secure software, networks and other, that are delivered continuously, on time, with no nasty surprises Docker Security - Quick Reference: For DevOps Engineers https://leanpub.com/dockersecurity-quickreference - A book on understanding the Docker security defaults, how to improve them (theory and practical), along with many tools and techniques. How to Hack Like a Legend https://amzn.to/2uWh1Up - A hacker\u2019s tale breaking into a secretive offshore company, Sparc Flow, 2018 How to Investigate Like a Rockstar https://books2read.com/u/4jDWoZ - Live a real crisis to master the secrets of forensic analysis, Sparc Flow, 2017 Real World Cryptography https://www.manning.com/books/real-world-cryptography - This early-access book teaches you applied cryptographic techniques to understand and apply security at every level of your systems and applications. AWS Security https://www.manning.com/books/aws-security?utm_source=github&utm_medium=organic&utm_campaign=book_shields_aws_1_31_20 - This early-access book covers commong AWS security issues and best practices for access policies, data protection, auditing, continuous monitoring, and incident response.","title":"Other Resources"},{"location":"security/conclusion/#post-training-asks-further-reading","text":"CTF Events like : https://github.com/apsdehal/awesome-ctf Penetration Testing : https://github.com/enaqx/awesome-pentest Threat Intelligence : https://github.com/hslatman/awesome-threat-intelligence Threat Detection & Hunting : https://github.com/0x4D31/awesome-threat-detection Web Security: https://github.com/qazbnm456/awesome-web-security Building Secure and Reliable Systems : https://landing.google.com/sre/resources/foundationsandprinciples/srs-book/","title":"Post Training asks/ Further Reading"},{"location":"security/fundamentals/","text":"Part I: Fundamentals Introduction to Security Overview for SRE If you look closely, both Site Reliability Engineering and Security Engineering are concerned with keeping a system usable. Issues like broken releases, capacity shortages, and misconfigurations can make a system unusable (at least temporarily). Security or privacy incidents that break the trust of users also undermine the usefulness of a system. Consequently, system security should be top of mind for SREs. SREs should be involved in both significant design discussions and actual system changes. They have quite a big role in System design & hence are quite sometimes the first line of defence. SRE\u2019s help in preventing bad design & implementations which can affect the overall security of the infrastructure. Successfully designing, implementing, and maintaining systems requires a commitment to the full system lifecycle . This commitment is possible only when security and reliability are central elements in the architecture of systems. Core Pillars of Information Security : Confidentiality \u2013 only allow access to data for which the user is permitted Integrity \u2013 ensure data is not tampered or altered by unauthorized users Availability \u2013 ensure systems and data are available to authorized users when they need it Thinking like a Security Engineer When starting a new application or re-factoring an existing application, you should consider each functional feature, and consider: Is the process surrounding this feature as safe as possible? In other words, is this a flawed process? If I were evil, how would I abuse this feature? Or more specifically failing to address how a feature can be abused can cause design flaws. Is the feature required to be on by default? If so, are there limits or options that could help reduce the risk from this feature? Security Principles By OWASP (Open Web Application Security Project) Minimize attack surface area : Every feature that is added to an application adds a certain amount of risk to the overall application. The aim of secure development is to reduce the overall risk by reducing the attack surface area. For example, a web application implements online help with a search function. The search function may be vulnerable to SQL injection attacks. If the help feature was limited to authorized users, the attack likelihood is reduced. If the help feature\u2019s search function was gated through centralized data validation routines, the ability to perform SQL injection is dramatically reduced. However, if the help feature was re-written to eliminate the search function (through a better user interface, for example), this almost eliminates the attack surface area, even if the help feature was available to the Internet at large. Establish secure defaults: There are many ways to deliver an \u201cout of the box\u201d experience for users. However, by default, the experience should be secure, and it should be up to the user to reduce their security \u2013 if they are allowed. For example, by default, password ageing and complexity should be enabled. Users might be allowed to turn these two features off to simplify their use of the application and increase their risk. Default Passwords of routers, IoT devices should be changed Principle of Least privilege The principle of least privilege recommends that accounts have the least amount of privilege required to perform their business processes. This encompasses user rights, resource permissions such as CPU limits, memory, network, and file system permissions. For example, if a middleware server only requires access to the network, read access to a database table, and the ability to write to a log, this describes all the permissions that should be granted. Under no circumstances should the middleware be granted administrative privileges. Principle of Defense in depth The principle of defence in depth suggests that where one control would be reasonable, more controls that approach risks in different fashions are better. Controls, when used in depth, can make severe vulnerabilities extraordinarily difficult to exploit and thus unlikely to occur. With secure coding, this may take the form of tier-based validation, centralized auditing controls, and requiring users to be logged on all pages. For example, a flawed administrative interface is unlikely to be vulnerable to an anonymous attack if it correctly gates access to production management networks, checks for administrative user authorization, and logs all access. Fail securely Applications regularly fail to process transactions for many reasons. How they fail can determine if an application is secure or not. ``` is_admin = true; try { code_which_may_faile(); is_admin = is_user_assigned_role(\"Adminstrator\"); } catch (Exception err) { log.error(err.toString()); } ``` - If either codeWhichMayFail() or isUserInRole fails or throws an exception, the user is an admin by default. This is obviously a security risk. Don\u2019t trust services Many organizations utilize the processing capabilities of third-party partners, who more than likely have different security policies and posture than you. It is unlikely that you can influence or control any external third party, whether they are home users or major suppliers or partners. Therefore, the implicit trust of externally run systems is not warranted. All external systems should be treated similarly. For example, a loyalty program provider provides data that is used by Internet Banking, providing the number of reward points and a small list of potential redemption items. However, the data should be checked to ensure that it is safe to display to end-users and that the reward points are a positive number, and not improbably large. Separation of duties The key to fraud control is the separation of duties. For example, someone who requests a computer cannot also sign for it, nor should they directly receive the computer. This prevents the user from requesting many computers and claiming they never arrived. Certain roles have different levels of trust than normal users. In particular, administrators are different from normal users. In general, administrators should not be users of the application. For example, an administrator should be able to turn the system on or off, set password policy but shouldn\u2019t be able to log on to the storefront as a super privileged user, such as being able to \u201cbuy\u201d goods on behalf of other users. Avoid security by obscurity Security through obscurity is a weak security control, and nearly always fails when it is the only control. This is not to say that keeping secrets is a bad idea, it simply means that the security of systems should not be reliant upon keeping details hidden. For example, the security of an application should not rely upon knowledge of the source code being kept secret. The security should rely upon many other factors, including reasonable password policies, defence in depth, business transaction limits, solid network architecture, and fraud, and audit controls. A practical example is Linux. Linux\u2019s source code is widely available, and yet when properly secured, Linux is a secure and robust operating system. Keep security simple Attack surface area and simplicity go hand in hand. Certain software engineering practices prefer overly complex approaches to what would otherwise be a relatively straightforward and simple design. Developers should avoid the use of double negatives and complex architectures when a simpler approach would be faster and simpler. For example, although it might be fashionable to have a slew of singleton entity beans running on a separate middleware server, it is more secure and faster to simply use global variables with an appropriate mutex mechanism to protect against race conditions. Fix security issues correctly Once a security issue has been identified, it is important to develop a test for it and to understand the root cause of the issue. When design patterns are used, the security issue is likely widespread amongst all codebases, so developing the right fix without introducing regressions is essential. For example, a user has found that they can see another user\u2019s balance by adjusting their cookie. The fix seems to be relatively straightforward, but as the cookie handling code is shared among all applications, a change to just one application will trickle through to all other applications. The fix must, therefore, be tested on all affected applications. Reliability & Security Reliability and security are both crucial components of a truly trustworthy system, but building systems that are both reliable and secure is difficult. While the requirements for reliability and security share many common properties, they also require different design considerations. It is easy to miss the subtle interplay between reliability and security that can cause unexpected outcomes Ex: A password management application failure was triggered by a reliability problem i.e poor load-balancing and load-shedding strategies and its recovery were later complicated by multiple measures (HSM mechanism which needs to be plugged into server racks, which works as an authentication & the HSM token supposedly locked inside a case.. & the problem can be further elongated ) designed to increase the security of the system. Authentication vs Authorization Authentication is the act of validating that users are who they claim to be. Passwords are the most common authentication factor\u2014if a user enters the correct password, the system assumes the identity is valid and grants access. Other technologies such as One-Time Pins, authentication apps, and even biometrics can also be used to authenticate identity. In some instances, systems require the successful verification of more than one factor before granting access. This multi-factor authentication (MFA) requirement is often deployed to increase security beyond what passwords alone can provide. Authorization in system security is the process of giving the user permission to access a specific resource or function. This term is often used interchangeably with access control or client privilege. Giving someone permission to download a particular file on a server or providing individual users with administrative access to an application are good examples. In secure environments, authorization must always follow authentication, users should first prove that their identities are genuine before an organization\u2019s administrators grant them access to the requested resources. Common authentication flow (local authentication) The user registers using an identifier like username/email/mobile The application stores user credentials in the database The application sends a verification email/message to validate the registration Post successful registration, the user enters credentials for logging in On successful authentication, the user is allowed access to specific resources OpenID/OAuth OpenID is an authentication protocol that allows us to authenticate users without using a local auth system. In such a scenario, a user has to be registered with an OpenID Provider and the same provider should be integrated with the authentication flow of your application. To verify the details, we have to forward the authentication requests to the provider. On successful authentication, we receive a success message and/or profile details with which we can execute the necessary flow. OAuth is an authorization mechanism that allows your application user access to a provider(Gmail/Facebook/Instagram/etc). On successful response, we (your application) receive a token with which the application can access certain APIs on behalf of a user. OAuth is convenient in case your business use case requires some certain user-facing APIs like access to Google Drive or sending tweets on your behalf. Most OAuth 2.0 providers can be used for pseudo authentication. Having said that, it can get pretty complicated if you are using multiple OAuth providers to authenticate users on top of the local authentication system. Cryptography It is the science and study of hiding any text in such a way that only the intended recipients or authorized persons can read it and that any text can even use things such as invisible ink or the mechanical cryptography machines of the past. Cryptography is necessary for securing critical or proprietary information and is used to encode private data messages by converting some plain text into ciphertext. At its core, there are two ways of doing this, more advanced methods are all built upon. Ciphers Ciphers are the cornerstone of cryptography. A cipher is a set of algorithms that performs encryption or decryption on a message. An encryption algorithm (E) takes a secret key (k) and a message (m) and produces a ciphertext (c). Similarly, a Decryption algorithm (D) takes a secret key (K) and the previous resulting Ciphertext (C). They are represented as follows: E(k,m) = c D(k,c) = m This also means that for it to be a cipher, it must satisfy the consistency equation as follows, making it possible to decrypt. D(k,E(k,m)) = m Stream Ciphers: The message is broken into characters or bits and enciphered with a key or keystream(should be random and generated independently of the message stream) that is as long as the plaintext bitstream. If the keystream is random, this scheme would be unbreakable unless the keystream was acquired, making it unconditionally secure. The keystream must be provided to both parties in a secure way to prevent its release. Block Ciphers: Block ciphers \u2014 process messages in blocks, each of which is then encrypted or decrypted. A block cipher is a symmetric cipher in which blocks of plaintext are treated as a whole and used to produce ciphertext blocks. The block cipher takes blocks that are b bits long and encrypts them to blocks that are also b bits long. Block sizes are typically 64 or 128 bits long. Encryption Secret Key (Symmetric Key) : the same key is used for encryption and decryption Public Key (Asymmetric Key) in an asymmetric, the encryption and decryption keys are different but related. The encryption key is known as the public key and the decryption key is known as the private key. The public and private keys are known as a key pair. Symmetric Key Encryption DES The Data Encryption Standard (DES) has been the worldwide encryption standard for a long time. IBM developed DES in 1975, and it has held up remarkably well against years of cryptanalysis. DES is a symmetric encryption algorithm with a fixed key length of 56 bits. The algorithm is still good, but because of the short key length, it is susceptible to brute-force attacks that have sufficient resources. DES usually operates in block mode, whereby it encrypts data in 64-bit blocks. The same algorithm and key are used for both encryption and decryption. Because DES is based on simple mathematical functions, it can be easily implemented and accelerated in hardware. Triple DES With advances in computer processing power, the original 56-bit DES key became too short to withstand an attacker with even a limited budget. One way of increasing the effective key length of DES without changing the well-analyzed algorithm itself is to use the same algorithm with different keys several times in a row. The technique of applying DES three times in a row to a plain text block is called Triple DES (3DES). The 3DES technique is shown in Figure. Brute-force attacks on 3DES are considered unfeasible today. Because the basic algorithm has been tested in the field for more than 25 years, it is considered to be more trustworthy than its predecessor. AES On October 2, 2000, The U.S. National Institute of Standards and Technology (NIST) announced the selection of the Rijndael cipher as the AES algorithm. This cipher, developed by Joan Daemen and Vincent Rijmen, has a variable block length and key length. The algorithm currently specifies how to use keys with a length of 128, 192, or 256 bits to encrypt blocks with a length of 128, 192, or 256 bits (all nine combinations of key length and block length are possible). Both block and key lengths can be extended easily to multiples of 32 bits. AES was chosen to replace DES and 3DES because they are either too weak (DES, in terms of key length) or too slow (3DES) to run on modern, efficient hardware. AES is more efficient and much faster, usually by a factor of 5 compared to DES on the same hardware. AES is also more suitable for high throughput, especially if pure software encryption is used. However, AES is a relatively young algorithm, and as the golden rule of cryptography states, \u201cA more mature algorithm is always more trusted.\u201d Asymmetric Key Algorithm In a symmetric key system, Alice first puts the secret message in a box and then padlocks the box using a lock to which she has a key. She then sends the box to Bob through regular mail. When Bob receives the box, he uses an identical copy of Alice's key (which he has obtained previously) to open the box and read the message. In an asymmetric key system, instead of opening the box when he receives it, Bob simply adds his own personal lock to the box and returns the box through public mail to Alice. Alice uses her key to remove her lock and returns the box to Bob, with Bob's lock still in place. Finally, Bob uses his key to remove his lock and reads the message from Alice. The critical advantage in an asymmetric system is that Alice never needs to send a copy of her key to Bob. This reduces the possibility that a third party (for example, an unscrupulous postmaster) can copy the key while it is in transit to Bob, allowing that third party to spy on all future messages sent by Alice. In addition, if Bob is careless and allows someone else to copy his key, Alice's messages to Bob are compromised, but Alice's messages to other people remain secret NOTE : In terms of TLS key exchange, this is the common approach. Diffie-Hellman The protocol has two system parameters, p and g. They are both public and may be used by everybody. Parameter p is a prime number, and parameter g (usually called a generator) is an integer that is smaller than p, but with the following property: For every number n between 1 and p \u2013 1 inclusive, there is a power k of g such that n = gk mod p. Diffie Hellman algorithm is an asymmetric algorithm used to establish a shared secret for a symmetric key algorithm. Nowadays most of the people use hybrid cryptosystem i.e, a combination of symmetric and asymmetric encryption. Asymmetric Encryption is used as a technique in key exchange mechanism to share a secret key and after the key is shared between sender and receiver, the communication will take place using symmetric encryption. The shared secret key will be used to encrypt the communication. Refer: https://medium.com/@akhigbemmanuel/what-is-the-diffie-hellman-key-exchange-algorithm-84d60025a30d RSA The RSA algorithm is very flexible and has a variable key length where, if necessary, speed can be traded for the level of security of the algorithm. The RSA keys are usually 512 to 2048 bits long. RSA has withstood years of extensive cryptanalysis. Although those years neither proved nor disproved RSA's security, they attest to a confidence level in the algorithm. RSA security is based on the difficulty of factoring very large numbers. If an easy method of factoring these large numbers were discovered, the effectiveness of RSA would be destroyed. Refer: https://medium.com/curiositypapers/a-complete-explanation-of-rsa-asymmetric-encryption-742c5971e0f NOTE : RSA Keys can be used for key exchange just like Diffie Hellman Hashing Algorithms Hashing is one of the mechanisms used for data integrity assurance. Hashing is based on a one-way mathematical function, which is relatively easy to compute but significantly harder to reverse. A hash function, which is a one-way function to input data to produce a fixed-length digest (fingerprint) of output data. The digest is cryptographically strong; that is, it is impossible to recover input data from its digest. If the input data changes just a little, the digest (fingerprint) changes substantially in what is called an avalanche effect. More: https://medium.com/@rauljordan/the-state-of-hashing-algorithms-the-why-the-how-and-the-future-b21d5c0440de https://medium.com/@StevieCEllis/the-beautiful-hash-algorithm-f18d9d2b84fb MD5 MD5 is a one-way function with which it is easy to compute the hash from the given input data, but it is unfeasible to compute input data given only a hash. SHA-1 MD5 is considered less secure than SHA-1 because MD5 has some weaknesses. HA-1 also uses a stronger, 160-bit digest, which makes MD5 the second choice as hash methods are concerned. The algorithm takes a message of less than 264 bits in length and produces a 160-bit message digest. This algorithm is slightly slower than MD5. NOTE : SHA-1 is also recently demonstrated to be broken, Minimum current recommendation is SHA-256 Digital Certificates Digital signatures, provide a means to digitally authenticate devices and individual users. In public-key cryptography, such as the RSA encryption system, each user has a key-pair containing both a public key and a private key. The keys act as complements, and anything encrypted with one of the keys can be decrypted with the other. In simple terms, a signature is formed when data is encrypted with a user's private key. The receiver verifies the signature by decrypting the message with the sender's public key. Key management is often considered the most difficult task in designing and implementing cryptographic systems. Businesses can simplify some of the deployment and management issues that are encountered with secured data communications by employing a Public Key Infrastructure (PKI). Because corporations often move security-sensitive communications across the Internet, an effective mechanism must be implemented to protect sensitive information from the threats presented on the Internet. PKI provides a hierarchical framework for managing digital security attributes. Each PKI participant holds a digital certificate that has been issued by a CA (either public or private). The certificate contains several attributes that are used when parties negotiate a secure connection. These attributes must include the certificate validity period, end-host identity information, encryption keys that will be used for secure communications, and the signature of the issuing CA. Optional attributes may be included, depending on the requirements and capability of the PKI. A CA can be a trusted third party, such as VeriSign or Entrust, or a private (in-house) CA that you establish within your organization. The fact that the message could be decrypted using the sender's public key means that the holder of the private key created the message. This process relies on the receiver having a copy of the sender's public key and knowing with a high degree of certainty that it really does belong to the sender and not to someone pretending to be the sender. To validate the CA's signature, the receiver must know the CA's public key. Normally, this is handled out-of-band or through an operation performed during the installation of the certificate. For instance, most web browsers are configured with the root certificates of several CAs by default. CA Enrollment process The end host generates a private-public key pair. The end host generates a certificate request, which it forwards to the CA. Manual human intervention is required to approve the enrollment request, which is received by the CA. After the CA operator approves the request, the CA signs the certificate request with its private key and returns the completed certificate to the end host. The end host writes the certificate into a nonvolatile storage area (PC hard disk or NVRAM on Cisco routers). Refer : https://www.ssh.com/manuals/server-zos-product/55/ch06s03s01.html Login Security SSH SSH, the Secure Shell, is a popular, powerful, software-based approach to network security. Whenever data is sent by a computer to the network, SSH automatically encrypts (scrambles) it. Then, when the data reaches its intended recipient, SSH automatically decrypts (unscrambles) it. The result is transparent encryption: users can work normally, unaware that their communications are safely encrypted on the network. In addition, SSH can use modern, secure encryption algorithms based on how it's being configured and is effective enough to be found within mission-critical applications at major corporations. SSH has a client/server architecture An SSH server program, typically installed and run by a system administrator, accepts or rejects incoming connections to its host computer. Users then run SSH client programs, typically on other computers, to make requests of the SSH server, such as \u201cPlease log me in,\u201d \u201cPlease send me a file,\u201d or \u201cPlease execute this command.\u201d All communications between clients and servers are securely encrypted and protected from modification. What SSH is not: Although SSH stands for Secure Shell, it is not a true shell in the sense of the Unix Bourne shell and C shell. It is not a command interpreter, nor does it provide wildcard expansion, command history, and so forth. Rather, SSH creates a channel for running a shell on a remote computer, with end-to-end encryption between the two systems. The major features and guarantees of the SSH protocol are: Privacy of your data, via strong encryption Integrity of communications, guaranteeing they haven\u2019t been altered Authentication, i.e., proof of identity of senders and receivers Authorization, i.e., access control to accounts Forwarding or tunnelling to encrypt other TCP/IP-based sessions Kerberos According to Greek mythology Kerberos (Cerberus) was the gigantic, three-headed dog that guards the gates of the underworld to prevent the dead from leaving. So when it comes to Computer Science, Kerberos is a network authentication protocol and is currently the default authentication technology used by Microsoft Active Directory to authenticate users to services within a local area network. Kerberos uses symmetric-key cryptography and requires a trusted third-party authentication service to verify user identities. So they used the name of Kerberos for their computer network authentication protocol as the three heads of the Kerberos represent: a client: A user/ a service a server: Kerberos protected hosts reside - a Key Distribution Center (KDC), which acts as the trusted third-party authentication service. The KDC includes the following two servers: Authentication Server (AS) that performs the initial authentication and issues ticket-granting tickets (TGT) for users. Ticket-Granting Server (TGS) that issues service tickets that are based on the initial ticket-granting tickets (TGT). Certificate Chain The first part of the output of the OpenSSL command shows three certificates numbered 0, 1, and 2(not 2 anymore). Each certificate has a subject, s, and an issuer, i. The first certificate, number 0, is called the end-entity certificate. The subject line tells us it\u2019s valid for any subdomain of google.com because its subject is set to *.google.com. $ openssl s_client -connect www.google.com:443 -CApath /etc/ssl/certs CONNECTED(00000005) depth=2 OU = GlobalSign Root CA - R2, O = GlobalSign, CN = GlobalSign verify return:1 depth=1 C = US, O = Google Trust Services, CN = GTS CA 1O1 verify return:1 depth=0 C = US, ST = California, L = Mountain View, O = Google LLC, CN = www.google.com verify return:1 --- Certificate chain 0 s:/C=US/ST=California/L=Mountain View/O=Google LLC/CN=www.google.com i:/C=US/O=Google Trust Services/CN=GTS CA 1O1 1 s:/C=US/O=Google Trust Services/CN=GTS CA 1O1 i:/OU=GlobalSign Root CA - R2/O=GlobalSign/CN=GlobalSign --- Server certificate The issuer line indicates it\u2019s issued by Google Internet Authority G2, which also happens to be the subject of the second certificate, number 1 What the OpenSSL command line doesn\u2019t show here is the trust store that contains the list of CA certificates trusted by the system OpenSSL runs on. The public certificate of GlobalSign Authority must be present in the system\u2019s trust store to close the verification chain. This is called a chain of trust, and the figure below summarizes its behaviour at a high level. High-level view of the concept of chain of trust applied to verifying the authenticity of a website. The Root CA in the Firefox trust store provides the initial trust to verify the entire chain and trust the end-entity certificate. TLS Handshake The client sends a HELLO message to the server with a list of protocols and algorithms it supports. The server says HELLO back and sends its chain of certificates. Based on the capabilities of the client, the server picks a cipher suite. If the cipher suite supports ephemeral key exchange, like ECDHE does(ECDHE is an algorithm known as the Elliptic Curve Diffie-Hellman Exchange), the server and the client negotiate a pre-master key with the Diffie-Hellman algorithm. The pre-master key is never sent over the wire. The client and server create a session key that will be used to encrypt the data transiting through the connection. At the end of the handshake, both parties possess a secret session key used to encrypt data for the rest of the connection. This is what OpenSSL refers to as Master-Key NOTE There are 3 versions of TLS , TLS 1.0, 1.1 & 1.2 TLS 1.0 was released in 1999, making it a nearly two-decade-old protocol. It has been known to be vulnerable to attacks\u2014such as BEAST and POODLE\u2014for years, in addition to supporting weak cryptography, which doesn\u2019t keep modern-day connections sufficiently secure. TLS 1.1 is the forgotten \u201cmiddle child.\u201d It also has bad cryptography like its younger sibling. In most software, it was leapfrogged by TLS 1.2 and it\u2019s rare to see TLS 1.1 used. \u201cPerfect\u201d Forward Secrecy The term \u201cephemeral\u201d in the key exchange provides an important security feature mis-named perfect forward secrecy (PFS) or just \u201cForward Secrecy\u201d. In a non-ephemeral key exchange, the client sends the pre-master key to the server by encrypting it with the server\u2019s public key. The server then decrypts the pre-master key with its private key. If at a later point in time, the private key of the server is compromised, an attacker can go back to this handshake, decrypt the pre-master key, obtain the session key, and decrypt the entire traffic. Non-ephemeral key exchanges are vulnerable to attacks that may happen in the future on recorded traffic. And because people seldom change their password, decrypting data from the past may still be valuable for an attacker. An ephemeral key exchange like DHE, or its variant on elliptic curve, ECDHE, solves this problem by not transmitting the pre-master key over the wire. Instead, the pre-master key is computed by both the client and the server in isolation, using nonsensitive information exchanged publicly. Because the pre-master key can\u2019t be decrypted later by an attacker, the session key is safe from future attacks: hence, the term perfect forward secrecy. Keys are changed every X blocks along the stream. That prevents an attacker from simply sniffing the stream and applying brute force to crack the whole thing. \"Forward secrecy\" means that just because I can decrypt block M, does not mean that I can decrypt block Q Downside: The downside to PFS is that all those extra computational steps induce latency on the handshake and slow the user down. To avoid repeating this expensive work at every connection, both sides cache the session key for future use via a technique called session resumption. This is what the session-ID and TLS ticket are for: they allow a client and server that share a session ID to skip over the negotiation of a session key, because they already agreed on one previously, and go directly to exchanging data securely.","title":"Fundamentals of Security"},{"location":"security/fundamentals/#part-i-fundamentals","text":"","title":"Part I: Fundamentals"},{"location":"security/fundamentals/#introduction-to-security-overview-for-sre","text":"If you look closely, both Site Reliability Engineering and Security Engineering are concerned with keeping a system usable. Issues like broken releases, capacity shortages, and misconfigurations can make a system unusable (at least temporarily). Security or privacy incidents that break the trust of users also undermine the usefulness of a system. Consequently, system security should be top of mind for SREs. SREs should be involved in both significant design discussions and actual system changes. They have quite a big role in System design & hence are quite sometimes the first line of defence. SRE\u2019s help in preventing bad design & implementations which can affect the overall security of the infrastructure. Successfully designing, implementing, and maintaining systems requires a commitment to the full system lifecycle . This commitment is possible only when security and reliability are central elements in the architecture of systems. Core Pillars of Information Security : Confidentiality \u2013 only allow access to data for which the user is permitted Integrity \u2013 ensure data is not tampered or altered by unauthorized users Availability \u2013 ensure systems and data are available to authorized users when they need it Thinking like a Security Engineer When starting a new application or re-factoring an existing application, you should consider each functional feature, and consider: Is the process surrounding this feature as safe as possible? In other words, is this a flawed process? If I were evil, how would I abuse this feature? Or more specifically failing to address how a feature can be abused can cause design flaws. Is the feature required to be on by default? If so, are there limits or options that could help reduce the risk from this feature? Security Principles By OWASP (Open Web Application Security Project) Minimize attack surface area : Every feature that is added to an application adds a certain amount of risk to the overall application. The aim of secure development is to reduce the overall risk by reducing the attack surface area. For example, a web application implements online help with a search function. The search function may be vulnerable to SQL injection attacks. If the help feature was limited to authorized users, the attack likelihood is reduced. If the help feature\u2019s search function was gated through centralized data validation routines, the ability to perform SQL injection is dramatically reduced. However, if the help feature was re-written to eliminate the search function (through a better user interface, for example), this almost eliminates the attack surface area, even if the help feature was available to the Internet at large. Establish secure defaults: There are many ways to deliver an \u201cout of the box\u201d experience for users. However, by default, the experience should be secure, and it should be up to the user to reduce their security \u2013 if they are allowed. For example, by default, password ageing and complexity should be enabled. Users might be allowed to turn these two features off to simplify their use of the application and increase their risk. Default Passwords of routers, IoT devices should be changed Principle of Least privilege The principle of least privilege recommends that accounts have the least amount of privilege required to perform their business processes. This encompasses user rights, resource permissions such as CPU limits, memory, network, and file system permissions. For example, if a middleware server only requires access to the network, read access to a database table, and the ability to write to a log, this describes all the permissions that should be granted. Under no circumstances should the middleware be granted administrative privileges. Principle of Defense in depth The principle of defence in depth suggests that where one control would be reasonable, more controls that approach risks in different fashions are better. Controls, when used in depth, can make severe vulnerabilities extraordinarily difficult to exploit and thus unlikely to occur. With secure coding, this may take the form of tier-based validation, centralized auditing controls, and requiring users to be logged on all pages. For example, a flawed administrative interface is unlikely to be vulnerable to an anonymous attack if it correctly gates access to production management networks, checks for administrative user authorization, and logs all access. Fail securely Applications regularly fail to process transactions for many reasons. How they fail can determine if an application is secure or not. ``` is_admin = true; try { code_which_may_faile(); is_admin = is_user_assigned_role(\"Adminstrator\"); } catch (Exception err) { log.error(err.toString()); } ``` - If either codeWhichMayFail() or isUserInRole fails or throws an exception, the user is an admin by default. This is obviously a security risk. Don\u2019t trust services Many organizations utilize the processing capabilities of third-party partners, who more than likely have different security policies and posture than you. It is unlikely that you can influence or control any external third party, whether they are home users or major suppliers or partners. Therefore, the implicit trust of externally run systems is not warranted. All external systems should be treated similarly. For example, a loyalty program provider provides data that is used by Internet Banking, providing the number of reward points and a small list of potential redemption items. However, the data should be checked to ensure that it is safe to display to end-users and that the reward points are a positive number, and not improbably large. Separation of duties The key to fraud control is the separation of duties. For example, someone who requests a computer cannot also sign for it, nor should they directly receive the computer. This prevents the user from requesting many computers and claiming they never arrived. Certain roles have different levels of trust than normal users. In particular, administrators are different from normal users. In general, administrators should not be users of the application. For example, an administrator should be able to turn the system on or off, set password policy but shouldn\u2019t be able to log on to the storefront as a super privileged user, such as being able to \u201cbuy\u201d goods on behalf of other users. Avoid security by obscurity Security through obscurity is a weak security control, and nearly always fails when it is the only control. This is not to say that keeping secrets is a bad idea, it simply means that the security of systems should not be reliant upon keeping details hidden. For example, the security of an application should not rely upon knowledge of the source code being kept secret. The security should rely upon many other factors, including reasonable password policies, defence in depth, business transaction limits, solid network architecture, and fraud, and audit controls. A practical example is Linux. Linux\u2019s source code is widely available, and yet when properly secured, Linux is a secure and robust operating system. Keep security simple Attack surface area and simplicity go hand in hand. Certain software engineering practices prefer overly complex approaches to what would otherwise be a relatively straightforward and simple design. Developers should avoid the use of double negatives and complex architectures when a simpler approach would be faster and simpler. For example, although it might be fashionable to have a slew of singleton entity beans running on a separate middleware server, it is more secure and faster to simply use global variables with an appropriate mutex mechanism to protect against race conditions. Fix security issues correctly Once a security issue has been identified, it is important to develop a test for it and to understand the root cause of the issue. When design patterns are used, the security issue is likely widespread amongst all codebases, so developing the right fix without introducing regressions is essential. For example, a user has found that they can see another user\u2019s balance by adjusting their cookie. The fix seems to be relatively straightforward, but as the cookie handling code is shared among all applications, a change to just one application will trickle through to all other applications. The fix must, therefore, be tested on all affected applications. Reliability & Security Reliability and security are both crucial components of a truly trustworthy system, but building systems that are both reliable and secure is difficult. While the requirements for reliability and security share many common properties, they also require different design considerations. It is easy to miss the subtle interplay between reliability and security that can cause unexpected outcomes Ex: A password management application failure was triggered by a reliability problem i.e poor load-balancing and load-shedding strategies and its recovery were later complicated by multiple measures (HSM mechanism which needs to be plugged into server racks, which works as an authentication & the HSM token supposedly locked inside a case.. & the problem can be further elongated ) designed to increase the security of the system.","title":"Introduction to Security Overview for SRE"},{"location":"security/fundamentals/#authentication-vs-authorization","text":"Authentication is the act of validating that users are who they claim to be. Passwords are the most common authentication factor\u2014if a user enters the correct password, the system assumes the identity is valid and grants access. Other technologies such as One-Time Pins, authentication apps, and even biometrics can also be used to authenticate identity. In some instances, systems require the successful verification of more than one factor before granting access. This multi-factor authentication (MFA) requirement is often deployed to increase security beyond what passwords alone can provide. Authorization in system security is the process of giving the user permission to access a specific resource or function. This term is often used interchangeably with access control or client privilege. Giving someone permission to download a particular file on a server or providing individual users with administrative access to an application are good examples. In secure environments, authorization must always follow authentication, users should first prove that their identities are genuine before an organization\u2019s administrators grant them access to the requested resources.","title":"Authentication vs Authorization"},{"location":"security/fundamentals/#common-authentication-flow-local-authentication","text":"The user registers using an identifier like username/email/mobile The application stores user credentials in the database The application sends a verification email/message to validate the registration Post successful registration, the user enters credentials for logging in On successful authentication, the user is allowed access to specific resources","title":"Common authentication flow (local authentication)"},{"location":"security/fundamentals/#openidoauth","text":"OpenID is an authentication protocol that allows us to authenticate users without using a local auth system. In such a scenario, a user has to be registered with an OpenID Provider and the same provider should be integrated with the authentication flow of your application. To verify the details, we have to forward the authentication requests to the provider. On successful authentication, we receive a success message and/or profile details with which we can execute the necessary flow. OAuth is an authorization mechanism that allows your application user access to a provider(Gmail/Facebook/Instagram/etc). On successful response, we (your application) receive a token with which the application can access certain APIs on behalf of a user. OAuth is convenient in case your business use case requires some certain user-facing APIs like access to Google Drive or sending tweets on your behalf. Most OAuth 2.0 providers can be used for pseudo authentication. Having said that, it can get pretty complicated if you are using multiple OAuth providers to authenticate users on top of the local authentication system.","title":"OpenID/OAuth"},{"location":"security/fundamentals/#cryptography","text":"It is the science and study of hiding any text in such a way that only the intended recipients or authorized persons can read it and that any text can even use things such as invisible ink or the mechanical cryptography machines of the past. Cryptography is necessary for securing critical or proprietary information and is used to encode private data messages by converting some plain text into ciphertext. At its core, there are two ways of doing this, more advanced methods are all built upon.","title":"Cryptography"},{"location":"security/fundamentals/#ciphers","text":"Ciphers are the cornerstone of cryptography. A cipher is a set of algorithms that performs encryption or decryption on a message. An encryption algorithm (E) takes a secret key (k) and a message (m) and produces a ciphertext (c). Similarly, a Decryption algorithm (D) takes a secret key (K) and the previous resulting Ciphertext (C). They are represented as follows: E(k,m) = c D(k,c) = m This also means that for it to be a cipher, it must satisfy the consistency equation as follows, making it possible to decrypt. D(k,E(k,m)) = m Stream Ciphers: The message is broken into characters or bits and enciphered with a key or keystream(should be random and generated independently of the message stream) that is as long as the plaintext bitstream. If the keystream is random, this scheme would be unbreakable unless the keystream was acquired, making it unconditionally secure. The keystream must be provided to both parties in a secure way to prevent its release. Block Ciphers: Block ciphers \u2014 process messages in blocks, each of which is then encrypted or decrypted. A block cipher is a symmetric cipher in which blocks of plaintext are treated as a whole and used to produce ciphertext blocks. The block cipher takes blocks that are b bits long and encrypts them to blocks that are also b bits long. Block sizes are typically 64 or 128 bits long. Encryption Secret Key (Symmetric Key) : the same key is used for encryption and decryption Public Key (Asymmetric Key) in an asymmetric, the encryption and decryption keys are different but related. The encryption key is known as the public key and the decryption key is known as the private key. The public and private keys are known as a key pair. Symmetric Key Encryption DES The Data Encryption Standard (DES) has been the worldwide encryption standard for a long time. IBM developed DES in 1975, and it has held up remarkably well against years of cryptanalysis. DES is a symmetric encryption algorithm with a fixed key length of 56 bits. The algorithm is still good, but because of the short key length, it is susceptible to brute-force attacks that have sufficient resources. DES usually operates in block mode, whereby it encrypts data in 64-bit blocks. The same algorithm and key are used for both encryption and decryption. Because DES is based on simple mathematical functions, it can be easily implemented and accelerated in hardware. Triple DES With advances in computer processing power, the original 56-bit DES key became too short to withstand an attacker with even a limited budget. One way of increasing the effective key length of DES without changing the well-analyzed algorithm itself is to use the same algorithm with different keys several times in a row. The technique of applying DES three times in a row to a plain text block is called Triple DES (3DES). The 3DES technique is shown in Figure. Brute-force attacks on 3DES are considered unfeasible today. Because the basic algorithm has been tested in the field for more than 25 years, it is considered to be more trustworthy than its predecessor. AES On October 2, 2000, The U.S. National Institute of Standards and Technology (NIST) announced the selection of the Rijndael cipher as the AES algorithm. This cipher, developed by Joan Daemen and Vincent Rijmen, has a variable block length and key length. The algorithm currently specifies how to use keys with a length of 128, 192, or 256 bits to encrypt blocks with a length of 128, 192, or 256 bits (all nine combinations of key length and block length are possible). Both block and key lengths can be extended easily to multiples of 32 bits. AES was chosen to replace DES and 3DES because they are either too weak (DES, in terms of key length) or too slow (3DES) to run on modern, efficient hardware. AES is more efficient and much faster, usually by a factor of 5 compared to DES on the same hardware. AES is also more suitable for high throughput, especially if pure software encryption is used. However, AES is a relatively young algorithm, and as the golden rule of cryptography states, \u201cA more mature algorithm is always more trusted.\u201d Asymmetric Key Algorithm In a symmetric key system, Alice first puts the secret message in a box and then padlocks the box using a lock to which she has a key. She then sends the box to Bob through regular mail. When Bob receives the box, he uses an identical copy of Alice's key (which he has obtained previously) to open the box and read the message. In an asymmetric key system, instead of opening the box when he receives it, Bob simply adds his own personal lock to the box and returns the box through public mail to Alice. Alice uses her key to remove her lock and returns the box to Bob, with Bob's lock still in place. Finally, Bob uses his key to remove his lock and reads the message from Alice. The critical advantage in an asymmetric system is that Alice never needs to send a copy of her key to Bob. This reduces the possibility that a third party (for example, an unscrupulous postmaster) can copy the key while it is in transit to Bob, allowing that third party to spy on all future messages sent by Alice. In addition, if Bob is careless and allows someone else to copy his key, Alice's messages to Bob are compromised, but Alice's messages to other people remain secret NOTE : In terms of TLS key exchange, this is the common approach. Diffie-Hellman The protocol has two system parameters, p and g. They are both public and may be used by everybody. Parameter p is a prime number, and parameter g (usually called a generator) is an integer that is smaller than p, but with the following property: For every number n between 1 and p \u2013 1 inclusive, there is a power k of g such that n = gk mod p. Diffie Hellman algorithm is an asymmetric algorithm used to establish a shared secret for a symmetric key algorithm. Nowadays most of the people use hybrid cryptosystem i.e, a combination of symmetric and asymmetric encryption. Asymmetric Encryption is used as a technique in key exchange mechanism to share a secret key and after the key is shared between sender and receiver, the communication will take place using symmetric encryption. The shared secret key will be used to encrypt the communication. Refer: https://medium.com/@akhigbemmanuel/what-is-the-diffie-hellman-key-exchange-algorithm-84d60025a30d RSA The RSA algorithm is very flexible and has a variable key length where, if necessary, speed can be traded for the level of security of the algorithm. The RSA keys are usually 512 to 2048 bits long. RSA has withstood years of extensive cryptanalysis. Although those years neither proved nor disproved RSA's security, they attest to a confidence level in the algorithm. RSA security is based on the difficulty of factoring very large numbers. If an easy method of factoring these large numbers were discovered, the effectiveness of RSA would be destroyed. Refer: https://medium.com/curiositypapers/a-complete-explanation-of-rsa-asymmetric-encryption-742c5971e0f NOTE : RSA Keys can be used for key exchange just like Diffie Hellman Hashing Algorithms Hashing is one of the mechanisms used for data integrity assurance. Hashing is based on a one-way mathematical function, which is relatively easy to compute but significantly harder to reverse. A hash function, which is a one-way function to input data to produce a fixed-length digest (fingerprint) of output data. The digest is cryptographically strong; that is, it is impossible to recover input data from its digest. If the input data changes just a little, the digest (fingerprint) changes substantially in what is called an avalanche effect. More: https://medium.com/@rauljordan/the-state-of-hashing-algorithms-the-why-the-how-and-the-future-b21d5c0440de https://medium.com/@StevieCEllis/the-beautiful-hash-algorithm-f18d9d2b84fb MD5 MD5 is a one-way function with which it is easy to compute the hash from the given input data, but it is unfeasible to compute input data given only a hash. SHA-1 MD5 is considered less secure than SHA-1 because MD5 has some weaknesses. HA-1 also uses a stronger, 160-bit digest, which makes MD5 the second choice as hash methods are concerned. The algorithm takes a message of less than 264 bits in length and produces a 160-bit message digest. This algorithm is slightly slower than MD5. NOTE : SHA-1 is also recently demonstrated to be broken, Minimum current recommendation is SHA-256 Digital Certificates Digital signatures, provide a means to digitally authenticate devices and individual users. In public-key cryptography, such as the RSA encryption system, each user has a key-pair containing both a public key and a private key. The keys act as complements, and anything encrypted with one of the keys can be decrypted with the other. In simple terms, a signature is formed when data is encrypted with a user's private key. The receiver verifies the signature by decrypting the message with the sender's public key. Key management is often considered the most difficult task in designing and implementing cryptographic systems. Businesses can simplify some of the deployment and management issues that are encountered with secured data communications by employing a Public Key Infrastructure (PKI). Because corporations often move security-sensitive communications across the Internet, an effective mechanism must be implemented to protect sensitive information from the threats presented on the Internet. PKI provides a hierarchical framework for managing digital security attributes. Each PKI participant holds a digital certificate that has been issued by a CA (either public or private). The certificate contains several attributes that are used when parties negotiate a secure connection. These attributes must include the certificate validity period, end-host identity information, encryption keys that will be used for secure communications, and the signature of the issuing CA. Optional attributes may be included, depending on the requirements and capability of the PKI. A CA can be a trusted third party, such as VeriSign or Entrust, or a private (in-house) CA that you establish within your organization. The fact that the message could be decrypted using the sender's public key means that the holder of the private key created the message. This process relies on the receiver having a copy of the sender's public key and knowing with a high degree of certainty that it really does belong to the sender and not to someone pretending to be the sender. To validate the CA's signature, the receiver must know the CA's public key. Normally, this is handled out-of-band or through an operation performed during the installation of the certificate. For instance, most web browsers are configured with the root certificates of several CAs by default. CA Enrollment process The end host generates a private-public key pair. The end host generates a certificate request, which it forwards to the CA. Manual human intervention is required to approve the enrollment request, which is received by the CA. After the CA operator approves the request, the CA signs the certificate request with its private key and returns the completed certificate to the end host. The end host writes the certificate into a nonvolatile storage area (PC hard disk or NVRAM on Cisco routers). Refer : https://www.ssh.com/manuals/server-zos-product/55/ch06s03s01.html","title":"Ciphers"},{"location":"security/fundamentals/#login-security","text":"","title":"Login Security"},{"location":"security/fundamentals/#ssh","text":"SSH, the Secure Shell, is a popular, powerful, software-based approach to network security. Whenever data is sent by a computer to the network, SSH automatically encrypts (scrambles) it. Then, when the data reaches its intended recipient, SSH automatically decrypts (unscrambles) it. The result is transparent encryption: users can work normally, unaware that their communications are safely encrypted on the network. In addition, SSH can use modern, secure encryption algorithms based on how it's being configured and is effective enough to be found within mission-critical applications at major corporations. SSH has a client/server architecture An SSH server program, typically installed and run by a system administrator, accepts or rejects incoming connections to its host computer. Users then run SSH client programs, typically on other computers, to make requests of the SSH server, such as \u201cPlease log me in,\u201d \u201cPlease send me a file,\u201d or \u201cPlease execute this command.\u201d All communications between clients and servers are securely encrypted and protected from modification. What SSH is not: Although SSH stands for Secure Shell, it is not a true shell in the sense of the Unix Bourne shell and C shell. It is not a command interpreter, nor does it provide wildcard expansion, command history, and so forth. Rather, SSH creates a channel for running a shell on a remote computer, with end-to-end encryption between the two systems. The major features and guarantees of the SSH protocol are: Privacy of your data, via strong encryption Integrity of communications, guaranteeing they haven\u2019t been altered Authentication, i.e., proof of identity of senders and receivers Authorization, i.e., access control to accounts Forwarding or tunnelling to encrypt other TCP/IP-based sessions","title":"SSH"},{"location":"security/fundamentals/#kerberos","text":"According to Greek mythology Kerberos (Cerberus) was the gigantic, three-headed dog that guards the gates of the underworld to prevent the dead from leaving. So when it comes to Computer Science, Kerberos is a network authentication protocol and is currently the default authentication technology used by Microsoft Active Directory to authenticate users to services within a local area network. Kerberos uses symmetric-key cryptography and requires a trusted third-party authentication service to verify user identities. So they used the name of Kerberos for their computer network authentication protocol as the three heads of the Kerberos represent: a client: A user/ a service a server: Kerberos protected hosts reside - a Key Distribution Center (KDC), which acts as the trusted third-party authentication service. The KDC includes the following two servers: Authentication Server (AS) that performs the initial authentication and issues ticket-granting tickets (TGT) for users. Ticket-Granting Server (TGS) that issues service tickets that are based on the initial ticket-granting tickets (TGT).","title":"Kerberos"},{"location":"security/fundamentals/#certificate-chain","text":"The first part of the output of the OpenSSL command shows three certificates numbered 0, 1, and 2(not 2 anymore). Each certificate has a subject, s, and an issuer, i. The first certificate, number 0, is called the end-entity certificate. The subject line tells us it\u2019s valid for any subdomain of google.com because its subject is set to *.google.com. $ openssl s_client -connect www.google.com:443 -CApath /etc/ssl/certs CONNECTED(00000005) depth=2 OU = GlobalSign Root CA - R2, O = GlobalSign, CN = GlobalSign verify return:1 depth=1 C = US, O = Google Trust Services, CN = GTS CA 1O1 verify return:1 depth=0 C = US, ST = California, L = Mountain View, O = Google LLC, CN = www.google.com verify return:1 --- Certificate chain 0 s:/C=US/ST=California/L=Mountain View/O=Google LLC/CN=www.google.com i:/C=US/O=Google Trust Services/CN=GTS CA 1O1 1 s:/C=US/O=Google Trust Services/CN=GTS CA 1O1 i:/OU=GlobalSign Root CA - R2/O=GlobalSign/CN=GlobalSign --- Server certificate The issuer line indicates it\u2019s issued by Google Internet Authority G2, which also happens to be the subject of the second certificate, number 1 What the OpenSSL command line doesn\u2019t show here is the trust store that contains the list of CA certificates trusted by the system OpenSSL runs on. The public certificate of GlobalSign Authority must be present in the system\u2019s trust store to close the verification chain. This is called a chain of trust, and the figure below summarizes its behaviour at a high level. High-level view of the concept of chain of trust applied to verifying the authenticity of a website. The Root CA in the Firefox trust store provides the initial trust to verify the entire chain and trust the end-entity certificate.","title":"Certificate Chain"},{"location":"security/fundamentals/#tls-handshake","text":"The client sends a HELLO message to the server with a list of protocols and algorithms it supports. The server says HELLO back and sends its chain of certificates. Based on the capabilities of the client, the server picks a cipher suite. If the cipher suite supports ephemeral key exchange, like ECDHE does(ECDHE is an algorithm known as the Elliptic Curve Diffie-Hellman Exchange), the server and the client negotiate a pre-master key with the Diffie-Hellman algorithm. The pre-master key is never sent over the wire. The client and server create a session key that will be used to encrypt the data transiting through the connection. At the end of the handshake, both parties possess a secret session key used to encrypt data for the rest of the connection. This is what OpenSSL refers to as Master-Key NOTE There are 3 versions of TLS , TLS 1.0, 1.1 & 1.2 TLS 1.0 was released in 1999, making it a nearly two-decade-old protocol. It has been known to be vulnerable to attacks\u2014such as BEAST and POODLE\u2014for years, in addition to supporting weak cryptography, which doesn\u2019t keep modern-day connections sufficiently secure. TLS 1.1 is the forgotten \u201cmiddle child.\u201d It also has bad cryptography like its younger sibling. In most software, it was leapfrogged by TLS 1.2 and it\u2019s rare to see TLS 1.1 used.","title":"TLS Handshake"},{"location":"security/fundamentals/#perfect-forward-secrecy","text":"The term \u201cephemeral\u201d in the key exchange provides an important security feature mis-named perfect forward secrecy (PFS) or just \u201cForward Secrecy\u201d. In a non-ephemeral key exchange, the client sends the pre-master key to the server by encrypting it with the server\u2019s public key. The server then decrypts the pre-master key with its private key. If at a later point in time, the private key of the server is compromised, an attacker can go back to this handshake, decrypt the pre-master key, obtain the session key, and decrypt the entire traffic. Non-ephemeral key exchanges are vulnerable to attacks that may happen in the future on recorded traffic. And because people seldom change their password, decrypting data from the past may still be valuable for an attacker. An ephemeral key exchange like DHE, or its variant on elliptic curve, ECDHE, solves this problem by not transmitting the pre-master key over the wire. Instead, the pre-master key is computed by both the client and the server in isolation, using nonsensitive information exchanged publicly. Because the pre-master key can\u2019t be decrypted later by an attacker, the session key is safe from future attacks: hence, the term perfect forward secrecy. Keys are changed every X blocks along the stream. That prevents an attacker from simply sniffing the stream and applying brute force to crack the whole thing. \"Forward secrecy\" means that just because I can decrypt block M, does not mean that I can decrypt block Q Downside: The downside to PFS is that all those extra computational steps induce latency on the handshake and slow the user down. To avoid repeating this expensive work at every connection, both sides cache the session key for future use via a technique called session resumption. This is what the session-ID and TLS ticket are for: they allow a client and server that share a session ID to skip over the negotiation of a session key, because they already agreed on one previously, and go directly to exchanging data securely.","title":"\u201cPerfect\u201d Forward Secrecy"},{"location":"security/intro/","text":"Security Prerequisites Linux Basics Linux Networking What to expect from this course The course covers fundamentals of information security along with touching on subjects of system security, network & web security. This course aims to get you familiar with the basics of information security in day to day operations & then as an SRE develop the mindset of ensuring that security takes a front-seat while developing solutions. The course also serves as an introduction to common risks and best practices along with practical ways to find out vulnerable systems and loopholes which might become compromised if not secured. What is not covered under this course The courseware is not an ethical hacking workshop or a very deep dive into the fundamentals of the problems. The course does not deal with hacking or breaking into systems but rather an approach on how to ensure you don\u2019t get into those situations and also to make you aware of different ways a system can be compromised. Course Contents Fundamentals Network Security Threats, Attacks & Defence Writing Secure Code & More Conclusion","title":"Introduction"},{"location":"security/intro/#security","text":"","title":"Security"},{"location":"security/intro/#prerequisites","text":"Linux Basics Linux Networking","title":"Prerequisites"},{"location":"security/intro/#what-to-expect-from-this-course","text":"The course covers fundamentals of information security along with touching on subjects of system security, network & web security. This course aims to get you familiar with the basics of information security in day to day operations & then as an SRE develop the mindset of ensuring that security takes a front-seat while developing solutions. The course also serves as an introduction to common risks and best practices along with practical ways to find out vulnerable systems and loopholes which might become compromised if not secured.","title":"What to expect from this course"},{"location":"security/intro/#what-is-not-covered-under-this-course","text":"The courseware is not an ethical hacking workshop or a very deep dive into the fundamentals of the problems. The course does not deal with hacking or breaking into systems but rather an approach on how to ensure you don\u2019t get into those situations and also to make you aware of different ways a system can be compromised.","title":"What is not covered under this course"},{"location":"security/intro/#course-contents","text":"Fundamentals Network Security Threats, Attacks & Defence Writing Secure Code & More Conclusion","title":"Course Contents"},{"location":"security/network_security/","text":"Part II: Network Security Introduction TCP/IP is the dominant networking technology today. It is a five-layer architecture. These layers are, from top to bottom, the application layer, the transport layer (TCP), the network layer (IP), the data-link layer, and the physical layer. In addition to TCP/IP, there also are other networking technologies. For convenience, we use the OSI network model to represent non-TCP/IP network technologies. Different networks are interconnected using gateways. A gateway can be placed at any layer. The OSI model is a seven-layer architecture. The OSI architecture is similar to the TCP/IP architecture, except that the OSI model specifies two additional layers between the application layer and the transport layer in the TCP/IP architecture. These two layers are the presentation layer and the session layer. Figure 5.1 shows the relationship between the TCP/IP layers and the OSI layers. The application layer in TCP/IP corresponds to the application layer and the presentation layer in OSI. The transport layer in TCP/IP corresponds to the session layer and the transport layer in OSI. The remaining three layers in the TCP/IP architecture are one-to-one correspondent to the remaining three layers in the OSI model. Correspondence between layers of the TCP/IP architecture and the OSI model. Also shown are placements of cryptographic algorithms in network layers, where the dotted arrows indicate actual communications of cryptographic algorithms The functionalities of OSI layers are briefly described as follows: The application layer serves as an interface between applications and network programs. It supports application programs and end-user processing. Common application-layer programs include remote logins, file transfer, email, and Web browsing. The presentation layer is responsible for dealing with data that is formed differently. This protocol layer allows application-layer programs residing on different sides of a communication channel with different platforms to understand each other's data formats regardless of how they are presented. The session layer is responsible for creating, managing, and closing a communication connection. The transport layer is responsible for providing reliable connections, such as packet sequencing, traffic control, and congestion control. The network layer is responsible for routing device-independent data packets from the current hop to the next hop. The data-link layer is responsible for encapsulating device-independent data packets into device-dependent data frames. It has two sublayers: logical link control and media access control. The physical layer is responsible for transmitting device-dependent frames through some physical media. Starting from the application layer, data generated from an application program is passed down layer-by-layer to the physical layer. Data from the previous layer is enclosed in a new envelope at the current layer, where the data from the previous layer is also just an envelope containing the data from the layer before it. This is similar to enclosing a smaller envelope in a larger one. The envelope added at each layer contains sufficient information for handling the packet. Application-layer data are divided into blocks small enough to be encapsulated in an envelope at the next layer. Application data blocks are \u201cdressed up\u201d in the TCP/IP architecture according to the following basic steps. At the sending side, an application data block is encapsulated in a TCP packet when it is passed down to the TCP layer. In other words, a TCP packet consists of a header and a payload, where the header corresponds to the TCP envelope and the payload is the application data block. Likewise, the TCP packet will be encapsulated in an IP packet when it is passed down to the IP layer. An IP packet consists of a header and a payload, which is the TCP packet passed down from the TCP layer. The IP packet will be encapsulated in a device-dependent frame (e.g., an Ethernet frame) when it is passed down to the data-link layer. A frame has a header, and it may also have a trailer. For example, in addition to having a header, an Ethernet frame also has a 32-bit cyclic redundancy check (CRC) trailer. When it is passed down to the physical layer, a frame will be transformed into a sequence of media signals for transmission Flow Diagram of a Packet Generation At the destination side, the medium signals are converted by the physical layer into a frame, which is passed up to the data-link layer. The data-link layer passes the frame payload (i.e., the IP packet encapsulated in the frame) up to the IP layer. The IP layer passes the IP payload, namely, the TCP packet encapsulated in the IP packet, up to the TCP layer. The TCP layer passes the TCP payload, namely, the application data block, up to the application layer. When a packet arrives at a router, it only goes up to the IP layer, where certain fields in the IP header are modified (e.g., the value of TTL is decreased by 1). This modified packet is then passed back down layer-by-layer to the physical layer for further transmission. Public Key Infrastructure To deploy cryptographic algorithms in network applications, we need a way to distribute secret keys using open networks. Public-key cryptography is the best way to distribute these secret keys. To use public-key cryptography, we need to build a public-key infrastructure (PKI) to support and manage public-key certificates and certificate authority (CA) networks. In particular, PKIs are set up to perform the following functions: Determine the legitimacy of users before issuing public-key certificates to them. Issue public-key certificates upon user requests. Extend public-key certificates valid time upon user requests. Revoke public-key certificates upon users' requests or when the corresponding private keys are compromised. Store and manage public-key certificates. Prevent digital signature signers from denying their signatures. Support CA networks to allow different CAs to authenticate public-key certificates issued by other CAs. X.509: https://certificatedecoder.dev/?gclid=EAIaIQobChMI0M731O6G6gIVVSQrCh04bQaAEAAYASAAEgKRkPD_BwE IPsec: A Security Protocol at the Network Layer IPsec is a major security protocol at the network layer IPsec provides a potent platform for constructing virtual private networks (VPN). VPNs are private networks overlayed on public networks. The purpose of deploying cryptographic algorithms at the network layer is to encrypt or authenticate IP packets (either just the payloads or the whole packets). IPsec also specifies how to exchange keys. Thus, IPsec consists of authentication protocols, encryption protocols, and key exchange protocols. They are referred to, respectively, as authentication header (AH), encapsulating security payload (ESP), and Internet key exchange (IKE). PGP & S/MIME : Email Security There are several security protocols at the application layer. The most used of these protocols are email security protocols namely PGP and S/MIME. SMTP (\u201cSimple Mail Transfer Protocol\u201d) is used for sending and delivering from a client to a server via port 25: it\u2019s the outgoing server. On the contrary, POP (\u201cPost Office Protocol\u201d) allows the users to pick up the message and download it into their inbox: it\u2019s the incoming server. The latest version of the Post Office Protocol is named POP3, and it\u2019s been used since 1996; it uses port 110 PGP PGP implements all major cryptographic algorithms, the ZIP compression algorithm, and the Base64 encoding algorithm. It can be used to authenticate a message, encrypt a message, or both. PGP follows the following general process: authentication, ZIP compression, encryption, and Base64 encoding. The Base64 encoding procedure makes the message ready for SMTP transmission GPG (GnuPG) GnuPG is another free encryption standard that companies may use that is based on OpenPGP. GnuPG serves as a replacement for Symantec\u2019s PGP. The main difference is the supported algorithms. However, GnuPG plays nice with PGP by design. Because GnuPG is open, some businesses would prefer the technical support and the user interface that comes with Symantec\u2019s PGP. It is important to note that there are some nuances between the compatibility of GnuPG and PGP, such as the compatibility between certain algorithms, but in most applications such as email, there are workarounds. One such algorithm is the IDEA Module which isn\u2019t included in GnuPG out of the box due to patent issues. S/MIME SMTP can only handle 7-bit ASCII text (You can use UTF-8 extensions to alleviate these limitations, ) messages. While POP can handle other content types besides 7-bit ASCII, POP may, under a common default setting, download all the messages stored in the mail server to the user's local computer. After that, if POP removes these messages from the mail server. This makes it difficult for the users to read their messages from multiple computers. The Multipurpose Internet Mail Extension protocol (MIME) was designed to support sending and receiving email messages in various formats, including nontext files generated by word processors, graphics files, sound files, and video clips. Moreover, MIME allows a single message to include mixed types of data in any combination of these formats. The Internet Mail Access Protocol (IMAP), operated on TCP port 143(only for non-encrypted), stores (Configurable on both server & client just like PoP) incoming email messages in the mail server until the user deletes them deliberately. This allows the users to access their mailbox from multiple machines and download messages to a local machine without deleting it from the mailbox in the mail server. SSL/TLS SSL uses a PKI to decide if a server\u2019s public key is trustworthy by requiring servers to use a security certificate signed by a trusted CA. When Netscape Navigator 1.0 was released, it trusted a single CA operated by the RSA Data Security corporation. The server\u2019s public RSA keys were used to be stored in the security certificate, which can then be used by the browser to establish a secure communication channel. The security certificates we use today still rely on the same standard (named X.509) that Netscape Navigator 1.0 used back then. Netscape intended to train users(though this didn\u2019t work out later) to differentiate secure communications from insecure ones, so they put a lock icon next to the address bar. When the lock is open, the communication is insecure. A closed lock means communication has been secured with SSL, which required the server to provide a signed certificate. You\u2019re obviously familiar with this icon as it\u2019s been in every browser ever since. The engineers at Netscape truly created a standard for secure internet communications. A year after releasing SSL 2.0, Netscape fixed several security issues and released SSL 3.0, a protocol that, albeit being officially deprecated since June 2015, remains in use in certain parts of the world more than 20 years after its introduction. To standardize SSL, the Internet Engineering Task Force (IETF) created a slightly modified SSL 3.0 and, in 1999, unveiled it as Transport Layer Security (TLS) 1.0. The name change between SSL and TLS continues to confuse people today. Officially, TLS is the new SSL, but in practice, people use SSL and TLS interchangeably to talk about any version of the protocol. Must See: https://tls.ulfheim.net/ https://davidwong.fr/tls13/ Network Perimeter Security Let us see how we keep a check on the perimeter i.e the edges, the first layer of protection General Firewall Framework Firewalls are needed because encryption algorithms cannot effectively stop malicious packets from getting into an edge network. This is because IP packets, regardless of whether they are encrypted, can always be forwarded into an edge network. Firewalls that were developed in the 1990s are important instruments to help restrict network access. A firewall may be a hardware device, a software package, or a combination of both. Packets flowing into the internal network from the outside should be evaluated before they are allowed to enter. One of the critical elements of a firewall is its ability to examine packets without imposing a negative impact on communication speed while providing security protections for the internal network. The packet inspection that is carried out by firewalls can be done using several different methods. Based on the particular method used by the firewall, it can be characterized as either a packet filter, circuit gateway, application gateway, or dynamic packet filter. Packet Filters It inspects ingress packets coming to an internal network from outside and inspects egress packets going outside from an internal network Packing filtering only inspects IP headers and TCP headers, not the payloads generated at the application layer A packet-filtering firewall uses a set of rules to determine whether a packet should be allowed or denied to pass through. 2 types: Stateless It treats each packet as an independent object, and it does not keep track of any previously processed packets. In other words, stateless filtering inspects a packet when it arrives and makes a decision without leaving any record of the packet being inspected. Stateful Stateful filtering, also referred to as connection-state filtering, keeps track of connections between an internal host and an external host. A connection state (or state, for short) indicates whether it is a TCP connection or a UDP connection and whether the connection is established. Circuit Gateways Circuit gateways, also referred to as circuit-level gateways, are typically operated at the transportation layer They evaluate the information of the IP addresses and the port numbers contained in TCP (or UDP) headers and use it to determine whether to allow or to disallow an internal host and an external host to establish a connection. It is common practice to combine packet filters and circuit gateways to form a dynamic packet filter (DPF). Application Gateways(ALG) Aka PROXY Servers An Application Level Gateway (ALG) acts as a proxy for internal hosts, processing service requests from external clients. An ALG performs deep inspections on each IP packet (ingress or egress). In particular, an ALG inspects application program formats contained in the packet (e.g., MIME format or SQL format) and examines whether its payload is permitted. Thus, an ALG may be able to detect a computer virus contained in the payload. Because an ALG inspects packet payloads, it may be able to detect malicious code and quarantine suspicious packets, in addition to blocking packets with suspicious IP addresses and TCP ports. On the other hand, an ALG also incurs substantial computation and space overheads. Trusted Systems & Bastion Hosts A Trusted Operating System (TOS) is an operating system that meets a particular set of security requirements. Whether an operating system can be trusted or not depends on several elements. For example, for an operating system on a particular computer to be certified trusted, one needs to validate that, among other things, the following four requirements are satisfied: Its system design contains no defects; Its system software contains no loopholes; Its system is configured properly; and Its system management is appropriate. Bastion Hosts Bastion hosts are computers with strong defence mechanisms. They often serve as host computers for implementing application gateways, circuit gateways, and other types of firewalls. A bastion host is operated on a trusted operating system that must not contain unnecessary functionalities or programs. This measure helps to reduce error probabilities and makes it easier to conduct security checks. Only those network application programs that are necessary, for example, SSH, DNS, SMTP, and authentication programs, are installed on a bastion host. Bastion hosts are also primarily used as controlled ingress points so that the security monitoring can focus more narrowly on actions happening at a single point closely. Common Techniques & Scannings, Packet Capturing Scanning Ports with Nmap Nmap (\"Network Mapper\") is a free and open-source (license) utility for network discovery and security auditing. Many systems and network administrators also find it useful for tasks such as network inventory, managing service upgrade schedules, and monitoring host or service uptime. The best thing about Nmap is it\u2019s free and open-source and is very flexible and versatile Nmap is often used to determine alive hosts in a network, open ports on those hosts, services running on those open ports, and version identification of that service on that port. More at http://scanme.nmap.org/ nmap [scan type] [options] [target specification] Nmap uses 6 different port states: Open \u2014 An open port is one that is actively accepting TCP, UDP or SCTP connections. Open ports are what interests us the most because they are the ones that are vulnerable to attacks. Open ports also show the available services on a network. Closed \u2014 A port that receives and responds to Nmap probe packets but there is no application listening on that port. Useful for identifying that the host exists and for OS detection. Filtered \u2014 Nmap can\u2019t determine whether the port is open because packet filtering prevents its probes from reaching the port. Filtering could come from firewalls or router rules. Often little information is given from filtered ports during scans as the filters can drop the probes without responding or respond with useless error messages e.g. destination unreachable. Unfiltered \u2014 Port is accessible but Nmap doesn\u2019t know if it is open or closed. Only used in ACK scan which is used to map firewall rulesets. Other scan types can be used to identify whether the port is open. Open/filtered \u2014 Nmap is unable to determine between open and filtered. This happens when an open port gives no response. No response could mean that the probe was dropped by a packet filter or any response is blocked. Closed/filtered \u2014 Nmap is unable to determine whether a port is closed or filtered. Only used in the IP ID idle scan. Types of Nmap Scan: TCP Connect TCP Connect scan completes the 3-way handshake. If a port is open, the operating system completes the TCP three-way handshake and the port scanner immediately closes the connection to avoid DOS. This is \u201cnoisy\u201d because the services can log the sender IP address and might trigger Intrusion Detection Systems. UDP Scan This scan checks to see if any UDP ports are listening. Since UDP does not respond with a positive acknowledgement like TCP and only responds to an incoming UDP packet when the port is closed, SYN Scan SYN scan is another form of TCP scanning. This scan type is also known as \u201chalf-open scanning\u201d because it never actually opens a full TCP connection. The port scanner generates a SYN packet. If the target port is open, it will respond with an SYN-ACK packet. The scanner host responds with an RST packet, closing the connection before the handshake is completed. If the port is closed but unfiltered, the target will instantly respond with an RST packet. SYN scan has the advantage that the individual services never actually receive a connection. FIN Scan This is a stealthy scan, like the SYN scan, but sends a TCP FIN packet instead. ACK Scan Ack scanning determines whether the port is filtered or not. Null Scan Another very stealthy scan that sets all the TCP header flags to off or null. This is not normally a valid packet and some hosts will not know what to do with this. XMAS Scan Similar to the NULL scan except for all the flags in the TCP header is set to on RPC Scan This special type of scan looks for machine answering to RPC (Remote Procedure Call) services IDLE Scan It is a super stealthy method whereby the scan packets are bounced off an external host. You don\u2019t need to have control over the other host but it does have to set up and meet certain requirements. You must input the IP address of our \u201czombie\u201d host and what port number to use. It is one of the more controversial options in Nmap since it only has a use for malicious attacks. Scan Techniques A couple of scan techniques which can be used to gain more information about a system and its ports. You can read more at https://medium.com/infosec-adventures/nmap-cheatsheet-a423fcdda0ca OpenVAS OpenVAS is a full-featured vulnerability scanner. OpenVAS is a framework of services and tools that provides a comprehensive and powerful vulnerability scanning and management package OpenVAS, which is an open-source program, began as a fork of the once-more-popular scanning program, Nessus. OpenVAS is made up of three main parts. These are: a regularly updated feed of Network Vulnerability Tests (NVTs); a scanner, which runs the NVTs; and an SQLite 3 database for storing both your test configurations and the NVTs\u2019 results and configurations. https://www.greenbone.net/en/install_use_gce/ WireShark Wireshark is a protocol analyzer. This means Wireshark is designed to decode not only packet bits and bytes but also the relations between packets and protocols. Wireshark understands protocol sequences. A simple demo of Wireshark Capture only udp packets: Capture filter = \u201cudp\u201d Capture only tcp packets Capture filter = \u201ctcp\u201d TCP/IP 3 way Handshake Filter by IP address: displays all traffic from IP, be it source or destination ip.addr == 192.168.1.1 Filter by source address: display traffic only from IP source ip.src == 192.168.0.1 Filter by destination: display traffic only form IP destination ip.dst == 192.168.0.1 Filter by IP subnet: display traffic from subnet, be it source or destination ip.addr = 192.168.0.1/24 Filter by protocol: filter traffic by protocol name dns http ftp arp ssh telnet icmp Exclude IP address: remove traffic from and to IP address !ip.addr ==192.168.0.1 Display traffic between two specific subnet ip.addr == 192.168.0.1/24 and ip.addr == 192.168.1.1/24 Display traffic between two specific workstations ip.addr == 192.168.0.1 and ip.addr == 192.168.0.2 Filter by MAC eth.addr = 00:50:7f:c5:b6:78 Filter TCP port tcp.port == 80 Filter TCP port source tcp.srcport == 80 Filter TCP port destination tcp.dstport == 80 Find user agents http.user_agent contains Firefox !http.user_agent contains || !http.user_agent contains Chrome Filter broadcast traffic !(arp or icmp or dns) Filter IP address and port tcp.port == 80 && ip.addr == 192.168.0.1 Filter all http get requests http.request Filter all http get requests and responses http.request or http.response Filter three way handshake tcp.flags.syn==1 or (tcp.seq==1 and tcp.ack==1 and tcp.len==0 and tcp.analysis.initial_rtt) Find files by type frame contains \u201c(attachment|tar|exe|zip|pdf)\u201d Find traffic based on keyword tcp contains facebook frame contains facebook Detecting SYN Floods tcp.flags.syn == 1 and tcp.flags.ack == 0 Wireshark Promiscuous Mode - By default, Wireshark only captures packets going to and from the computer where it runs. By checking the box to run Wireshark in Promiscuous Mode in the Capture Settings, you can capture most of the traffic on the LAN. DumpCap Dumpcap is a network traffic dump tool. It captures packet data from a live network and writes the packets to a file. Dumpcap\u2019s native capture file format is pcapng, which is also the format used by Wireshark. By default, Dumpcap uses the pcap library to capture traffic from the first available network interface and writes the received raw packet data, along with the packets\u2019 time stamps into a pcapng file. The capture filter syntax follows the rules of the pcap library. The Wireshark command-line utility called 'dumpcap.exe' can be used to capture LAN traffic over an extended period of time. Wireshark itself can also be used, but dumpcap does not significantly utilize the computer's memory while capturing for long periods. DaemonLogger Daemonlogger is a packet logging application designed specifically for use in Network and Systems Management (NSM) environments. The biggest benefit Daemonlogger provides is that, like Dumpcap, it is simple to use for capturing packets. In order to begin capturing, you need only to invoke the command and specify an interface. daemonlogger \u2013i eth1 This option, by default, will begin capturing packets and logging them to the current working directory. Packets will be collected until the capture file size reaches 2 GB, and then a new file will be created. This will continue indefinitely until the process is halted. NetSniff-NG Netsniff-NG is a high-performance packet capture utility While the utilities we\u2019ve discussed to this point rely on Libpcap for capture, Netsniff-NG utilizes zero-copy mechanisms to capture packets. This is done with the intent to support full packet capture over high throughput links. To begin capturing packets with Netsniff-NG, we have to specify an input and output. In most cases, the input will be a network interface, and the output will be a file or folder on disk. netsniff-ng \u2013i eth1 \u2013o data.pcap Netflow NetFlow is a feature that was introduced on Cisco routers around 1996 that provides the ability to collect IP network traffic as it enters or exits an interface. By analyzing the data provided by NetFlow, a network administrator can determine things such as the source and destination of traffic, class of service, and the causes of congestion. A typical flow monitoring setup (using NetFlow) consists of three main components:[1] Flow exporter: aggregates packets into flows and exports flow records towards one or more flow collectors. Flow collector: responsible for reception, storage and pre-processing of flow data received from a flow exporter. Analysis application: analyzes received flow data in the context of intrusion detection or traffic profiling, for example. Routers and switches that support NetFlow can collect IP traffic statistics on all interfaces where NetFlow is enabled, and later export those statistics as NetFlow records toward at least one NetFlow collector\u2014typically a server that does the actual traffic analysis. IDS A security solution that detects security-related events in your environment but does not block them. IDS sensors can be software and hardware-based used to collect and analyze the network traffic. These sensors are available in two varieties, network IDS and host IDS. A host IDS is a server-specific agent running on a server with a minimum of overhead to monitor the operating system. A network IDS can be embedded in a networking device, a standalone appliance, or a module monitoring the network traffic. Signature Based IDS The signature-based IDS monitors the network traffic or observes the system and sends an alarm if a known malicious event is happening. It does so by comparing the data flow against a database of known attack patterns These signatures explicitly define what traffic or activity should be considered as malicious. Signature-based detection has been the bread and butter of network-based defensive security for over a decade, partially because it is very similar to how malicious activity is detected at the host level with antivirus utilities The formula is fairly simple: an analyst observes a malicious activity, derives indicators from the activity and develops them into signatures, and then those signatures will alert whenever the activity occurs again. ex: SNORT & SURICATA Policy-Based IDS The policy-based IDSs (mainly host IDSs) trigger an alarm whenever a violation occurs against the configured policy. This configured policy is or should be a representation of the security policies. This type of IDS is flexible and can be customized to a company's network requirements because it knows exactly what is permitted and what is not. On the other hand, the signature-based systems rely on vendor specifics and default settings. Anomaly Based IDS The anomaly-based IDS looks for traffic that deviates from the normal, but the definition of what is a normal network traffic pattern is the tricky part Two types of anomaly-based IDS exist: statistical and nonstatistical anomaly detection Statistical anomaly detection learns the traffic patterns interactively over a period of time. In the nonstatistical approach, the IDS has a predefined configuration of the supposedly acceptable and valid traffic patterns. Host-Based IDS & Network-Based IDS A host IDS can be described as a distributed agent residing on each server of the network that needs protection. These distributed agents are tied very closely to the underlying operating system. Network IDSs, on the other hand, can be described as intelligent sniffing devices. Data (raw packets) is captured from the network by a network IDS, whereas host IDSs capture the data from the host on which they are installed. Honeypots The use of decoy machines to direct intruders' attention away from the machines under protection is a major technique to preclude intrusion attacks. Any device, system, directory, or file used as a decoy to lure attackers away from important assets and to collect intrusion or abusive behaviours is referred to as a honeypot. A honeypot may be implemented as a physical device or as an emulation system. The idea is to set up decoy machines in a LAN, or decoy directories/files in a file system and make them appear important, but with several exploitable loopholes, to lure attackers to attack these machines or directories/files, so that other machines, directories, and files can evade intruders' attentions. A decoy machine may be a host computer or a server computer. Likewise, we may also set up decoy routers or even decoy LANs. Chinks In The Armour (TCP/IP Security Issues) IP Spoofing In this type of attack, the attacker replaces the IP address of the sender, or in some rare cases the destination, with a different address. IP spoofing is normally used to exploit a target host. In other cases, it is used to start a denial-of-service (DoS) attack. In a DoS attack, an attacker modifies the IP packet to mislead the target host into accepting the original packet as a packet sourced at a trusted host. The attacker must know the IP address of the trusted host to modify the packet headers (source IP address) so that it appears that the packets are coming from that host. IP Spoofing Detection Techniques Direct TTL Probes In this technique we send a packet to a host of suspect spoofed IP that triggers reply and compares TTL with suspect packet; if the TTL in the reply is not the same as the packet being checked; it is a spoofed packet. This Technique is successful when the attacker is in a different subnet from the victim. IP Identification Number. Send a probe to the host of suspect spoofed traffic that triggers a reply and compares IP ID with suspect traffic. If IP IDs are not in the near value of packet being checked, suspect traffic is spoofed TCP Flow Control Method Attackers sending spoofed TCP packets will not receive the target\u2019s SYN-ACK packets. Attackers cannot, therefore, be responsive to change in the congestion window size When the receiver still receives traffic even after a windows size is exhausted, most probably the packets are spoofed. Covert Channel A covert or clandestine channel can be best described as a pipe or communication channel between two entities that can be exploited by a process or application transferring information in a manner that violates the system's security specifications. More specifically for TCP/IP, in some instances, covert channels are established, and data can be secretly passed between two end systems. Ex: ICMP resides at the Internet layer of the TCP/IP protocol suite and is implemented in all TCP/IP hosts. Based on the specifications of the ICMP Protocol, an ICMP Echo Request message should have an 8-byte header and a 56-byte payload. The ICMP Echo Request packet should not carry any data in the payload. However, these packets are often used to carry secret information. The ICMP packets are altered slightly to carry secret data in the payload. This makes the size of the packet larger, but no control exists in the protocol stack to defeat this behaviour. The alteration of ICMP packets allows intruders to program specialized client-server pairs. These small pieces of code export confidential information without alerting the network administrator. ICMP can be leveraged for more than data exfiltration. For eg. some C&C tools such as Loki used ICMP channel to establish encrypted interactive session back in 1996. Deep packet inspection has since come a long way. A lot of IDS/IPS detect ICMP tunnelling. Check for echo responses that do not contain the same payload as request Check for the volume of ICMP traffic especially for volumes beyond an acceptable threshold IP Fragmentation Attack The TCP/IP protocol suite, or more specifically IP, allows the fragmentation of packets.(this is a feature & not a bug) IP fragmentation offset is used to keep track of the different parts of a datagram. The information or content in this field is used at the destination to reassemble the datagrams All such fragments have the same Identification field value, and the fragmentation offset indicates the position of the current fragment in the context of the original packet. Many access routers and firewalls do not perform packet reassembly. In normal operation, IP fragments do not overlap, but attackers can create artificially fragmented packets to mislead the routers or firewalls. Usually, these packets are small and almost impractical for end systems because of data and computational overhead. A good example of an IP fragmentation attack is the Ping of Death attack. The Ping of Death attack sends fragments that, when reassembled at the end station, create a larger packet than the maximum permissible length. TCP Flags Data exchange using TCP does not happen until a three-way handshake has been completed. This handshake uses different flags to influence the way TCP segments are processed. There are 6 bits in the TCP header that are often called flags. Namely: 6 different flags are part of the TCP header: Urgent pointer field (URG), Acknowledgment field (ACK), Push function (PSH), Reset the connection (RST), Synchronize sequence numbers (SYN), and the sender is finished with this connection (FIN). Abuse of the normal operation or settings of these flags can be used by attackers to launch DoS attacks. This causes network servers or web servers to crash or hang. | SYN | FIN | PSH | RST | Validity| |------|------|-------|------|---------| | 1 |1 |0 |0 |Illegal Combination | 1 |1 |1 |0 |Illegal Combination | 1 |1 |0 |1 |Illegal Combination | 1 |1 |1 |1 |Illegal Combination The attacker's ultimate goal is to write special programs or pieces of code that can construct these illegal combinations resulting in an efficient DoS attack. SYN FLOOD The timers (or lack of certain timers) in 3 way handshake are often used and exploited by attackers to disable services or even to enter systems. After step 2 of the three-way handshake, no limit is set on the time to wait after receiving a SYN. The attacker initiates many connection requests to the webserver of Company XYZ (almost certainly with a spoofed IP address). The SYN+ACK packets (Step 2) sent by the web server back to the originating source IP address are not replied to. This leaves a TCP session half-open on the webserver. Multiple packets cause multiple TCP sessions to stay open. Based on the hardware limitations of the server, a limited number of TCP sessions can stay open, and as a result, the webserver refuses further connection establishments attempts from any host as soon as a certain limit is reached. These half-open connections need to be completed or timed out before new connections can be established. FIN Attack In normal operation, the sender sets the TCP FIN flag indicating that no more data will be transmitted and the connection can be closed down. This is a four-way handshake mechanism, with both sender and receiver expected to send an acknowledgement on a received FIN packet. During an attack that is trying to kill connections, a spoofed FIN packet is constructed. This packet also has the correct sequence number, so the packets are seen as valid by the targeted host. These sequence numbers are easy to predict. This process is referred to as TCP sequence number prediction, whereby the attacker either sniffs the current Sequence and Acknowledgment (SEQ/ACK) numbers of the connection or can algorithmically predict these numbers. Connection Hijacking An authorized user (Employee X) sends HTTP requests over a TCP session with the webserver. The web server accepts the packets from Employee X only when the packet has the correct SEQ/ACK numbers. As seen previously, these numbers are important for the webserver to distinguish between different sessions and to make sure it is still talking to Employee X. Imagine that the cracker starts sending packets to the web server spoofing the IP address of Employee X, using the correct SEQ/ACK combination. The web server accepts the packet and increments the ACK number. In the meantime, Employee X continues to send packets but with incorrect SEQ/ACK numbers. As a result of sending unsynchronized packets, all data from Employee X is discarded when received by the webserver. The attacker pretends to be Employee X using the correct numbers. This finally results in the cracker hijacking the connection, whereby Employee X is completely confused and the webserver replies assuming the cracker is sending correct synchronized data. STEPS: The attacker examines the traffic flows with a network monitor and notices traffic from Employee X to a web server. The web server returns or echoes data back to the origination station (Employee X). Employee X acknowledges the packet. The cracker launches a spoofed packet to the server. The web server responds to the cracker. The cracker starts verifying SEQ/ACK numbers to double-check success. At this time, the cracker takes over the session from Employee X, which results in a session hanging for Employee X. The cracker can start sending traffic to the webserver. The web server returns the requested data to confirm delivery with the correct ACK number. The cracker can continue to send data (keeping track of the correct SEQ/ACK numbers) until eventually setting the FIN flag to terminate the session. Buffer Overflow A buffer is a temporary data storage area used to store program code and data. When a program or process tries to store more data in a buffer than it was originally anticipated to hold, a buffer overflow occurs. Buffers are temporary storage locations in memory (memory or buffer sizes are often measured in bytes) that can store a fixed amount of data in bytes. When more data is retrieved than can be stored in a buffer location, the additional information must go into an adjacent buffer, resulting in overwriting the valid data held in them. Mechanism: Buffer overflow vulnerabilities exist in different types. But the overall goal for all buffer overflow attacks is to take over the control of a privileged program and, if possible, the host. The attacker has two tasks to achieve this goal. First, the dirty code needs to be available in the program's code address space. Second, the privileged program should jump to that particular part of the code, which ensures that the proper parameters are loaded into memory. The first task can be achieved in two ways: by injecting the code in the right address space or by using the existing code and modifying certain parameters slightly. The second task is a little more complex because the program's control flow needs to be modified to make the program jump to the dirty code. CounterMeasure: The most important approach is to have a concerted focus on writing correct code. A second method is to make the data buffers (memory locations) address space of the program code non-executable. This type of address space makes it impossible to execute code, which might be infiltrated in the program's buffers during an attack. More Spoofing Address Resolution Protocol Spoofing The Address Resolution Protocol (ARP) provides a mechanism to resolve, or map, a known IP address to a MAC sublayer address. Using ARP spoofing, the cracker can exploit this hardware address authentication mechanism by spoofing the hardware address of Host B. Basically, the attacker can convince any host or network device on the local network that the cracker's workstation is the host to be trusted. This is a common method used in a switched environment. ARP spoofing can be prevented with the implementation of static ARP tables in all the hosts and routers of your network. Alternatively, you can implement an ARP server that responds to ARP requests on behalf of the target host. DNS Spoofing DNS spoofing is the method whereby the hacker convinces the target machine that the system it wants to connect to is the machine of the cracker. The cracker modifies some records so that name entries of hosts correspond to the attacker's IP address. There have been instances in which the complete DNS server was compromised by an attack. To counter DNS spoofing, the reverse lookup detects these attacks. The reverse lookup is a mechanism to verify the IP address against a name. The IP address and name files are usually kept on different servers to make compromise much more difficult","title":"Network Security"},{"location":"security/network_security/#part-ii-network-security","text":"","title":"Part II: Network Security"},{"location":"security/network_security/#introduction","text":"TCP/IP is the dominant networking technology today. It is a five-layer architecture. These layers are, from top to bottom, the application layer, the transport layer (TCP), the network layer (IP), the data-link layer, and the physical layer. In addition to TCP/IP, there also are other networking technologies. For convenience, we use the OSI network model to represent non-TCP/IP network technologies. Different networks are interconnected using gateways. A gateway can be placed at any layer. The OSI model is a seven-layer architecture. The OSI architecture is similar to the TCP/IP architecture, except that the OSI model specifies two additional layers between the application layer and the transport layer in the TCP/IP architecture. These two layers are the presentation layer and the session layer. Figure 5.1 shows the relationship between the TCP/IP layers and the OSI layers. The application layer in TCP/IP corresponds to the application layer and the presentation layer in OSI. The transport layer in TCP/IP corresponds to the session layer and the transport layer in OSI. The remaining three layers in the TCP/IP architecture are one-to-one correspondent to the remaining three layers in the OSI model. Correspondence between layers of the TCP/IP architecture and the OSI model. Also shown are placements of cryptographic algorithms in network layers, where the dotted arrows indicate actual communications of cryptographic algorithms The functionalities of OSI layers are briefly described as follows: The application layer serves as an interface between applications and network programs. It supports application programs and end-user processing. Common application-layer programs include remote logins, file transfer, email, and Web browsing. The presentation layer is responsible for dealing with data that is formed differently. This protocol layer allows application-layer programs residing on different sides of a communication channel with different platforms to understand each other's data formats regardless of how they are presented. The session layer is responsible for creating, managing, and closing a communication connection. The transport layer is responsible for providing reliable connections, such as packet sequencing, traffic control, and congestion control. The network layer is responsible for routing device-independent data packets from the current hop to the next hop. The data-link layer is responsible for encapsulating device-independent data packets into device-dependent data frames. It has two sublayers: logical link control and media access control. The physical layer is responsible for transmitting device-dependent frames through some physical media. Starting from the application layer, data generated from an application program is passed down layer-by-layer to the physical layer. Data from the previous layer is enclosed in a new envelope at the current layer, where the data from the previous layer is also just an envelope containing the data from the layer before it. This is similar to enclosing a smaller envelope in a larger one. The envelope added at each layer contains sufficient information for handling the packet. Application-layer data are divided into blocks small enough to be encapsulated in an envelope at the next layer. Application data blocks are \u201cdressed up\u201d in the TCP/IP architecture according to the following basic steps. At the sending side, an application data block is encapsulated in a TCP packet when it is passed down to the TCP layer. In other words, a TCP packet consists of a header and a payload, where the header corresponds to the TCP envelope and the payload is the application data block. Likewise, the TCP packet will be encapsulated in an IP packet when it is passed down to the IP layer. An IP packet consists of a header and a payload, which is the TCP packet passed down from the TCP layer. The IP packet will be encapsulated in a device-dependent frame (e.g., an Ethernet frame) when it is passed down to the data-link layer. A frame has a header, and it may also have a trailer. For example, in addition to having a header, an Ethernet frame also has a 32-bit cyclic redundancy check (CRC) trailer. When it is passed down to the physical layer, a frame will be transformed into a sequence of media signals for transmission Flow Diagram of a Packet Generation At the destination side, the medium signals are converted by the physical layer into a frame, which is passed up to the data-link layer. The data-link layer passes the frame payload (i.e., the IP packet encapsulated in the frame) up to the IP layer. The IP layer passes the IP payload, namely, the TCP packet encapsulated in the IP packet, up to the TCP layer. The TCP layer passes the TCP payload, namely, the application data block, up to the application layer. When a packet arrives at a router, it only goes up to the IP layer, where certain fields in the IP header are modified (e.g., the value of TTL is decreased by 1). This modified packet is then passed back down layer-by-layer to the physical layer for further transmission.","title":"Introduction"},{"location":"security/network_security/#public-key-infrastructure","text":"To deploy cryptographic algorithms in network applications, we need a way to distribute secret keys using open networks. Public-key cryptography is the best way to distribute these secret keys. To use public-key cryptography, we need to build a public-key infrastructure (PKI) to support and manage public-key certificates and certificate authority (CA) networks. In particular, PKIs are set up to perform the following functions: Determine the legitimacy of users before issuing public-key certificates to them. Issue public-key certificates upon user requests. Extend public-key certificates valid time upon user requests. Revoke public-key certificates upon users' requests or when the corresponding private keys are compromised. Store and manage public-key certificates. Prevent digital signature signers from denying their signatures. Support CA networks to allow different CAs to authenticate public-key certificates issued by other CAs. X.509: https://certificatedecoder.dev/?gclid=EAIaIQobChMI0M731O6G6gIVVSQrCh04bQaAEAAYASAAEgKRkPD_BwE","title":"Public Key Infrastructure"},{"location":"security/network_security/#ipsec-a-security-protocol-at-the-network-layer","text":"IPsec is a major security protocol at the network layer IPsec provides a potent platform for constructing virtual private networks (VPN). VPNs are private networks overlayed on public networks. The purpose of deploying cryptographic algorithms at the network layer is to encrypt or authenticate IP packets (either just the payloads or the whole packets). IPsec also specifies how to exchange keys. Thus, IPsec consists of authentication protocols, encryption protocols, and key exchange protocols. They are referred to, respectively, as authentication header (AH), encapsulating security payload (ESP), and Internet key exchange (IKE).","title":"IPsec: A Security Protocol at the Network Layer"},{"location":"security/network_security/#pgp-smime-email-security","text":"There are several security protocols at the application layer. The most used of these protocols are email security protocols namely PGP and S/MIME. SMTP (\u201cSimple Mail Transfer Protocol\u201d) is used for sending and delivering from a client to a server via port 25: it\u2019s the outgoing server. On the contrary, POP (\u201cPost Office Protocol\u201d) allows the users to pick up the message and download it into their inbox: it\u2019s the incoming server. The latest version of the Post Office Protocol is named POP3, and it\u2019s been used since 1996; it uses port 110 PGP PGP implements all major cryptographic algorithms, the ZIP compression algorithm, and the Base64 encoding algorithm. It can be used to authenticate a message, encrypt a message, or both. PGP follows the following general process: authentication, ZIP compression, encryption, and Base64 encoding. The Base64 encoding procedure makes the message ready for SMTP transmission GPG (GnuPG) GnuPG is another free encryption standard that companies may use that is based on OpenPGP. GnuPG serves as a replacement for Symantec\u2019s PGP. The main difference is the supported algorithms. However, GnuPG plays nice with PGP by design. Because GnuPG is open, some businesses would prefer the technical support and the user interface that comes with Symantec\u2019s PGP. It is important to note that there are some nuances between the compatibility of GnuPG and PGP, such as the compatibility between certain algorithms, but in most applications such as email, there are workarounds. One such algorithm is the IDEA Module which isn\u2019t included in GnuPG out of the box due to patent issues. S/MIME SMTP can only handle 7-bit ASCII text (You can use UTF-8 extensions to alleviate these limitations, ) messages. While POP can handle other content types besides 7-bit ASCII, POP may, under a common default setting, download all the messages stored in the mail server to the user's local computer. After that, if POP removes these messages from the mail server. This makes it difficult for the users to read their messages from multiple computers. The Multipurpose Internet Mail Extension protocol (MIME) was designed to support sending and receiving email messages in various formats, including nontext files generated by word processors, graphics files, sound files, and video clips. Moreover, MIME allows a single message to include mixed types of data in any combination of these formats. The Internet Mail Access Protocol (IMAP), operated on TCP port 143(only for non-encrypted), stores (Configurable on both server & client just like PoP) incoming email messages in the mail server until the user deletes them deliberately. This allows the users to access their mailbox from multiple machines and download messages to a local machine without deleting it from the mailbox in the mail server. SSL/TLS SSL uses a PKI to decide if a server\u2019s public key is trustworthy by requiring servers to use a security certificate signed by a trusted CA. When Netscape Navigator 1.0 was released, it trusted a single CA operated by the RSA Data Security corporation. The server\u2019s public RSA keys were used to be stored in the security certificate, which can then be used by the browser to establish a secure communication channel. The security certificates we use today still rely on the same standard (named X.509) that Netscape Navigator 1.0 used back then. Netscape intended to train users(though this didn\u2019t work out later) to differentiate secure communications from insecure ones, so they put a lock icon next to the address bar. When the lock is open, the communication is insecure. A closed lock means communication has been secured with SSL, which required the server to provide a signed certificate. You\u2019re obviously familiar with this icon as it\u2019s been in every browser ever since. The engineers at Netscape truly created a standard for secure internet communications. A year after releasing SSL 2.0, Netscape fixed several security issues and released SSL 3.0, a protocol that, albeit being officially deprecated since June 2015, remains in use in certain parts of the world more than 20 years after its introduction. To standardize SSL, the Internet Engineering Task Force (IETF) created a slightly modified SSL 3.0 and, in 1999, unveiled it as Transport Layer Security (TLS) 1.0. The name change between SSL and TLS continues to confuse people today. Officially, TLS is the new SSL, but in practice, people use SSL and TLS interchangeably to talk about any version of the protocol. Must See: https://tls.ulfheim.net/ https://davidwong.fr/tls13/","title":"PGP &amp; S/MIME : Email Security"},{"location":"security/network_security/#network-perimeter-security","text":"Let us see how we keep a check on the perimeter i.e the edges, the first layer of protection","title":"Network  Perimeter Security"},{"location":"security/network_security/#general-firewall-framework","text":"Firewalls are needed because encryption algorithms cannot effectively stop malicious packets from getting into an edge network. This is because IP packets, regardless of whether they are encrypted, can always be forwarded into an edge network. Firewalls that were developed in the 1990s are important instruments to help restrict network access. A firewall may be a hardware device, a software package, or a combination of both. Packets flowing into the internal network from the outside should be evaluated before they are allowed to enter. One of the critical elements of a firewall is its ability to examine packets without imposing a negative impact on communication speed while providing security protections for the internal network. The packet inspection that is carried out by firewalls can be done using several different methods. Based on the particular method used by the firewall, it can be characterized as either a packet filter, circuit gateway, application gateway, or dynamic packet filter.","title":"General Firewall Framework"},{"location":"security/network_security/#packet-filters","text":"It inspects ingress packets coming to an internal network from outside and inspects egress packets going outside from an internal network Packing filtering only inspects IP headers and TCP headers, not the payloads generated at the application layer A packet-filtering firewall uses a set of rules to determine whether a packet should be allowed or denied to pass through. 2 types: Stateless It treats each packet as an independent object, and it does not keep track of any previously processed packets. In other words, stateless filtering inspects a packet when it arrives and makes a decision without leaving any record of the packet being inspected. Stateful Stateful filtering, also referred to as connection-state filtering, keeps track of connections between an internal host and an external host. A connection state (or state, for short) indicates whether it is a TCP connection or a UDP connection and whether the connection is established.","title":"Packet Filters"},{"location":"security/network_security/#circuit-gateways","text":"Circuit gateways, also referred to as circuit-level gateways, are typically operated at the transportation layer They evaluate the information of the IP addresses and the port numbers contained in TCP (or UDP) headers and use it to determine whether to allow or to disallow an internal host and an external host to establish a connection. It is common practice to combine packet filters and circuit gateways to form a dynamic packet filter (DPF).","title":"Circuit Gateways"},{"location":"security/network_security/#application-gatewaysalg","text":"Aka PROXY Servers An Application Level Gateway (ALG) acts as a proxy for internal hosts, processing service requests from external clients. An ALG performs deep inspections on each IP packet (ingress or egress). In particular, an ALG inspects application program formats contained in the packet (e.g., MIME format or SQL format) and examines whether its payload is permitted. Thus, an ALG may be able to detect a computer virus contained in the payload. Because an ALG inspects packet payloads, it may be able to detect malicious code and quarantine suspicious packets, in addition to blocking packets with suspicious IP addresses and TCP ports. On the other hand, an ALG also incurs substantial computation and space overheads.","title":"Application Gateways(ALG)"},{"location":"security/network_security/#trusted-systems-bastion-hosts","text":"A Trusted Operating System (TOS) is an operating system that meets a particular set of security requirements. Whether an operating system can be trusted or not depends on several elements. For example, for an operating system on a particular computer to be certified trusted, one needs to validate that, among other things, the following four requirements are satisfied: Its system design contains no defects; Its system software contains no loopholes; Its system is configured properly; and Its system management is appropriate. Bastion Hosts Bastion hosts are computers with strong defence mechanisms. They often serve as host computers for implementing application gateways, circuit gateways, and other types of firewalls. A bastion host is operated on a trusted operating system that must not contain unnecessary functionalities or programs. This measure helps to reduce error probabilities and makes it easier to conduct security checks. Only those network application programs that are necessary, for example, SSH, DNS, SMTP, and authentication programs, are installed on a bastion host. Bastion hosts are also primarily used as controlled ingress points so that the security monitoring can focus more narrowly on actions happening at a single point closely.","title":"Trusted Systems &amp; Bastion Hosts"},{"location":"security/network_security/#common-techniques-scannings-packet-capturing","text":"","title":"Common Techniques &amp; Scannings, Packet Capturing"},{"location":"security/network_security/#scanning-ports-with-nmap","text":"Nmap (\"Network Mapper\") is a free and open-source (license) utility for network discovery and security auditing. Many systems and network administrators also find it useful for tasks such as network inventory, managing service upgrade schedules, and monitoring host or service uptime. The best thing about Nmap is it\u2019s free and open-source and is very flexible and versatile Nmap is often used to determine alive hosts in a network, open ports on those hosts, services running on those open ports, and version identification of that service on that port. More at http://scanme.nmap.org/ nmap [scan type] [options] [target specification] Nmap uses 6 different port states: Open \u2014 An open port is one that is actively accepting TCP, UDP or SCTP connections. Open ports are what interests us the most because they are the ones that are vulnerable to attacks. Open ports also show the available services on a network. Closed \u2014 A port that receives and responds to Nmap probe packets but there is no application listening on that port. Useful for identifying that the host exists and for OS detection. Filtered \u2014 Nmap can\u2019t determine whether the port is open because packet filtering prevents its probes from reaching the port. Filtering could come from firewalls or router rules. Often little information is given from filtered ports during scans as the filters can drop the probes without responding or respond with useless error messages e.g. destination unreachable. Unfiltered \u2014 Port is accessible but Nmap doesn\u2019t know if it is open or closed. Only used in ACK scan which is used to map firewall rulesets. Other scan types can be used to identify whether the port is open. Open/filtered \u2014 Nmap is unable to determine between open and filtered. This happens when an open port gives no response. No response could mean that the probe was dropped by a packet filter or any response is blocked. Closed/filtered \u2014 Nmap is unable to determine whether a port is closed or filtered. Only used in the IP ID idle scan.","title":"Scanning Ports with Nmap"},{"location":"security/network_security/#types-of-nmap-scan","text":"TCP Connect TCP Connect scan completes the 3-way handshake. If a port is open, the operating system completes the TCP three-way handshake and the port scanner immediately closes the connection to avoid DOS. This is \u201cnoisy\u201d because the services can log the sender IP address and might trigger Intrusion Detection Systems. UDP Scan This scan checks to see if any UDP ports are listening. Since UDP does not respond with a positive acknowledgement like TCP and only responds to an incoming UDP packet when the port is closed, SYN Scan SYN scan is another form of TCP scanning. This scan type is also known as \u201chalf-open scanning\u201d because it never actually opens a full TCP connection. The port scanner generates a SYN packet. If the target port is open, it will respond with an SYN-ACK packet. The scanner host responds with an RST packet, closing the connection before the handshake is completed. If the port is closed but unfiltered, the target will instantly respond with an RST packet. SYN scan has the advantage that the individual services never actually receive a connection. FIN Scan This is a stealthy scan, like the SYN scan, but sends a TCP FIN packet instead. ACK Scan Ack scanning determines whether the port is filtered or not. Null Scan Another very stealthy scan that sets all the TCP header flags to off or null. This is not normally a valid packet and some hosts will not know what to do with this. XMAS Scan Similar to the NULL scan except for all the flags in the TCP header is set to on RPC Scan This special type of scan looks for machine answering to RPC (Remote Procedure Call) services IDLE Scan It is a super stealthy method whereby the scan packets are bounced off an external host. You don\u2019t need to have control over the other host but it does have to set up and meet certain requirements. You must input the IP address of our \u201czombie\u201d host and what port number to use. It is one of the more controversial options in Nmap since it only has a use for malicious attacks. Scan Techniques A couple of scan techniques which can be used to gain more information about a system and its ports. You can read more at https://medium.com/infosec-adventures/nmap-cheatsheet-a423fcdda0ca","title":"Types of Nmap Scan:"},{"location":"security/network_security/#openvas","text":"OpenVAS is a full-featured vulnerability scanner. OpenVAS is a framework of services and tools that provides a comprehensive and powerful vulnerability scanning and management package OpenVAS, which is an open-source program, began as a fork of the once-more-popular scanning program, Nessus. OpenVAS is made up of three main parts. These are: a regularly updated feed of Network Vulnerability Tests (NVTs); a scanner, which runs the NVTs; and an SQLite 3 database for storing both your test configurations and the NVTs\u2019 results and configurations. https://www.greenbone.net/en/install_use_gce/","title":"OpenVAS"},{"location":"security/network_security/#wireshark","text":"Wireshark is a protocol analyzer. This means Wireshark is designed to decode not only packet bits and bytes but also the relations between packets and protocols. Wireshark understands protocol sequences. A simple demo of Wireshark Capture only udp packets: Capture filter = \u201cudp\u201d Capture only tcp packets Capture filter = \u201ctcp\u201d TCP/IP 3 way Handshake Filter by IP address: displays all traffic from IP, be it source or destination ip.addr == 192.168.1.1 Filter by source address: display traffic only from IP source ip.src == 192.168.0.1 Filter by destination: display traffic only form IP destination ip.dst == 192.168.0.1 Filter by IP subnet: display traffic from subnet, be it source or destination ip.addr = 192.168.0.1/24 Filter by protocol: filter traffic by protocol name dns http ftp arp ssh telnet icmp Exclude IP address: remove traffic from and to IP address !ip.addr ==192.168.0.1 Display traffic between two specific subnet ip.addr == 192.168.0.1/24 and ip.addr == 192.168.1.1/24 Display traffic between two specific workstations ip.addr == 192.168.0.1 and ip.addr == 192.168.0.2 Filter by MAC eth.addr = 00:50:7f:c5:b6:78 Filter TCP port tcp.port == 80 Filter TCP port source tcp.srcport == 80 Filter TCP port destination tcp.dstport == 80 Find user agents http.user_agent contains Firefox !http.user_agent contains || !http.user_agent contains Chrome Filter broadcast traffic !(arp or icmp or dns) Filter IP address and port tcp.port == 80 && ip.addr == 192.168.0.1 Filter all http get requests http.request Filter all http get requests and responses http.request or http.response Filter three way handshake tcp.flags.syn==1 or (tcp.seq==1 and tcp.ack==1 and tcp.len==0 and tcp.analysis.initial_rtt) Find files by type frame contains \u201c(attachment|tar|exe|zip|pdf)\u201d Find traffic based on keyword tcp contains facebook frame contains facebook Detecting SYN Floods tcp.flags.syn == 1 and tcp.flags.ack == 0 Wireshark Promiscuous Mode - By default, Wireshark only captures packets going to and from the computer where it runs. By checking the box to run Wireshark in Promiscuous Mode in the Capture Settings, you can capture most of the traffic on the LAN.","title":"WireShark"},{"location":"security/network_security/#dumpcap","text":"Dumpcap is a network traffic dump tool. It captures packet data from a live network and writes the packets to a file. Dumpcap\u2019s native capture file format is pcapng, which is also the format used by Wireshark. By default, Dumpcap uses the pcap library to capture traffic from the first available network interface and writes the received raw packet data, along with the packets\u2019 time stamps into a pcapng file. The capture filter syntax follows the rules of the pcap library. The Wireshark command-line utility called 'dumpcap.exe' can be used to capture LAN traffic over an extended period of time. Wireshark itself can also be used, but dumpcap does not significantly utilize the computer's memory while capturing for long periods.","title":"DumpCap"},{"location":"security/network_security/#daemonlogger","text":"Daemonlogger is a packet logging application designed specifically for use in Network and Systems Management (NSM) environments. The biggest benefit Daemonlogger provides is that, like Dumpcap, it is simple to use for capturing packets. In order to begin capturing, you need only to invoke the command and specify an interface. daemonlogger \u2013i eth1 This option, by default, will begin capturing packets and logging them to the current working directory. Packets will be collected until the capture file size reaches 2 GB, and then a new file will be created. This will continue indefinitely until the process is halted.","title":"DaemonLogger"},{"location":"security/network_security/#netsniff-ng","text":"Netsniff-NG is a high-performance packet capture utility While the utilities we\u2019ve discussed to this point rely on Libpcap for capture, Netsniff-NG utilizes zero-copy mechanisms to capture packets. This is done with the intent to support full packet capture over high throughput links. To begin capturing packets with Netsniff-NG, we have to specify an input and output. In most cases, the input will be a network interface, and the output will be a file or folder on disk. netsniff-ng \u2013i eth1 \u2013o data.pcap","title":"NetSniff-NG"},{"location":"security/network_security/#netflow","text":"NetFlow is a feature that was introduced on Cisco routers around 1996 that provides the ability to collect IP network traffic as it enters or exits an interface. By analyzing the data provided by NetFlow, a network administrator can determine things such as the source and destination of traffic, class of service, and the causes of congestion. A typical flow monitoring setup (using NetFlow) consists of three main components:[1] Flow exporter: aggregates packets into flows and exports flow records towards one or more flow collectors. Flow collector: responsible for reception, storage and pre-processing of flow data received from a flow exporter. Analysis application: analyzes received flow data in the context of intrusion detection or traffic profiling, for example. Routers and switches that support NetFlow can collect IP traffic statistics on all interfaces where NetFlow is enabled, and later export those statistics as NetFlow records toward at least one NetFlow collector\u2014typically a server that does the actual traffic analysis.","title":"Netflow"},{"location":"security/network_security/#ids","text":"A security solution that detects security-related events in your environment but does not block them. IDS sensors can be software and hardware-based used to collect and analyze the network traffic. These sensors are available in two varieties, network IDS and host IDS. A host IDS is a server-specific agent running on a server with a minimum of overhead to monitor the operating system. A network IDS can be embedded in a networking device, a standalone appliance, or a module monitoring the network traffic. Signature Based IDS The signature-based IDS monitors the network traffic or observes the system and sends an alarm if a known malicious event is happening. It does so by comparing the data flow against a database of known attack patterns These signatures explicitly define what traffic or activity should be considered as malicious. Signature-based detection has been the bread and butter of network-based defensive security for over a decade, partially because it is very similar to how malicious activity is detected at the host level with antivirus utilities The formula is fairly simple: an analyst observes a malicious activity, derives indicators from the activity and develops them into signatures, and then those signatures will alert whenever the activity occurs again. ex: SNORT & SURICATA Policy-Based IDS The policy-based IDSs (mainly host IDSs) trigger an alarm whenever a violation occurs against the configured policy. This configured policy is or should be a representation of the security policies. This type of IDS is flexible and can be customized to a company's network requirements because it knows exactly what is permitted and what is not. On the other hand, the signature-based systems rely on vendor specifics and default settings. Anomaly Based IDS The anomaly-based IDS looks for traffic that deviates from the normal, but the definition of what is a normal network traffic pattern is the tricky part Two types of anomaly-based IDS exist: statistical and nonstatistical anomaly detection Statistical anomaly detection learns the traffic patterns interactively over a period of time. In the nonstatistical approach, the IDS has a predefined configuration of the supposedly acceptable and valid traffic patterns. Host-Based IDS & Network-Based IDS A host IDS can be described as a distributed agent residing on each server of the network that needs protection. These distributed agents are tied very closely to the underlying operating system. Network IDSs, on the other hand, can be described as intelligent sniffing devices. Data (raw packets) is captured from the network by a network IDS, whereas host IDSs capture the data from the host on which they are installed. Honeypots The use of decoy machines to direct intruders' attention away from the machines under protection is a major technique to preclude intrusion attacks. Any device, system, directory, or file used as a decoy to lure attackers away from important assets and to collect intrusion or abusive behaviours is referred to as a honeypot. A honeypot may be implemented as a physical device or as an emulation system. The idea is to set up decoy machines in a LAN, or decoy directories/files in a file system and make them appear important, but with several exploitable loopholes, to lure attackers to attack these machines or directories/files, so that other machines, directories, and files can evade intruders' attentions. A decoy machine may be a host computer or a server computer. Likewise, we may also set up decoy routers or even decoy LANs.","title":"IDS"},{"location":"security/network_security/#chinks-in-the-armour-tcpip-security-issues","text":"","title":"Chinks In The Armour (TCP/IP Security Issues)"},{"location":"security/network_security/#ip-spoofing","text":"In this type of attack, the attacker replaces the IP address of the sender, or in some rare cases the destination, with a different address. IP spoofing is normally used to exploit a target host. In other cases, it is used to start a denial-of-service (DoS) attack. In a DoS attack, an attacker modifies the IP packet to mislead the target host into accepting the original packet as a packet sourced at a trusted host. The attacker must know the IP address of the trusted host to modify the packet headers (source IP address) so that it appears that the packets are coming from that host. IP Spoofing Detection Techniques Direct TTL Probes In this technique we send a packet to a host of suspect spoofed IP that triggers reply and compares TTL with suspect packet; if the TTL in the reply is not the same as the packet being checked; it is a spoofed packet. This Technique is successful when the attacker is in a different subnet from the victim. IP Identification Number. Send a probe to the host of suspect spoofed traffic that triggers a reply and compares IP ID with suspect traffic. If IP IDs are not in the near value of packet being checked, suspect traffic is spoofed TCP Flow Control Method Attackers sending spoofed TCP packets will not receive the target\u2019s SYN-ACK packets. Attackers cannot, therefore, be responsive to change in the congestion window size When the receiver still receives traffic even after a windows size is exhausted, most probably the packets are spoofed.","title":"IP Spoofing"},{"location":"security/network_security/#covert-channel","text":"A covert or clandestine channel can be best described as a pipe or communication channel between two entities that can be exploited by a process or application transferring information in a manner that violates the system's security specifications. More specifically for TCP/IP, in some instances, covert channels are established, and data can be secretly passed between two end systems. Ex: ICMP resides at the Internet layer of the TCP/IP protocol suite and is implemented in all TCP/IP hosts. Based on the specifications of the ICMP Protocol, an ICMP Echo Request message should have an 8-byte header and a 56-byte payload. The ICMP Echo Request packet should not carry any data in the payload. However, these packets are often used to carry secret information. The ICMP packets are altered slightly to carry secret data in the payload. This makes the size of the packet larger, but no control exists in the protocol stack to defeat this behaviour. The alteration of ICMP packets allows intruders to program specialized client-server pairs. These small pieces of code export confidential information without alerting the network administrator. ICMP can be leveraged for more than data exfiltration. For eg. some C&C tools such as Loki used ICMP channel to establish encrypted interactive session back in 1996. Deep packet inspection has since come a long way. A lot of IDS/IPS detect ICMP tunnelling. Check for echo responses that do not contain the same payload as request Check for the volume of ICMP traffic especially for volumes beyond an acceptable threshold","title":"Covert Channel"},{"location":"security/network_security/#ip-fragmentation-attack","text":"The TCP/IP protocol suite, or more specifically IP, allows the fragmentation of packets.(this is a feature & not a bug) IP fragmentation offset is used to keep track of the different parts of a datagram. The information or content in this field is used at the destination to reassemble the datagrams All such fragments have the same Identification field value, and the fragmentation offset indicates the position of the current fragment in the context of the original packet. Many access routers and firewalls do not perform packet reassembly. In normal operation, IP fragments do not overlap, but attackers can create artificially fragmented packets to mislead the routers or firewalls. Usually, these packets are small and almost impractical for end systems because of data and computational overhead. A good example of an IP fragmentation attack is the Ping of Death attack. The Ping of Death attack sends fragments that, when reassembled at the end station, create a larger packet than the maximum permissible length. TCP Flags Data exchange using TCP does not happen until a three-way handshake has been completed. This handshake uses different flags to influence the way TCP segments are processed. There are 6 bits in the TCP header that are often called flags. Namely: 6 different flags are part of the TCP header: Urgent pointer field (URG), Acknowledgment field (ACK), Push function (PSH), Reset the connection (RST), Synchronize sequence numbers (SYN), and the sender is finished with this connection (FIN). Abuse of the normal operation or settings of these flags can be used by attackers to launch DoS attacks. This causes network servers or web servers to crash or hang. | SYN | FIN | PSH | RST | Validity| |------|------|-------|------|---------| | 1 |1 |0 |0 |Illegal Combination | 1 |1 |1 |0 |Illegal Combination | 1 |1 |0 |1 |Illegal Combination | 1 |1 |1 |1 |Illegal Combination The attacker's ultimate goal is to write special programs or pieces of code that can construct these illegal combinations resulting in an efficient DoS attack. SYN FLOOD The timers (or lack of certain timers) in 3 way handshake are often used and exploited by attackers to disable services or even to enter systems. After step 2 of the three-way handshake, no limit is set on the time to wait after receiving a SYN. The attacker initiates many connection requests to the webserver of Company XYZ (almost certainly with a spoofed IP address). The SYN+ACK packets (Step 2) sent by the web server back to the originating source IP address are not replied to. This leaves a TCP session half-open on the webserver. Multiple packets cause multiple TCP sessions to stay open. Based on the hardware limitations of the server, a limited number of TCP sessions can stay open, and as a result, the webserver refuses further connection establishments attempts from any host as soon as a certain limit is reached. These half-open connections need to be completed or timed out before new connections can be established. FIN Attack In normal operation, the sender sets the TCP FIN flag indicating that no more data will be transmitted and the connection can be closed down. This is a four-way handshake mechanism, with both sender and receiver expected to send an acknowledgement on a received FIN packet. During an attack that is trying to kill connections, a spoofed FIN packet is constructed. This packet also has the correct sequence number, so the packets are seen as valid by the targeted host. These sequence numbers are easy to predict. This process is referred to as TCP sequence number prediction, whereby the attacker either sniffs the current Sequence and Acknowledgment (SEQ/ACK) numbers of the connection or can algorithmically predict these numbers.","title":"IP Fragmentation Attack"},{"location":"security/network_security/#connection-hijacking","text":"An authorized user (Employee X) sends HTTP requests over a TCP session with the webserver. The web server accepts the packets from Employee X only when the packet has the correct SEQ/ACK numbers. As seen previously, these numbers are important for the webserver to distinguish between different sessions and to make sure it is still talking to Employee X. Imagine that the cracker starts sending packets to the web server spoofing the IP address of Employee X, using the correct SEQ/ACK combination. The web server accepts the packet and increments the ACK number. In the meantime, Employee X continues to send packets but with incorrect SEQ/ACK numbers. As a result of sending unsynchronized packets, all data from Employee X is discarded when received by the webserver. The attacker pretends to be Employee X using the correct numbers. This finally results in the cracker hijacking the connection, whereby Employee X is completely confused and the webserver replies assuming the cracker is sending correct synchronized data. STEPS: The attacker examines the traffic flows with a network monitor and notices traffic from Employee X to a web server. The web server returns or echoes data back to the origination station (Employee X). Employee X acknowledges the packet. The cracker launches a spoofed packet to the server. The web server responds to the cracker. The cracker starts verifying SEQ/ACK numbers to double-check success. At this time, the cracker takes over the session from Employee X, which results in a session hanging for Employee X. The cracker can start sending traffic to the webserver. The web server returns the requested data to confirm delivery with the correct ACK number. The cracker can continue to send data (keeping track of the correct SEQ/ACK numbers) until eventually setting the FIN flag to terminate the session.","title":"Connection Hijacking"},{"location":"security/network_security/#buffer-overflow","text":"A buffer is a temporary data storage area used to store program code and data. When a program or process tries to store more data in a buffer than it was originally anticipated to hold, a buffer overflow occurs. Buffers are temporary storage locations in memory (memory or buffer sizes are often measured in bytes) that can store a fixed amount of data in bytes. When more data is retrieved than can be stored in a buffer location, the additional information must go into an adjacent buffer, resulting in overwriting the valid data held in them. Mechanism: Buffer overflow vulnerabilities exist in different types. But the overall goal for all buffer overflow attacks is to take over the control of a privileged program and, if possible, the host. The attacker has two tasks to achieve this goal. First, the dirty code needs to be available in the program's code address space. Second, the privileged program should jump to that particular part of the code, which ensures that the proper parameters are loaded into memory. The first task can be achieved in two ways: by injecting the code in the right address space or by using the existing code and modifying certain parameters slightly. The second task is a little more complex because the program's control flow needs to be modified to make the program jump to the dirty code. CounterMeasure: The most important approach is to have a concerted focus on writing correct code. A second method is to make the data buffers (memory locations) address space of the program code non-executable. This type of address space makes it impossible to execute code, which might be infiltrated in the program's buffers during an attack.","title":"Buffer Overflow"},{"location":"security/network_security/#more-spoofing","text":"Address Resolution Protocol Spoofing The Address Resolution Protocol (ARP) provides a mechanism to resolve, or map, a known IP address to a MAC sublayer address. Using ARP spoofing, the cracker can exploit this hardware address authentication mechanism by spoofing the hardware address of Host B. Basically, the attacker can convince any host or network device on the local network that the cracker's workstation is the host to be trusted. This is a common method used in a switched environment. ARP spoofing can be prevented with the implementation of static ARP tables in all the hosts and routers of your network. Alternatively, you can implement an ARP server that responds to ARP requests on behalf of the target host. DNS Spoofing DNS spoofing is the method whereby the hacker convinces the target machine that the system it wants to connect to is the machine of the cracker. The cracker modifies some records so that name entries of hosts correspond to the attacker's IP address. There have been instances in which the complete DNS server was compromised by an attack. To counter DNS spoofing, the reverse lookup detects these attacks. The reverse lookup is a mechanism to verify the IP address against a name. The IP address and name files are usually kept on different servers to make compromise much more difficult","title":"More Spoofing"},{"location":"security/threats_attacks_defences/","text":"Part III: Threats, Attacks & Defense DNS Protection Cache Poisoning Attack Since DNS responses are cached, a quick response can be provided for repeated translations. DNS negative queries are also cached, e.g., misspelt words, and all cached data periodically times out. Cache poisoning is an issue in what is known as pharming. This term is used to describe a hacker\u2019s attack in which a website\u2019s traffic is redirected to a bogus website by forging the DNS mapping. In this case, an attacker attempts to insert a fake address record for an Internet domain into the DNS. If the server accepts the fake record, the cache is poisoned and subsequent requests for the address of the domain are answered with the address of a server controlled by the attacker. As long as the fake entry is cached by the server, browsers or e-mail servers will automatically go to the address provided by the compromised DNS server. the typical time to live (TTL) for cached entries is a couple of hours, thereby permitting ample time for numerous users to be affected by the attack. DNSSEC (Security Extension) The long-term solution to these DNS problems is authentication. If a resolver cannot distinguish between valid and invalid data in a response, then add source authentication to verify that the data received in response is equal to the data entered by the zone administrator DNS Security Extensions (DNSSEC) protects against data spoofing and corruption and provides mechanisms to authenticate servers and requests, as well as mechanisms to establish authenticity and integrity. When authenticating DNS responses, each DNS zone signs its data using a private key. It is recommended that this signing be done offline and in advance. The query for a particular record returns the requested resource record set (RRset) and signature (RRSIG) of the requested resource record set. The resolver then authenticates the response using a public key, which is pre-configured or learned via a sequence of key records in the DNS hierarchy. The goals of DNSSEC are to provide authentication and integrity for DNS responses without confidentiality or DDoS protection. BGP BGP stands for border gateway protocol. It is a routing protocol that exchanges routing information among multiple Autonomous Systems (AS) An Autonomous System is a collection of routers or networks with the same network policy usually under single administrative control. BGP tells routers which hop to use in order to reach the destination network. BGP is used for both communicating information among routers in an AS (interior) and between multiple ASes (exterior). How BGP Works BGP is responsible for finding a path to a destination router & the path it chooses should be the shortest and most reliable one. This decision is done through a protocol known as Link state. With the link-state protocol, each router broadcasts to all other routers in the network the state of its links and IP subnets. Each router then receives information from the other routers and constructs a complete topology view of the entire network. The next-hop routing table is based on this topology view. The link-state protocol uses a famous algorithm in the field of computer science, Dijkstra\u2019s shortest path algorithm: We start from our router considering the path cost to all our direct neighbours. The shortest path is then taken We then re-look at all our neighbours that we can reach and update our link state table with the cost information. We then continue taking the shortest path until every router has been visited. BGP Vulnerabilities By corrupting the BGP routing table we are able to influence the direction traffic flows on the internet! This action is known as BGP hijacking. Injecting bogus route advertising information into the BGP-distributed routing database by malicious sources, accidentally or routers can disrupt Internet backbone operations. Blackholing traffic: Blackhole route is a network route, i.e., routing table entry, that goes nowhere and packets matching the route prefix are dropped or ignored. Blackhole routes can only be detected by monitoring the lost traffic. Blackhole routes are the best defence against many common viral attacks where the traffic is dropped from infected machines to/from command & control hosts. Infamous BGP Injection attack on Youtube Ex: In 2008, Pakistan decided to block YouTube by creating a BGP route that led into a black hole. Instead, this routing information got transmitted to a hong kong ISP and from there accidentally got propagated to the rest of the world meaning millions were routed through to this black hole and therefore unable to access YouTube. Potentially, the greatest risk to BGP occurs in a denial of service attack in which a router is flooded with more packets than it can handle. Network overload and router resource exhaustion happen when the network begins carrying an excessive number of BGP messages, overloading the router control processors, memory, routing table and reducing the bandwidth available for data traffic. Refer: https://medium.com/bugbountywriteup/bgp-the-weak-link-in-the-internet-what-is-bgp-and-how-do-hackers-exploit-it-d899a68ba5bb Router flapping is another type of attack. Route flapping refers to repetitive changes to the BGP routing table, often several times a minute. Withdrawing and re-advertising at a high-rate can cause a serious problem for routers since they propagate the announcements of routes. If these route flaps happen fast enough, e.g., 30 to 50 times per second, the router becomes overloaded, which eventually prevents convergence on valid routes. The potential impact for Internet users is a slowdown in message delivery, and in some cases, packets may not be delivered at all. BGP Security Border Gateway Protocol Security recommends the use of BGP peer authentication since it is one of the strongest mechanisms for preventing malicious activity. The authentication mechanisms are Internet Protocol Security (IPsec) or BGP MD5. Another method, known as prefix limits, can be used to avoid filling router tables. In this approach, routers should be configured to disable or terminate a BGP peering session, and issue warning messages to administrators when a neighbour sends in excess of a preset number of prefixes. IETF is currently working on improving this space Web-Based Attacks HTTP Response Splitting Attacks HTTP response splitting attack may happen where the server script embeds user data in HTTP response headers without appropriate sanitation. This typically happens when the script embeds user data in the redirection URL of a redirection response (HTTP status code 3xx), or when the script embeds user data in a cookie value or name when the response sets a cookie. HTTP response splitting attacks can be used to perform web cache poisoning and cross-site scripting attacks. HTTP response splitting is the attacker\u2019s ability to send a single HTTP request that forces the webserver to form an output stream, which is then interpreted by the target as two HTTP responses instead of one response. Cross-Site Request Forgery (CSRF or XSRF) A Cross-Site Request Forgery attack tricks the victim\u2019s browser into issuing a command to a vulnerable web application. Vulnerability is caused by browsers automatically including user authentication data, session ID, IP address, Windows domain credentials, etc. with each request. Attackers typically use CSRF to initiate transactions such as transfer funds, login/logout user, close account, access sensitive data, and change account details. The vulnerability is caused by web browsers that automatically include credentials with each request, even for requests caused by a form, script, or image on another site. CSRF can also be dynamically constructed as part of a payload for a cross-site scripting attack All sites relying on automatic credentials are vulnerable. Popular browsers cannot prevent cross-site request forgery. Logging out of high-value sites as soon as possible can mitigate CSRF risk. It is recommended that a high-value website must require a client to manually provide authentication data in the same HTTP request used to perform any operation with security implications. Limiting the lifetime of session cookies can also reduce the chance of being used by other malicious sites. OWASP recommends website developers include a required security token in HTTP requests associated with sensitive business functions in order to mitigate CSRF attacks Cross-Site Scripting (XSS) Attacks Cross-Site Scripting occurs when dynamically generated web pages display user input, such as login information, that is not properly validated, allowing an attacker to embed malicious scripts into the generated page and then execute the script on the machine of any user that views the site. If successful, Cross-Site Scripting vulnerabilities can be exploited to manipulate or steal cookies, create requests that can be mistaken for those of a valid user, compromise confidential information, or execute malicious code on end-user systems. Cross-Site Scripting (XSS or CSS) attacks involve the execution of malicious scripts on the victim\u2019s browser. The victim is simply a user\u2019s host and not the server. XSS results from a failure to validate user input by a web-based application. Document Object Model (DOM) XSS Attacks The Document Object Model (DOM) based XSS does not require the webserver to receive the XSS payload for a successful attack. The attacker abuses the runtime by embedding their data on the client-side. An attacker can force the client (browser) to render the page with parts of the DOM controlled by the attacker. When the page is rendered and the data is processed by the page, typically by a client-side HTML-embedded script such as JavaScript, the page\u2019s code may insecurely embed the data in the page itself, thus delivering the cross-site scripting payload. There are several DOM objects which can serve as an attack vehicle for delivering malicious script to victims browser. Clickjacking The technique works by hiding malicious link/scripts under the cover of the content of a legitimate site. Buttons on a website actually contain invisible links, placed there by the attacker. So, an individual who clicks on an object they can visually see is actually being duped into visiting a malicious page or executing a malicious script. When mouseover is used together with clickjacking, the outcome is devastating. Facebook users have been hit by a clickjacking attack, which tricks people into \u201cliking\u201d a particular Facebook page, thus enabling the attack to spread since Memorial Day 2010. There is not yet effective defence against clickjacking, and disabling JavaScript is the only viable method DataBase Attacks & Defenses SQL injection Attacks It exploits improper input validation in database queries. A successful exploit will allow attackers to access, modify, or delete information in the database. It permits attackers to steal sensitive information stored within the backend databases of affected websites, which may include such things as user credentials, email addresses, personal information, and credit card numbers SELECT USERNAME,PASSWORD from USERS where USERNAME='<username>' AND PASSWORD='<password>'; Here the username & password is the input provided by the user. Suppose an attacker gives the input as \" OR '1'='1'\" in both fields. Therefore the SQL query will look like: SELECT USERNAME,PASSWORD from USERS where USERNAME='' OR '1'='1' AND PASSOWRD='' OR '1'='1'; This query results in a true statement & the user gets logged in. This example depicts the bost basic type of SQL injection SQL Injection Attack Defenses SQL injection can be protected by filtering the query to eliminate malicious syntax, which involves the employment of some tools in order to (a) scan the source code. In addition, the input fields should be restricted to the absolute minimum, typically anywhere from 7-12 characters, and validate any data, e.g., if a user inputs an age make sure the input is an integer with a maximum of 3 digits. VPN A virtual private network (VPN) is a service that offers a secure, reliable connection over a shared public infrastructure such as the Internet. Cisco defines a VPN as an encrypted connection between private networks over a public network. To date, there are three types of VPNs: Remote access Site-to-site Firewall-based Security Breach In spite of the most aggressive steps to protect computers from attacks, attackers sometimes get through. Any event that results in a violation of any of the confidentiality, integrity, or availability (CIA) security tenets is a security breach. Denial of Service Attacks Denial of service (DoS) attacks result in downtime or inability of a user to access a system. DoS attacks impact the availability of tenet of information systems security. A DoS attack is a coordinated attempt to deny service by occupying a computer to perform large amounts of unnecessary tasks. This excessive activity makes the system unavailable to perform legitimate operations Two common types of DoS attacks are as follows: Logic attacks\u2014Logic attacks use software flaws to crash or seriously hinder the performance of remote servers. You can prevent many of these attacks by installing the latest patches to keep your software up to date. Flooding attacks\u2014Flooding attacks overwhelm the victim computer\u2019s CPU, memory, or network resources by sending large numbers of useless requests to the machine. Most DoS attacks target weaknesses in the overall system architecture rather than a software bug or security flaw One popular technique for launching a packet flood is a SYN flood. One of the best defences against DoS attacks is to use intrusion prevention system (IPS) software or devices to detect and stop the attack. Distributed Denial of Service Attacks DDoS attacks differ from regular DoS attacks in their scope. In a DDoS attack, attackers hijack hundreds or even thousands of Internet computers, planting automated attack agents on those systems. The attacker then instructs the agents to bombard the target site with forged messages. This overloads the site and blocks legitimate traffic. The key here is strength in numbers. The attacker does more damage by distributing the attack across multiple computers. Wiretapping Although the term wiretapping is generally associated with voice telephone communications, attackers can also use wiretapping to intercept data communications. Attackers can tap telephone lines and data communication lines. Wiretapping can be active, where the attacker makes modifications to the line. It can also be passive, where an unauthorized user simply listens to the transmission without changing the contents. Passive intrusion can include the copying of data for a subsequent active attack. Two methods of active wiretapping are as follows: Between-the-lines wiretapping\u2014This type of wiretapping does not alter the messages sent by the legitimate user but inserts additional messages into the communication line when the legitimate user pauses. Piggyback-entry wiretapping\u2014This type of wiretapping intercepts and modifies the original message by breaking the communications line and routing the message to another computer that acts as a host. Backdoors Software developers sometimes include hidden access methods, called backdoors, in their programs. Backdoors give developers or support personnel easy access to a system without having to struggle with security controls. The problem is that backdoors don\u2019t always stay hidden. When an attacker discovers a backdoor, he or she can use it to bypass existing security controls such as passwords, encryption, and so on. Where legitimate users log on through front doors using a user ID and password, attackers use backdoors to bypass these normal access controls. Malicious Attacks Birthday Attack Once an attacker compromises a hashed password file, a birthday attack is performed. A birthday attack is a type of cryptographic attack that is used to make a brute-force attack of one-way hashes easier. It is a mathematical exploit that is based on the birthday problem in probability theory. Further Reading: https://www.sciencedirect.com/topics/computer-science/birthday-attack https://www.internetsecurity.tips/birthday-attack/ Brute-Force Password Attacks In a brute-force password attack, the attacker tries different passwords on a system until one of them is successful. Usually, the attacker employs a software program to try all possible combinations of a likely password, user ID, or security code until it locates a match. This occurs rapidly and in sequence. This type of attack is called a brute-force password attack because the attacker simply hammers away at the code. There is no skill or stealth involved\u2014just brute force that eventually breaks the code. Further Reading: https://owasp.org/www-community/attacks/Brute_force_attack https://owasp.org/www-community/controls/Blocking_Brute_Force_Attacks Dictionary Password Attacks A dictionary password attack is a simple attack that relies on users making poor password choices. In a dictionary password attack, a simple password-cracker program takes all the words from a dictionary file and attempts to log on by entering each dictionary entry as a password. Further Reading: https://capec.mitre.org/data/definitions/16.html Replay Attacks Replay attacks involve capturing data packets from a network and retransmitting them to produce an unauthorized effect. The receipt of duplicate, authenticated IP packets may disrupt service or have some other undesired consequence. Systems can be broken through replay attacks when attackers reuse old messages or parts of old messages to deceive system users. This helps intruders to gain information that allows unauthorized access into a system. Further reading: https://study.com/academy/lesson/replay-attack-definition-examples-prevention.html Man-in-the-Middle Attacks A man-in-the-middle attack takes advantage of the multihop process used by many types of networks. In this type of attack, an attacker intercepts messages between two parties before transferring them on to their intended destination. Web spoofing is a type of man-in-the-middle attack in which the user believes a secure session exists with a particular web server. In reality, the secure connection exists only with the attacker, not the webserver. The attacker then establishes a secure connection with the webserver, acting as an invisible go-between. The attacker passes traffic between the user and the webserver. In this way, the attacker can trick the user into supplying passwords, credit card information, and other private data. Further Reading: https://owasp.org/www-community/attacks/Man-in-the-middle_attack Masquerading In a masquerade attack, one user or computer pretends to be another user or computer. Masquerade attacks usually include one of the other forms of active attacks, such as IP address spoofing or replaying. Attackers can capture authentication sequences and then replay them later to log on again to an application or operating system. For example, an attacker might monitor usernames and passwords sent to a weak web application. The attacker could then use the intercepted credentials to log on to the web application and impersonate the user. Further Reading: https://dl.acm.org/doi/book/10.5555/2521792 https://ieeexplore.ieee.org/document/1653228 Eavesdropping Eavesdropping, or sniffing, occurs when a host sets its network interface on promiscuous mode and copies packets that pass by for later analysis. Promiscuous mode enables a network device to intercept and read each network packet(of course given some conditions) given sec, even if the packet\u2019s address doesn\u2019t match the network device. It is possible to attach hardware and software to monitor and analyze all packets on that segment of the transmission media without alerting any other users. Candidates for eavesdropping include satellite, wireless, mobile, and other transmission methods. Social Engineering Attackers often use a deception technique called social engineering to gain access to resources in an IT infrastructure. In nearly all cases, social engineering involves tricking authorized users into carrying out actions for unauthorized users. The success of social engineering attacks depends on the basic tendency of people to want to be helpful. Phreaking Phone phreaking, or simply phreaking, is a slang term that describes the activity of a subculture of people who study, experiment with, or explore telephone systems, telephone company equipment, and systems connected to public telephone networks. Phreaking is the art of exploiting bugs and glitches that exist in the telephone system. Phishing Phishing is a type of fraud in which an attacker attempts to trick the victim into providing private information such as credit card numbers, passwords, dates of birth, bank account numbers, automated teller machine (ATM) PINs, and Social Security numbers. Pharming Pharming is another type of attack that seeks to obtain personal or private financial information through domain spoofing. A pharming attack doesn\u2019t use messages to trick victims into visiting spoofed websites that appear legitimate, however. Instead, pharming \u201cpoisons\u201d a domain name on the domain name server (DNS), a process known as DNS poisoning. The result is that when a user enters the poisoned server\u2019s web address into his or her address bar, that user navigates to the attacker\u2019s site. The user\u2019s browser still shows the correct website, which makes pharming difficult to detect\u2014and therefore more serious. Where phishing attempts to scam people one at a time with an email or instant message, pharming enables scammers to target large groups of people at one time through domain spoofing.","title":"Threat, Attacks & Defences"},{"location":"security/threats_attacks_defences/#part-iii-threats-attacks-defense","text":"","title":"Part III: Threats, Attacks &amp; Defense"},{"location":"security/threats_attacks_defences/#dns-protection","text":"","title":"DNS Protection"},{"location":"security/threats_attacks_defences/#cache-poisoning-attack","text":"Since DNS responses are cached, a quick response can be provided for repeated translations. DNS negative queries are also cached, e.g., misspelt words, and all cached data periodically times out. Cache poisoning is an issue in what is known as pharming. This term is used to describe a hacker\u2019s attack in which a website\u2019s traffic is redirected to a bogus website by forging the DNS mapping. In this case, an attacker attempts to insert a fake address record for an Internet domain into the DNS. If the server accepts the fake record, the cache is poisoned and subsequent requests for the address of the domain are answered with the address of a server controlled by the attacker. As long as the fake entry is cached by the server, browsers or e-mail servers will automatically go to the address provided by the compromised DNS server. the typical time to live (TTL) for cached entries is a couple of hours, thereby permitting ample time for numerous users to be affected by the attack.","title":"Cache Poisoning Attack"},{"location":"security/threats_attacks_defences/#dnssec-security-extension","text":"The long-term solution to these DNS problems is authentication. If a resolver cannot distinguish between valid and invalid data in a response, then add source authentication to verify that the data received in response is equal to the data entered by the zone administrator DNS Security Extensions (DNSSEC) protects against data spoofing and corruption and provides mechanisms to authenticate servers and requests, as well as mechanisms to establish authenticity and integrity. When authenticating DNS responses, each DNS zone signs its data using a private key. It is recommended that this signing be done offline and in advance. The query for a particular record returns the requested resource record set (RRset) and signature (RRSIG) of the requested resource record set. The resolver then authenticates the response using a public key, which is pre-configured or learned via a sequence of key records in the DNS hierarchy. The goals of DNSSEC are to provide authentication and integrity for DNS responses without confidentiality or DDoS protection.","title":"DNSSEC (Security Extension)"},{"location":"security/threats_attacks_defences/#bgp","text":"BGP stands for border gateway protocol. It is a routing protocol that exchanges routing information among multiple Autonomous Systems (AS) An Autonomous System is a collection of routers or networks with the same network policy usually under single administrative control. BGP tells routers which hop to use in order to reach the destination network. BGP is used for both communicating information among routers in an AS (interior) and between multiple ASes (exterior).","title":"BGP"},{"location":"security/threats_attacks_defences/#how-bgp-works","text":"BGP is responsible for finding a path to a destination router & the path it chooses should be the shortest and most reliable one. This decision is done through a protocol known as Link state. With the link-state protocol, each router broadcasts to all other routers in the network the state of its links and IP subnets. Each router then receives information from the other routers and constructs a complete topology view of the entire network. The next-hop routing table is based on this topology view. The link-state protocol uses a famous algorithm in the field of computer science, Dijkstra\u2019s shortest path algorithm: We start from our router considering the path cost to all our direct neighbours. The shortest path is then taken We then re-look at all our neighbours that we can reach and update our link state table with the cost information. We then continue taking the shortest path until every router has been visited.","title":"How BGP Works"},{"location":"security/threats_attacks_defences/#bgp-vulnerabilities","text":"By corrupting the BGP routing table we are able to influence the direction traffic flows on the internet! This action is known as BGP hijacking. Injecting bogus route advertising information into the BGP-distributed routing database by malicious sources, accidentally or routers can disrupt Internet backbone operations. Blackholing traffic: Blackhole route is a network route, i.e., routing table entry, that goes nowhere and packets matching the route prefix are dropped or ignored. Blackhole routes can only be detected by monitoring the lost traffic. Blackhole routes are the best defence against many common viral attacks where the traffic is dropped from infected machines to/from command & control hosts. Infamous BGP Injection attack on Youtube Ex: In 2008, Pakistan decided to block YouTube by creating a BGP route that led into a black hole. Instead, this routing information got transmitted to a hong kong ISP and from there accidentally got propagated to the rest of the world meaning millions were routed through to this black hole and therefore unable to access YouTube. Potentially, the greatest risk to BGP occurs in a denial of service attack in which a router is flooded with more packets than it can handle. Network overload and router resource exhaustion happen when the network begins carrying an excessive number of BGP messages, overloading the router control processors, memory, routing table and reducing the bandwidth available for data traffic. Refer: https://medium.com/bugbountywriteup/bgp-the-weak-link-in-the-internet-what-is-bgp-and-how-do-hackers-exploit-it-d899a68ba5bb Router flapping is another type of attack. Route flapping refers to repetitive changes to the BGP routing table, often several times a minute. Withdrawing and re-advertising at a high-rate can cause a serious problem for routers since they propagate the announcements of routes. If these route flaps happen fast enough, e.g., 30 to 50 times per second, the router becomes overloaded, which eventually prevents convergence on valid routes. The potential impact for Internet users is a slowdown in message delivery, and in some cases, packets may not be delivered at all. BGP Security Border Gateway Protocol Security recommends the use of BGP peer authentication since it is one of the strongest mechanisms for preventing malicious activity. The authentication mechanisms are Internet Protocol Security (IPsec) or BGP MD5. Another method, known as prefix limits, can be used to avoid filling router tables. In this approach, routers should be configured to disable or terminate a BGP peering session, and issue warning messages to administrators when a neighbour sends in excess of a preset number of prefixes. IETF is currently working on improving this space","title":"BGP Vulnerabilities"},{"location":"security/threats_attacks_defences/#web-based-attacks","text":"","title":"Web-Based Attacks"},{"location":"security/threats_attacks_defences/#http-response-splitting-attacks","text":"HTTP response splitting attack may happen where the server script embeds user data in HTTP response headers without appropriate sanitation. This typically happens when the script embeds user data in the redirection URL of a redirection response (HTTP status code 3xx), or when the script embeds user data in a cookie value or name when the response sets a cookie. HTTP response splitting attacks can be used to perform web cache poisoning and cross-site scripting attacks. HTTP response splitting is the attacker\u2019s ability to send a single HTTP request that forces the webserver to form an output stream, which is then interpreted by the target as two HTTP responses instead of one response.","title":"HTTP Response Splitting Attacks"},{"location":"security/threats_attacks_defences/#cross-site-request-forgery-csrf-or-xsrf","text":"A Cross-Site Request Forgery attack tricks the victim\u2019s browser into issuing a command to a vulnerable web application. Vulnerability is caused by browsers automatically including user authentication data, session ID, IP address, Windows domain credentials, etc. with each request. Attackers typically use CSRF to initiate transactions such as transfer funds, login/logout user, close account, access sensitive data, and change account details. The vulnerability is caused by web browsers that automatically include credentials with each request, even for requests caused by a form, script, or image on another site. CSRF can also be dynamically constructed as part of a payload for a cross-site scripting attack All sites relying on automatic credentials are vulnerable. Popular browsers cannot prevent cross-site request forgery. Logging out of high-value sites as soon as possible can mitigate CSRF risk. It is recommended that a high-value website must require a client to manually provide authentication data in the same HTTP request used to perform any operation with security implications. Limiting the lifetime of session cookies can also reduce the chance of being used by other malicious sites. OWASP recommends website developers include a required security token in HTTP requests associated with sensitive business functions in order to mitigate CSRF attacks","title":"Cross-Site Request Forgery (CSRF or XSRF)"},{"location":"security/threats_attacks_defences/#cross-site-scripting-xss-attacks","text":"Cross-Site Scripting occurs when dynamically generated web pages display user input, such as login information, that is not properly validated, allowing an attacker to embed malicious scripts into the generated page and then execute the script on the machine of any user that views the site. If successful, Cross-Site Scripting vulnerabilities can be exploited to manipulate or steal cookies, create requests that can be mistaken for those of a valid user, compromise confidential information, or execute malicious code on end-user systems. Cross-Site Scripting (XSS or CSS) attacks involve the execution of malicious scripts on the victim\u2019s browser. The victim is simply a user\u2019s host and not the server. XSS results from a failure to validate user input by a web-based application.","title":"Cross-Site Scripting (XSS) Attacks"},{"location":"security/threats_attacks_defences/#document-object-model-dom-xss-attacks","text":"The Document Object Model (DOM) based XSS does not require the webserver to receive the XSS payload for a successful attack. The attacker abuses the runtime by embedding their data on the client-side. An attacker can force the client (browser) to render the page with parts of the DOM controlled by the attacker. When the page is rendered and the data is processed by the page, typically by a client-side HTML-embedded script such as JavaScript, the page\u2019s code may insecurely embed the data in the page itself, thus delivering the cross-site scripting payload. There are several DOM objects which can serve as an attack vehicle for delivering malicious script to victims browser.","title":"Document Object Model (DOM) XSS Attacks"},{"location":"security/threats_attacks_defences/#clickjacking","text":"The technique works by hiding malicious link/scripts under the cover of the content of a legitimate site. Buttons on a website actually contain invisible links, placed there by the attacker. So, an individual who clicks on an object they can visually see is actually being duped into visiting a malicious page or executing a malicious script. When mouseover is used together with clickjacking, the outcome is devastating. Facebook users have been hit by a clickjacking attack, which tricks people into \u201cliking\u201d a particular Facebook page, thus enabling the attack to spread since Memorial Day 2010. There is not yet effective defence against clickjacking, and disabling JavaScript is the only viable method","title":"Clickjacking"},{"location":"security/threats_attacks_defences/#database-attacks-defenses","text":"","title":"DataBase Attacks &amp; Defenses"},{"location":"security/threats_attacks_defences/#sql-injection-attacks","text":"It exploits improper input validation in database queries. A successful exploit will allow attackers to access, modify, or delete information in the database. It permits attackers to steal sensitive information stored within the backend databases of affected websites, which may include such things as user credentials, email addresses, personal information, and credit card numbers SELECT USERNAME,PASSWORD from USERS where USERNAME='<username>' AND PASSWORD='<password>'; Here the username & password is the input provided by the user. Suppose an attacker gives the input as \" OR '1'='1'\" in both fields. Therefore the SQL query will look like: SELECT USERNAME,PASSWORD from USERS where USERNAME='' OR '1'='1' AND PASSOWRD='' OR '1'='1'; This query results in a true statement & the user gets logged in. This example depicts the bost basic type of SQL injection","title":"SQL injection Attacks"},{"location":"security/threats_attacks_defences/#sql-injection-attack-defenses","text":"SQL injection can be protected by filtering the query to eliminate malicious syntax, which involves the employment of some tools in order to (a) scan the source code. In addition, the input fields should be restricted to the absolute minimum, typically anywhere from 7-12 characters, and validate any data, e.g., if a user inputs an age make sure the input is an integer with a maximum of 3 digits.","title":"SQL Injection Attack Defenses"},{"location":"security/threats_attacks_defences/#vpn","text":"A virtual private network (VPN) is a service that offers a secure, reliable connection over a shared public infrastructure such as the Internet. Cisco defines a VPN as an encrypted connection between private networks over a public network. To date, there are three types of VPNs: Remote access Site-to-site Firewall-based","title":"VPN"},{"location":"security/threats_attacks_defences/#security-breach","text":"In spite of the most aggressive steps to protect computers from attacks, attackers sometimes get through. Any event that results in a violation of any of the confidentiality, integrity, or availability (CIA) security tenets is a security breach.","title":"Security Breach"},{"location":"security/threats_attacks_defences/#denial-of-service-attacks","text":"Denial of service (DoS) attacks result in downtime or inability of a user to access a system. DoS attacks impact the availability of tenet of information systems security. A DoS attack is a coordinated attempt to deny service by occupying a computer to perform large amounts of unnecessary tasks. This excessive activity makes the system unavailable to perform legitimate operations Two common types of DoS attacks are as follows: Logic attacks\u2014Logic attacks use software flaws to crash or seriously hinder the performance of remote servers. You can prevent many of these attacks by installing the latest patches to keep your software up to date. Flooding attacks\u2014Flooding attacks overwhelm the victim computer\u2019s CPU, memory, or network resources by sending large numbers of useless requests to the machine. Most DoS attacks target weaknesses in the overall system architecture rather than a software bug or security flaw One popular technique for launching a packet flood is a SYN flood. One of the best defences against DoS attacks is to use intrusion prevention system (IPS) software or devices to detect and stop the attack.","title":"Denial of Service Attacks"},{"location":"security/threats_attacks_defences/#distributed-denial-of-service-attacks","text":"DDoS attacks differ from regular DoS attacks in their scope. In a DDoS attack, attackers hijack hundreds or even thousands of Internet computers, planting automated attack agents on those systems. The attacker then instructs the agents to bombard the target site with forged messages. This overloads the site and blocks legitimate traffic. The key here is strength in numbers. The attacker does more damage by distributing the attack across multiple computers.","title":"Distributed Denial of Service Attacks"},{"location":"security/threats_attacks_defences/#wiretapping","text":"Although the term wiretapping is generally associated with voice telephone communications, attackers can also use wiretapping to intercept data communications. Attackers can tap telephone lines and data communication lines. Wiretapping can be active, where the attacker makes modifications to the line. It can also be passive, where an unauthorized user simply listens to the transmission without changing the contents. Passive intrusion can include the copying of data for a subsequent active attack. Two methods of active wiretapping are as follows: Between-the-lines wiretapping\u2014This type of wiretapping does not alter the messages sent by the legitimate user but inserts additional messages into the communication line when the legitimate user pauses. Piggyback-entry wiretapping\u2014This type of wiretapping intercepts and modifies the original message by breaking the communications line and routing the message to another computer that acts as a host.","title":"Wiretapping"},{"location":"security/threats_attacks_defences/#backdoors","text":"Software developers sometimes include hidden access methods, called backdoors, in their programs. Backdoors give developers or support personnel easy access to a system without having to struggle with security controls. The problem is that backdoors don\u2019t always stay hidden. When an attacker discovers a backdoor, he or she can use it to bypass existing security controls such as passwords, encryption, and so on. Where legitimate users log on through front doors using a user ID and password, attackers use backdoors to bypass these normal access controls.","title":"Backdoors"},{"location":"security/threats_attacks_defences/#malicious-attacks","text":"","title":"Malicious Attacks"},{"location":"security/threats_attacks_defences/#birthday-attack","text":"Once an attacker compromises a hashed password file, a birthday attack is performed. A birthday attack is a type of cryptographic attack that is used to make a brute-force attack of one-way hashes easier. It is a mathematical exploit that is based on the birthday problem in probability theory. Further Reading: https://www.sciencedirect.com/topics/computer-science/birthday-attack https://www.internetsecurity.tips/birthday-attack/","title":"Birthday Attack"},{"location":"security/threats_attacks_defences/#brute-force-password-attacks","text":"In a brute-force password attack, the attacker tries different passwords on a system until one of them is successful. Usually, the attacker employs a software program to try all possible combinations of a likely password, user ID, or security code until it locates a match. This occurs rapidly and in sequence. This type of attack is called a brute-force password attack because the attacker simply hammers away at the code. There is no skill or stealth involved\u2014just brute force that eventually breaks the code. Further Reading: https://owasp.org/www-community/attacks/Brute_force_attack https://owasp.org/www-community/controls/Blocking_Brute_Force_Attacks","title":"Brute-Force Password Attacks"},{"location":"security/threats_attacks_defences/#dictionary-password-attacks","text":"A dictionary password attack is a simple attack that relies on users making poor password choices. In a dictionary password attack, a simple password-cracker program takes all the words from a dictionary file and attempts to log on by entering each dictionary entry as a password. Further Reading: https://capec.mitre.org/data/definitions/16.html","title":"Dictionary Password Attacks"},{"location":"security/threats_attacks_defences/#replay-attacks","text":"Replay attacks involve capturing data packets from a network and retransmitting them to produce an unauthorized effect. The receipt of duplicate, authenticated IP packets may disrupt service or have some other undesired consequence. Systems can be broken through replay attacks when attackers reuse old messages or parts of old messages to deceive system users. This helps intruders to gain information that allows unauthorized access into a system. Further reading: https://study.com/academy/lesson/replay-attack-definition-examples-prevention.html","title":"Replay Attacks"},{"location":"security/threats_attacks_defences/#man-in-the-middle-attacks","text":"A man-in-the-middle attack takes advantage of the multihop process used by many types of networks. In this type of attack, an attacker intercepts messages between two parties before transferring them on to their intended destination. Web spoofing is a type of man-in-the-middle attack in which the user believes a secure session exists with a particular web server. In reality, the secure connection exists only with the attacker, not the webserver. The attacker then establishes a secure connection with the webserver, acting as an invisible go-between. The attacker passes traffic between the user and the webserver. In this way, the attacker can trick the user into supplying passwords, credit card information, and other private data. Further Reading: https://owasp.org/www-community/attacks/Man-in-the-middle_attack","title":"Man-in-the-Middle Attacks"},{"location":"security/threats_attacks_defences/#masquerading","text":"In a masquerade attack, one user or computer pretends to be another user or computer. Masquerade attacks usually include one of the other forms of active attacks, such as IP address spoofing or replaying. Attackers can capture authentication sequences and then replay them later to log on again to an application or operating system. For example, an attacker might monitor usernames and passwords sent to a weak web application. The attacker could then use the intercepted credentials to log on to the web application and impersonate the user. Further Reading: https://dl.acm.org/doi/book/10.5555/2521792 https://ieeexplore.ieee.org/document/1653228","title":"Masquerading"},{"location":"security/threats_attacks_defences/#eavesdropping","text":"Eavesdropping, or sniffing, occurs when a host sets its network interface on promiscuous mode and copies packets that pass by for later analysis. Promiscuous mode enables a network device to intercept and read each network packet(of course given some conditions) given sec, even if the packet\u2019s address doesn\u2019t match the network device. It is possible to attach hardware and software to monitor and analyze all packets on that segment of the transmission media without alerting any other users. Candidates for eavesdropping include satellite, wireless, mobile, and other transmission methods.","title":"Eavesdropping"},{"location":"security/threats_attacks_defences/#social-engineering","text":"Attackers often use a deception technique called social engineering to gain access to resources in an IT infrastructure. In nearly all cases, social engineering involves tricking authorized users into carrying out actions for unauthorized users. The success of social engineering attacks depends on the basic tendency of people to want to be helpful.","title":"Social Engineering"},{"location":"security/threats_attacks_defences/#phreaking","text":"Phone phreaking, or simply phreaking, is a slang term that describes the activity of a subculture of people who study, experiment with, or explore telephone systems, telephone company equipment, and systems connected to public telephone networks. Phreaking is the art of exploiting bugs and glitches that exist in the telephone system.","title":"Phreaking"},{"location":"security/threats_attacks_defences/#phishing","text":"Phishing is a type of fraud in which an attacker attempts to trick the victim into providing private information such as credit card numbers, passwords, dates of birth, bank account numbers, automated teller machine (ATM) PINs, and Social Security numbers.","title":"Phishing"},{"location":"security/threats_attacks_defences/#pharming","text":"Pharming is another type of attack that seeks to obtain personal or private financial information through domain spoofing. A pharming attack doesn\u2019t use messages to trick victims into visiting spoofed websites that appear legitimate, however. Instead, pharming \u201cpoisons\u201d a domain name on the domain name server (DNS), a process known as DNS poisoning. The result is that when a user enters the poisoned server\u2019s web address into his or her address bar, that user navigates to the attacker\u2019s site. The user\u2019s browser still shows the correct website, which makes pharming difficult to detect\u2014and therefore more serious. Where phishing attempts to scam people one at a time with an email or instant message, pharming enables scammers to target large groups of people at one time through domain spoofing.","title":"Pharming"},{"location":"security/writing_secure_code/","text":"PART IV: Writing Secure Code & More The first and most important step in reducing security and reliability issues is to educate developers. However, even the best-trained engineers make mistakes, security experts can write insecure code and SREs can miss reliability issues. It\u2019s difficult to keep the many considerations and tradeoffs involved in building secure and reliable systems in mind simultaneously, especially if you\u2019re also responsible for producing software. Use frameworks to enforce security and reliability while writing code A better approach is to handle security and reliability in common frameworks, languages, and libraries. Ideally, libraries only expose an interface that makes writing code with common classes of security vulnerabilities impossible. Multiple applications can use each library or framework. When domain experts fix an issue, they remove it from all the applications the framework supports, allowing this engineering approach to scale better. Common Security Vulnerabilities In large codebases, a handful of classes account for the majority of security vulnerabilities, despite ongoing efforts to educate developers and introduce code review. OWASP and SANS publish lists of common vulnerability classes Write Simple Code Try to keep your code clean and simple. Avoid Multi-Level Nesting Multilevel nesting is a common anti-pattern that can lead to simple mistakes. If the error is in the most common code path, it will likely be captured by the unit tests. However, unit tests don\u2019t always check error handling paths in multilevel nested code. The error might result in decreased reliability (for example, if the service crashes when it mishandles an error) or a security vulnerability (like a mishandled authorization check error). Eliminate YAGNI Smells Sometimes developers overengineer solutions by adding functionality that may be useful in the future, \u201cjust in case.\u201d This goes against the YAGNI (You Aren\u2019t Gonna Need It) principle, which recommends implementing only the code that you need. YAGNI code adds unnecessary complexity because it needs to be documented, tested, and maintained. To summarize, avoiding YAGNI code leads to improved reliability, and simpler code leads to fewer security bugs, fewer opportunities to make mistakes, and less developer time spent maintaining unused code. Repay Technical Debt It is a common practice for developers to mark places that require further attention with TODO or FIXME annotations. In the short term, this habit can accelerate the delivery velocity for the most critical functionality, and allow a team to meet early deadlines\u2014but it also incurs technical debt. Still, it\u2019s not necessarily a bad practice, as long as you have a clear process (and allocate time) for repaying such debt. Refactoring Refactoring is the most effective way to keep a codebase clean and simple. Even a healthy codebase occasionally needs to be Regardless of the reasons behind refactoring, you should always follow one golden rule: never mix refactoring and functional changes in a single commit to the code repository. Refactoring changes are typically significant and can be difficult to understand. If a commit also includes functional changes, there\u2019s a higher risk that an author or reviewer might overlook bugs. Unit Testing Unit testing can increase system security and reliability by pinpointing a wide range of bugs in individual software components before a release. This technique involves breaking software components into smaller, self-contained \u201cunits\u201d that have no external dependencies, and then testing each unit. Fuzz Testing Fuzz testing is a technique that complements the previously mentioned testing techniques. Fuzzing involves using a fuzzing engine to generate a large number of candidate inputs that are then passed through a fuzz driver to the fuzz target. The fuzzer then analyzes how the system handles the input. Complex inputs handled by all kinds of software are popular targets for fuzzing - for example, file parsers, compression algorithms, network protocol implementation and audio codec. Integration Testing Integration testing moves beyond individual units and abstractions, replacing fake or stubbed-out implementations of abstractions like databases or network services with real implementations. As a result, integration tests exercise more complete code paths. Because you must initialize and configure these other dependencies, integration testing may be slower and flakier than unit testing\u2014to execute the test, this approach incorporates real-world variables like network latency as services communicate end-to-end. As you move from testing individual low-level units of code to testing how they interact when composed together, the net result is a higher degree of confidence that the system is behaving as expected. Last But not the least Code Reviews Rely on Automation Don\u2019t check in Secrets Verifiable Builds","title":"Writing Secure code"},{"location":"security/writing_secure_code/#part-iv-writing-secure-code-more","text":"The first and most important step in reducing security and reliability issues is to educate developers. However, even the best-trained engineers make mistakes, security experts can write insecure code and SREs can miss reliability issues. It\u2019s difficult to keep the many considerations and tradeoffs involved in building secure and reliable systems in mind simultaneously, especially if you\u2019re also responsible for producing software.","title":"PART IV: Writing Secure Code &amp; More"},{"location":"security/writing_secure_code/#use-frameworks-to-enforce-security-and-reliability-while-writing-code","text":"A better approach is to handle security and reliability in common frameworks, languages, and libraries. Ideally, libraries only expose an interface that makes writing code with common classes of security vulnerabilities impossible. Multiple applications can use each library or framework. When domain experts fix an issue, they remove it from all the applications the framework supports, allowing this engineering approach to scale better.","title":"Use frameworks to enforce security and reliability while writing code"},{"location":"security/writing_secure_code/#common-security-vulnerabilities","text":"In large codebases, a handful of classes account for the majority of security vulnerabilities, despite ongoing efforts to educate developers and introduce code review. OWASP and SANS publish lists of common vulnerability classes","title":"Common Security Vulnerabilities"},{"location":"security/writing_secure_code/#write-simple-code","text":"Try to keep your code clean and simple.","title":"Write Simple Code"},{"location":"security/writing_secure_code/#avoid-multi-level-nesting","text":"Multilevel nesting is a common anti-pattern that can lead to simple mistakes. If the error is in the most common code path, it will likely be captured by the unit tests. However, unit tests don\u2019t always check error handling paths in multilevel nested code. The error might result in decreased reliability (for example, if the service crashes when it mishandles an error) or a security vulnerability (like a mishandled authorization check error).","title":"Avoid Multi-Level Nesting"},{"location":"security/writing_secure_code/#eliminate-yagni-smells","text":"Sometimes developers overengineer solutions by adding functionality that may be useful in the future, \u201cjust in case.\u201d This goes against the YAGNI (You Aren\u2019t Gonna Need It) principle, which recommends implementing only the code that you need. YAGNI code adds unnecessary complexity because it needs to be documented, tested, and maintained. To summarize, avoiding YAGNI code leads to improved reliability, and simpler code leads to fewer security bugs, fewer opportunities to make mistakes, and less developer time spent maintaining unused code.","title":"Eliminate YAGNI Smells"},{"location":"security/writing_secure_code/#repay-technical-debt","text":"It is a common practice for developers to mark places that require further attention with TODO or FIXME annotations. In the short term, this habit can accelerate the delivery velocity for the most critical functionality, and allow a team to meet early deadlines\u2014but it also incurs technical debt. Still, it\u2019s not necessarily a bad practice, as long as you have a clear process (and allocate time) for repaying such debt.","title":"Repay Technical Debt"},{"location":"security/writing_secure_code/#refactoring","text":"Refactoring is the most effective way to keep a codebase clean and simple. Even a healthy codebase occasionally needs to be Regardless of the reasons behind refactoring, you should always follow one golden rule: never mix refactoring and functional changes in a single commit to the code repository. Refactoring changes are typically significant and can be difficult to understand. If a commit also includes functional changes, there\u2019s a higher risk that an author or reviewer might overlook bugs.","title":"Refactoring"},{"location":"security/writing_secure_code/#unit-testing","text":"Unit testing can increase system security and reliability by pinpointing a wide range of bugs in individual software components before a release. This technique involves breaking software components into smaller, self-contained \u201cunits\u201d that have no external dependencies, and then testing each unit.","title":"Unit Testing"},{"location":"security/writing_secure_code/#fuzz-testing","text":"Fuzz testing is a technique that complements the previously mentioned testing techniques. Fuzzing involves using a fuzzing engine to generate a large number of candidate inputs that are then passed through a fuzz driver to the fuzz target. The fuzzer then analyzes how the system handles the input. Complex inputs handled by all kinds of software are popular targets for fuzzing - for example, file parsers, compression algorithms, network protocol implementation and audio codec.","title":"Fuzz Testing"},{"location":"security/writing_secure_code/#integration-testing","text":"Integration testing moves beyond individual units and abstractions, replacing fake or stubbed-out implementations of abstractions like databases or network services with real implementations. As a result, integration tests exercise more complete code paths. Because you must initialize and configure these other dependencies, integration testing may be slower and flakier than unit testing\u2014to execute the test, this approach incorporates real-world variables like network latency as services communicate end-to-end. As you move from testing individual low-level units of code to testing how they interact when composed together, the net result is a higher degree of confidence that the system is behaving as expected.","title":"Integration Testing"},{"location":"security/writing_secure_code/#last-but-not-the-least","text":"Code Reviews Rely on Automation Don\u2019t check in Secrets Verifiable Builds","title":"Last But not the least"},{"location":"systems_design/availability/","text":"HA - Availability - Common \u201cNines\u201d Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms Refer https://en.wikipedia.org/wiki/High_availability#Percentage_calculation HA - Availability Serial Components A System with components is operating in the series If the failure of a part leads to the combination becoming inoperable. For example, if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026.. Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Availability Parallel Components A System with components is operating in parallel If the failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if the rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. ) Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Core Principles Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure Refer https://en.wikipedia.org/wiki/High_availability#Principles HA - SPOF WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons. HA - Reliable Crossover WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and the right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally, DB systems follow active/passive semantics for writes. Masters accept writes and when the master goes down, the follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one master. This problem is called a split brain. Applications in SRE role SRE works on deciding an acceptable SLA and make sure the system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure the site is not affected by a network switch, hardware, power, or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"Availability"},{"location":"systems_design/availability/#ha-availability-common-nines","text":"Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms","title":"HA - Availability - Common \u201cNines\u201d"},{"location":"systems_design/availability/#refer","text":"https://en.wikipedia.org/wiki/High_availability#Percentage_calculation","title":"Refer"},{"location":"systems_design/availability/#ha-availability-serial-components","text":"A System with components is operating in the series If the failure of a part leads to the combination becoming inoperable. For example, if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026..","title":"HA - Availability Serial Components"},{"location":"systems_design/availability/#refer_1","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-availability-parallel-components","text":"A System with components is operating in parallel If the failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if the rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. )","title":"HA - Availability Parallel Components"},{"location":"systems_design/availability/#refer_2","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-core-principles","text":"Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure","title":"HA - Core Principles"},{"location":"systems_design/availability/#refer_3","text":"https://en.wikipedia.org/wiki/High_availability#Principles","title":"Refer"},{"location":"systems_design/availability/#ha-spof","text":"WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons.","title":"HA - SPOF"},{"location":"systems_design/availability/#ha-reliable-crossover","text":"WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and the right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally, DB systems follow active/passive semantics for writes. Masters accept writes and when the master goes down, the follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one master. This problem is called a split brain.","title":"HA - Reliable Crossover"},{"location":"systems_design/availability/#applications-in-sre-role","text":"SRE works on deciding an acceptable SLA and make sure the system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure the site is not affected by a network switch, hardware, power, or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"Applications in SRE role"},{"location":"systems_design/conclusion/","text":"Conclusion Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over-engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organization matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/conclusion/#conclusion","text":"Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over-engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organization matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/fault-tolerance/","text":"Fault Tolerance Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail. Fault Tolerance - Failure Metrics Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time. Refer https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html Fault Tolerance - Fault Isolation Terms Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodologies. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in the Ads feature get propagated to the Newsfeed feature. Instead if we swimlane the \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed, and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we have come up with a new model for our Content sharing App. Here we roll out an enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise. Swimlane Principles Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise use-case) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature) Swimlane Approaches Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them. (if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes. (Public vs Enterprise customers) Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21 Applications in SRE role Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance","text":"Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail.","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance-failure-metrics","text":"Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time.","title":"Fault Tolerance - Failure Metrics"},{"location":"systems_design/fault-tolerance/#refer","text":"https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html","title":"Refer"},{"location":"systems_design/fault-tolerance/#fault-tolerance-fault-isolation-terms","text":"Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodologies. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in the Ads feature get propagated to the Newsfeed feature. Instead if we swimlane the \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed, and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we have come up with a new model for our Content sharing App. Here we roll out an enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise.","title":"Fault Tolerance - Fault Isolation Terms"},{"location":"systems_design/fault-tolerance/#swimlane-principles","text":"Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise use-case) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature)","title":"Swimlane Principles"},{"location":"systems_design/fault-tolerance/#swimlane-approaches","text":"Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them. (if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes. (Public vs Enterprise customers)","title":"Swimlane Approaches"},{"location":"systems_design/fault-tolerance/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21","title":"Refer"},{"location":"systems_design/fault-tolerance/#applications-in-sre-role","text":"Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"Applications in SRE role"},{"location":"systems_design/intro/","text":"Systems Design Prerequisites Fundamentals of common software system components: Linux Basics Linux Networking Databases RDBMS NoSQL Concepts What to expect from this course Thinking about and designing for scalability, availability, and reliability of large scale software systems. What is not covered under this course Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability, and reliability of systems Course Contents Introduction Scalability High Availability Fault Tolerance Introduction So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design. Backstory Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Introduction"},{"location":"systems_design/intro/#systems-design","text":"","title":"Systems Design"},{"location":"systems_design/intro/#prerequisites","text":"Fundamentals of common software system components: Linux Basics Linux Networking Databases RDBMS NoSQL Concepts","title":"Prerequisites"},{"location":"systems_design/intro/#what-to-expect-from-this-course","text":"Thinking about and designing for scalability, availability, and reliability of large scale software systems.","title":"What to expect from this course"},{"location":"systems_design/intro/#what-is-not-covered-under-this-course","text":"Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability, and reliability of systems","title":"What is not covered under this course"},{"location":"systems_design/intro/#course-contents","text":"Introduction Scalability High Availability Fault Tolerance","title":"Course Contents"},{"location":"systems_design/intro/#introduction","text":"So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design.","title":"Introduction"},{"location":"systems_design/intro/#backstory","text":"Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Backstory"},{"location":"systems_design/scalability/","text":"Scalability What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance Refer https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html Scalability - AKF Scale Cube The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. The following section talks about certain scaling patterns based on our inferences from the AKF cube Scalability - Horizontal scaling Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Let's see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually, web applications can be scaled by adding resources unless there is state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one leader to make sure data is consistent. There are some DBs that support multi-leader writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Reads and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Leader. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for the fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is a low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. The cost here means if we have 3 followers and 1 Leader DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability Pattern - Load Balancing Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. A commonly used technique is load balancing traffic across identical server clusters. A similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID ,etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB. Refer https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do Scalability Pattern - LB Tasks What does an LB do? Service discovery: What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers. Health checking: What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime Load balancing: What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern Scalability Pattern - LB Methods Common Load Balancing Methods Least Connection Method directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long-lived connections Least Response Time Method directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of the server\u2019s health Round Robin Method rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections. IP Hash the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing Scalability Pattern - Caching - Content Delivery Networks (CDN) CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of the CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources. Scalability - Microservices This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability - Sharding This pattern represents the separation of work based on attributes that are looked up to or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data center is split and replicated and clients are directed to a data center based on their geography. This helps in improving performance as clients are directed to the closest data center and performance increases as we add more data centers. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Applications in SRE role SREs in coordination with the network team work on how to map users' traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery, and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure, and improve the CDN cache hit rate.","title":"Scalability"},{"location":"systems_design/scalability/#scalability","text":"What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance","title":"Scalability"},{"location":"systems_design/scalability/#refer","text":"https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-akf-scale-cube","text":"The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. The following section talks about certain scaling patterns based on our inferences from the AKF cube","title":"Scalability - AKF Scale Cube"},{"location":"systems_design/scalability/#scalability-horizontal-scaling","text":"Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Let's see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually, web applications can be scaled by adding resources unless there is state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one leader to make sure data is consistent. There are some DBs that support multi-leader writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Reads and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Leader. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for the fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is a low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. The cost here means if we have 3 followers and 1 Leader DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost","title":"Scalability - Horizontal scaling"},{"location":"systems_design/scalability/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-load-balancing","text":"Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. A commonly used technique is load balancing traffic across identical server clusters. A similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID ,etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB.","title":"Scalability Pattern - Load Balancing"},{"location":"systems_design/scalability/#refer_2","text":"https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-lb-tasks","text":"What does an LB do?","title":"Scalability Pattern - LB Tasks"},{"location":"systems_design/scalability/#service-discovery","text":"What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers.","title":"Service discovery:"},{"location":"systems_design/scalability/#health-checking","text":"What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime","title":"Health checking:"},{"location":"systems_design/scalability/#load-balancing","text":"What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern","title":"Load balancing:"},{"location":"systems_design/scalability/#scalability-pattern-lb-methods","text":"Common Load Balancing Methods","title":"Scalability Pattern - LB Methods"},{"location":"systems_design/scalability/#least-connection-method","text":"directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long-lived connections","title":"Least Connection Method"},{"location":"systems_design/scalability/#least-response-time-method","text":"directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of the server\u2019s health","title":"Least Response Time Method"},{"location":"systems_design/scalability/#round-robin-method","text":"rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections.","title":"Round Robin Method"},{"location":"systems_design/scalability/#ip-hash","text":"the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing","title":"IP Hash"},{"location":"systems_design/scalability/#scalability-pattern-caching-content-delivery-networks-cdn","text":"CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of the CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources.","title":"Scalability Pattern - Caching - Content Delivery Networks (CDN)"},{"location":"systems_design/scalability/#scalability-microservices","text":"This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement.","title":"Scalability - Microservices"},{"location":"systems_design/scalability/#refer_3","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-sharding","text":"This pattern represents the separation of work based on attributes that are looked up to or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data center is split and replicated and clients are directed to a data center based on their geography. This helps in improving performance as clients are directed to the closest data center and performance increases as we add more data centers. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology.","title":"Scalability - Sharding"},{"location":"systems_design/scalability/#refer_4","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#applications-in-sre-role","text":"SREs in coordination with the network team work on how to map users' traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery, and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure, and improve the CDN cache hit rate.","title":"Applications in SRE role"}]}
\ No newline at end of file
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Fast forward a few months, and a few of these campus students had joined LinkedIn either as interns or as full-time engineers to become a part of the Site Engineering team; we also had a few lateral hires who joined our organization who were not from a traditional SRE background. That's when a few of us got together and started to think about how we can onboard new graduate engineers to the Site Engineering team. There is a vast amount of resources scattered throughout the web on what the roles and responsibilities of SREs are, how to monitor site health, production incidents, define SLO/SLI etc. But there are very few resources out there guiding someone on the basic skill sets one has to acquire as a beginner. Because of the lack of these resources, we felt that individuals have a tough time getting into open positions in the industry. We created the School Of SRE as a starting point for anyone wanting to build their career as an SRE. In this course, we are focusing on building strong foundational skills. The course is structured in a way to provide more real life examples and how learning each of these topics can play an important role in day to day SRE life. Currently we are covering the following topics under the School Of SRE: Fundamentals Series Linux Basics Git Linux Networking Python and Web Data Relational databases(MySQL) NoSQL concepts Big Data Systems Design Security We believe continuous learning will help in acquiring deeper knowledge and competencies in order to expand your skill sets, every module has added references which could be a guide for further learning. Our hope is that by going through these modules we should be able to build the essential skills required for a Site Reliability Engineer. At Linkedin, we are using this curriculum for onboarding our non-traditional hires and new college grads into the SRE role. We had multiple rounds of successful onboarding experience with new employees and the course helped them be productive in a very short period of time. This motivated us to open source the content for helping other organizations in onboarding new engineers into the role and provide guidance for aspiring individuals to get into the role. We realize that the initial content we created is just a starting point and we hope that the community can help in the journey of refining and expanding the content. Checkout the contributing guide to get started.","title":"Home"},{"location":"#school-of-sre","text":"In early 2019, we started visiting campuses across India to recruit the best and brightest minds to ensure LinkedIn, and all the services that make up its complex technology stack, is always available for everyone. This critical function at Linkedin falls under the purview of the Site Engineering team and Site Reliability Engineers (SREs) who are Software Engineers specializing in reliability. SREs apply the principles of computer science and engineering to the design, development and operation of computer systems: generally, large scale, distributed ones As we continued on this journey we started getting a lot of questions from these campuses on what exactly the site reliability engineering role entails? And, how could someone learn the skills and the disciplines involved to become a successful site reliability engineer? Fast forward a few months, and a few of these campus students had joined LinkedIn either as interns or as full-time engineers to become a part of the Site Engineering team; we also had a few lateral hires who joined our organization who were not from a traditional SRE background. That's when a few of us got together and started to think about how we can onboard new graduate engineers to the Site Engineering team. There is a vast amount of resources scattered throughout the web on what the roles and responsibilities of SREs are, how to monitor site health, production incidents, define SLO/SLI etc. But there are very few resources out there guiding someone on the basic skill sets one has to acquire as a beginner. Because of the lack of these resources, we felt that individuals have a tough time getting into open positions in the industry. We created the School Of SRE as a starting point for anyone wanting to build their career as an SRE. In this course, we are focusing on building strong foundational skills. The course is structured in a way to provide more real life examples and how learning each of these topics can play an important role in day to day SRE life. Currently we are covering the following topics under the School Of SRE: Fundamentals Series Linux Basics Git Linux Networking Python and Web Data Relational databases(MySQL) NoSQL concepts Big Data Systems Design Security We believe continuous learning will help in acquiring deeper knowledge and competencies in order to expand your skill sets, every module has added references which could be a guide for further learning. Our hope is that by going through these modules we should be able to build the essential skills required for a Site Reliability Engineer. At Linkedin, we are using this curriculum for onboarding our non-traditional hires and new college grads into the SRE role. We had multiple rounds of successful onboarding experience with new employees and the course helped them be productive in a very short period of time. This motivated us to open source the content for helping other organizations in onboarding new engineers into the role and provide guidance for aspiring individuals to get into the role. We realize that the initial content we created is just a starting point and we hope that the community can help in the journey of refining and expanding the content. Checkout the contributing guide to get started.","title":"School of SRE"},{"location":"CODE_OF_CONDUCT/","text":"This code of conduct outlines expectations for participation in LinkedIn-managed open source communities, as well as steps for reporting unacceptable behavior. We are committed to providing a welcoming and inspiring community for all. People violating this code of conduct may be banned from the community. Our open source communities strive to: Be friendly and patient: Remember you might not be communicating in someone else's primary spoken or programming language, and others may not have your level of understanding. Be welcoming: Our communities welcome and support people of all backgrounds and identities. This includes, but is not limited to members of any race, ethnicity, culture, national origin, color, immigration status, social and economic class, educational level, sex, sexual orientation, gender identity and expression, age, size, family status, political belief, religion, and mental and physical ability. Be respectful: We are a world-wide community of professionals, and we conduct ourselves professionally. Disagreement is no excuse for poor behavior and poor manners. Disrespectful and unacceptable behavior includes, but is not limited to: Violent threats or language. Discriminatory or derogatory jokes and language. Posting sexually explicit or violent material. Posting, or threatening to post, people's personally identifying information (\"doxing\"). Insults, especially those using discriminatory terms or slurs. Behavior that could be perceived as sexual attention. Advocating for or encouraging any of the above behaviors. Understand disagreements: Disagreements, both social and technical, are useful learning opportunities. Seek to understand the other viewpoints and resolve differences constructively. This code is not exhaustive or complete. It serves to capture our common understanding of a productive, collaborative environment. We expect the code to be followed in spirit as much as in the letter. Scope This code of conduct applies to all repos and communities for LinkedIn-managed open source projects regardless of whether or not the repo explicitly calls out its use of this code. The code also applies in public spaces when an individual is representing a project or its community. Examples include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. Note: Some LinkedIn-managed communities have codes of conduct that pre-date this document and issue resolution process. While communities are not required to change their code, they are expected to use the resolution process outlined here. The review team will coordinate with the communities involved to address your concerns. Reporting Code of Conduct Issues We encourage all communities to resolve issues on their own whenever possible. This builds a broader and deeper understanding and ultimately a healthier interaction. In the event that an issue cannot be resolved locally, please feel free to report your concerns by contacting oss@linkedin.com . In your report please include: Your contact information. Names (real, usernames or pseudonyms) of any individuals involved. If there are additional witnesses, please include them as well. Your account of what occurred, and if you believe the incident is ongoing. If there is a publicly available record (e.g. a mailing list archive or a public chat log), please include a link or attachment. Any additional information that may be helpful. All reports will be reviewed by a multi-person team and will result in a response that is deemed necessary and appropriate to the circumstances. Where additional perspectives are needed, the team may seek insight from others with relevant expertise or experience. The confidentiality of the person reporting the incident will be kept at all times. Involved parties are never part of the review team. Anyone asked to stop unacceptable behavior is expected to comply immediately. If an individual engages in unacceptable behavior, the review team may take any action they deem appropriate, including a permanent ban from the community. This code of conduct is based on the Microsoft Open Source Code of Conduct which was based on the template established by the TODO Group and used by numerous other large communities (e.g., Facebook , Yahoo , Twitter , GitHub ) and the Scope section from the Contributor Covenant version 1.4 .","title":"Code of Conduct"},{"location":"CODE_OF_CONDUCT/#scope","text":"This code of conduct applies to all repos and communities for LinkedIn-managed open source projects regardless of whether or not the repo explicitly calls out its use of this code. The code also applies in public spaces when an individual is representing a project or its community. Examples include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers. Note: Some LinkedIn-managed communities have codes of conduct that pre-date this document and issue resolution process. While communities are not required to change their code, they are expected to use the resolution process outlined here. The review team will coordinate with the communities involved to address your concerns.","title":"Scope"},{"location":"CODE_OF_CONDUCT/#reporting-code-of-conduct-issues","text":"We encourage all communities to resolve issues on their own whenever possible. This builds a broader and deeper understanding and ultimately a healthier interaction. In the event that an issue cannot be resolved locally, please feel free to report your concerns by contacting oss@linkedin.com . In your report please include: Your contact information. Names (real, usernames or pseudonyms) of any individuals involved. If there are additional witnesses, please include them as well. Your account of what occurred, and if you believe the incident is ongoing. If there is a publicly available record (e.g. a mailing list archive or a public chat log), please include a link or attachment. Any additional information that may be helpful. All reports will be reviewed by a multi-person team and will result in a response that is deemed necessary and appropriate to the circumstances. Where additional perspectives are needed, the team may seek insight from others with relevant expertise or experience. The confidentiality of the person reporting the incident will be kept at all times. Involved parties are never part of the review team. Anyone asked to stop unacceptable behavior is expected to comply immediately. If an individual engages in unacceptable behavior, the review team may take any action they deem appropriate, including a permanent ban from the community. This code of conduct is based on the Microsoft Open Source Code of Conduct which was based on the template established by the TODO Group and used by numerous other large communities (e.g., Facebook , Yahoo , Twitter , GitHub ) and the Scope section from the Contributor Covenant version 1.4 .","title":"Reporting Code of Conduct Issues"},{"location":"CONTRIBUTING/","text":"We realise that the initial content we created is just a starting point and our hope is that the community can help in the journey refining and extending the contents. As a contributor, you represent that the content you submit is not plagiarised. By submitting the content, you (and, if applicable, your employer) are licensing the submitted content to LinkedIn and the open source community subject to the Creative Commons Attribution 4.0 International Public License. Repository URL : https://github.com/linkedin/school-of-sre Contributing Guidelines Ensure that you adhere to the following guidelines: Should be about principles and concepts that can be applied in any company or individual project. Do not focus on particular tools or tech stack(which usually change over time). Adhere to the Code of Conduct . Should be relevant to the roles and responsibilities of an SRE. Should be locally tested (see steps for testing) and well formatted. It is good practice to open an issue first and discuss your changes before submitting a pull request. This way, you can incorporate ideas from others before you even start. Building and testing locally Run the following commands to build and view the site locally before opening a PR. python3 -m venv .venv source .venv/bin/activate pip install -r requirements.txt mkdocs build mkdocs serve Opening a PR Follow the https://guides.github.com/introduction/flow/ for your contributions. Fork this repo, create a feature branch, commit your changes and open a PR to this repo.","title":"Contribute"},{"location":"CONTRIBUTING/#contributing-guidelines","text":"Ensure that you adhere to the following guidelines: Should be about principles and concepts that can be applied in any company or individual project. Do not focus on particular tools or tech stack(which usually change over time). Adhere to the Code of Conduct . Should be relevant to the roles and responsibilities of an SRE. Should be locally tested (see steps for testing) and well formatted. It is good practice to open an issue first and discuss your changes before submitting a pull request. This way, you can incorporate ideas from others before you even start.","title":"Contributing Guidelines"},{"location":"CONTRIBUTING/#building-and-testing-locally","text":"Run the following commands to build and view the site locally before opening a PR. python3 -m venv .venv source .venv/bin/activate pip install -r requirements.txt mkdocs build mkdocs serve","title":"Building and testing locally"},{"location":"CONTRIBUTING/#opening-a-pr","text":"Follow the https://guides.github.com/introduction/flow/ for your contributions. Fork this repo, create a feature branch, commit your changes and open a PR to this repo.","title":"Opening a PR"},{"location":"big_data/evolution/","text":"Evolution of Hadoop Architecture of Hadoop HDFS The Hadoop Distributed File System (HDFS) is a distributed file system designed to run on commodity hardware. It has many similarities with existing distributed file systems. However, the differences from other distributed file systems are significant. HDFS is highly fault-tolerant and is designed to be deployed on low-cost hardware. HDFS provides high throughput access to application data and is suitable for applications that have large data sets. HDFS is part of the Apache Hadoop Core project . NameNode: is the arbitrator and central repository of file namespace in the cluster. The NameNode executes the operations such as opening, closing, and renaming files and directories. DataNode: manages the storage attached to the node on which it runs. It is responsible for serving all the read and writes requests. It performs operations on instructions on NameNode such as creation, deletion, and replications of blocks. Client: Responsible for getting the required metadata from the namenode and then communicating with the datanodes for reads and writes. YARN YARN stands for \u201cYet Another Resource Negotiator\u201c. It was introduced in Hadoop 2.0 to remove the bottleneck on Job Tracker which was present in Hadoop 1.0. YARN was described as a \u201cRedesigned Resource Manager\u201d at the time of its launching, but it has now evolved to be known as a large-scale distributed operating system used for Big Data processing. The main components of YARN architecture include: Client: It submits map-reduce(MR) jobs to the resource manager. Resource Manager: It is the master daemon of YARN and is responsible for resource assignment and management among all the applications. Whenever it receives a processing request, it forwards it to the corresponding node manager and allocates resources for the completion of the request accordingly. It has two major components: Scheduler: It performs scheduling based on the allocated application and available resources. It is a pure scheduler, which means that it does not perform other tasks such as monitoring or tracking and does not guarantee a restart if a task fails. The YARN scheduler supports plugins such as Capacity Scheduler and Fair Scheduler to partition the cluster resources. Application manager: It is responsible for accepting the application and negotiating the first container from the resource manager. It also restarts the Application Manager container if a task fails. Node Manager: It takes care of individual nodes on the Hadoop cluster and manages application and workflow and that particular node. Its primary job is to keep up with the Node Manager. It monitors resource usage, performs log management, and also kills a container based on directions from the resource manager. It is also responsible for creating the container process and starting it at the request of the Application master. Application Master: An application is a single job submitted to a framework. The application manager is responsible for negotiating resources with the resource manager, tracking the status, and monitoring the progress of a single application. The application master requests the container from the node manager by sending a Container Launch Context(CLC) which includes everything an application needs to run. Once the application is started, it sends the health report to the resource manager from time-to-time. Container: It is a collection of physical resources such as RAM, CPU cores, and disk on a single node. The containers are invoked by Container Launch Context(CLC) which is a record that contains information such as environment variables, security tokens, dependencies, etc. MapReduce framework The term MapReduce represents two separate and distinct tasks Hadoop programs perform-Map Job and Reduce Job. Map jobs take data sets as input and process them to produce key-value pairs. Reduce job takes the output of the Map job i.e. the key-value pairs and aggregates them to produce desired results. Hadoop MapReduce (Hadoop Map/Reduce) is a software framework for distributed processing of large data sets on computing clusters. Mapreduce helps to split the input data set into a number of parts and run a program on all data parts parallel at once. Please find the below Word count example demonstrating the usage of the MapReduce framework: Other tooling around Hadoop Hive Uses a language called HQL which is very SQL like. Gives non-programmers the ability to query and analyze data in Hadoop. Is basically an abstraction layer on top of map-reduce. Ex. HQL query: SELECT pet.name, comment FROM pet JOIN event ON (pet.name = event.name); In mysql: SELECT pet.name, comment FROM pet, event WHERE pet.name = event.name; Pig Uses a scripting language called Pig Latin, which is more workflow driven. Don't need to be an expert Java programmer but need a few coding skills. Is also an abstraction layer on top of map-reduce. Here is a quick question for you: What is the output of running the pig queries in the right column against the data present in the left column in the below image? Output: 7,Komal,Nayak,24,9848022334,trivendram 8,Bharathi,Nambiayar,24,9848022333,Chennai 5,Trupthi,Mohanthy,23,9848022336,Bhuwaneshwar 6,Archana,Mishra,23,9848022335,Chennai Spark Spark provides primitives for in-memory cluster computing that allows user programs to load data into a cluster\u2019s memory and query it repeatedly, making it well suited to machine learning algorithms. Presto Presto is a high performance, distributed SQL query engine for Big Data. Its architecture allows users to query a variety of data sources such as Hadoop, AWS S3, Alluxio, MySQL, Cassandra, Kafka, and MongoDB. Example presto query: use studentDB; show tables; SELECT roll_no, name FROM studentDB.studentDetails where section=\u2019A\u2019 limit 5; Data Serialisation and storage In order to transport the data over the network or to store on some persistent storage, we use the process of translating data structures or objects state into binary or textual form. We call this process serialization.. Avro data is stored in a container file (a .avro file) and its schema (the .avsc file) is stored with the data file. Apache Hive provides support to store a table as Avro and can also query data in this serialisation format.","title":"Evolution and Architecture of Hadoop"},{"location":"big_data/evolution/#evolution-of-hadoop","text":"","title":"Evolution of Hadoop"},{"location":"big_data/evolution/#architecture-of-hadoop","text":"HDFS The Hadoop Distributed File System (HDFS) is a distributed file system designed to run on commodity hardware. It has many similarities with existing distributed file systems. However, the differences from other distributed file systems are significant. HDFS is highly fault-tolerant and is designed to be deployed on low-cost hardware. HDFS provides high throughput access to application data and is suitable for applications that have large data sets. HDFS is part of the Apache Hadoop Core project . NameNode: is the arbitrator and central repository of file namespace in the cluster. The NameNode executes the operations such as opening, closing, and renaming files and directories. DataNode: manages the storage attached to the node on which it runs. It is responsible for serving all the read and writes requests. It performs operations on instructions on NameNode such as creation, deletion, and replications of blocks. Client: Responsible for getting the required metadata from the namenode and then communicating with the datanodes for reads and writes. YARN YARN stands for \u201cYet Another Resource Negotiator\u201c. It was introduced in Hadoop 2.0 to remove the bottleneck on Job Tracker which was present in Hadoop 1.0. YARN was described as a \u201cRedesigned Resource Manager\u201d at the time of its launching, but it has now evolved to be known as a large-scale distributed operating system used for Big Data processing. The main components of YARN architecture include: Client: It submits map-reduce(MR) jobs to the resource manager. Resource Manager: It is the master daemon of YARN and is responsible for resource assignment and management among all the applications. Whenever it receives a processing request, it forwards it to the corresponding node manager and allocates resources for the completion of the request accordingly. It has two major components: Scheduler: It performs scheduling based on the allocated application and available resources. It is a pure scheduler, which means that it does not perform other tasks such as monitoring or tracking and does not guarantee a restart if a task fails. The YARN scheduler supports plugins such as Capacity Scheduler and Fair Scheduler to partition the cluster resources. Application manager: It is responsible for accepting the application and negotiating the first container from the resource manager. It also restarts the Application Manager container if a task fails. Node Manager: It takes care of individual nodes on the Hadoop cluster and manages application and workflow and that particular node. Its primary job is to keep up with the Node Manager. It monitors resource usage, performs log management, and also kills a container based on directions from the resource manager. It is also responsible for creating the container process and starting it at the request of the Application master. Application Master: An application is a single job submitted to a framework. The application manager is responsible for negotiating resources with the resource manager, tracking the status, and monitoring the progress of a single application. The application master requests the container from the node manager by sending a Container Launch Context(CLC) which includes everything an application needs to run. Once the application is started, it sends the health report to the resource manager from time-to-time. Container: It is a collection of physical resources such as RAM, CPU cores, and disk on a single node. The containers are invoked by Container Launch Context(CLC) which is a record that contains information such as environment variables, security tokens, dependencies, etc.","title":"Architecture of Hadoop"},{"location":"big_data/evolution/#mapreduce-framework","text":"The term MapReduce represents two separate and distinct tasks Hadoop programs perform-Map Job and Reduce Job. Map jobs take data sets as input and process them to produce key-value pairs. Reduce job takes the output of the Map job i.e. the key-value pairs and aggregates them to produce desired results. Hadoop MapReduce (Hadoop Map/Reduce) is a software framework for distributed processing of large data sets on computing clusters. Mapreduce helps to split the input data set into a number of parts and run a program on all data parts parallel at once. Please find the below Word count example demonstrating the usage of the MapReduce framework:","title":"MapReduce framework"},{"location":"big_data/evolution/#other-tooling-around-hadoop","text":"Hive Uses a language called HQL which is very SQL like. Gives non-programmers the ability to query and analyze data in Hadoop. Is basically an abstraction layer on top of map-reduce. Ex. HQL query: SELECT pet.name, comment FROM pet JOIN event ON (pet.name = event.name); In mysql: SELECT pet.name, comment FROM pet, event WHERE pet.name = event.name; Pig Uses a scripting language called Pig Latin, which is more workflow driven. Don't need to be an expert Java programmer but need a few coding skills. Is also an abstraction layer on top of map-reduce. Here is a quick question for you: What is the output of running the pig queries in the right column against the data present in the left column in the below image? Output: 7,Komal,Nayak,24,9848022334,trivendram 8,Bharathi,Nambiayar,24,9848022333,Chennai 5,Trupthi,Mohanthy,23,9848022336,Bhuwaneshwar 6,Archana,Mishra,23,9848022335,Chennai Spark Spark provides primitives for in-memory cluster computing that allows user programs to load data into a cluster\u2019s memory and query it repeatedly, making it well suited to machine learning algorithms. Presto Presto is a high performance, distributed SQL query engine for Big Data. Its architecture allows users to query a variety of data sources such as Hadoop, AWS S3, Alluxio, MySQL, Cassandra, Kafka, and MongoDB. Example presto query: use studentDB; show tables; SELECT roll_no, name FROM studentDB.studentDetails where section=\u2019A\u2019 limit 5;","title":"Other tooling around Hadoop"},{"location":"big_data/evolution/#data-serialisation-and-storage","text":"In order to transport the data over the network or to store on some persistent storage, we use the process of translating data structures or objects state into binary or textual form. We call this process serialization.. Avro data is stored in a container file (a .avro file) and its schema (the .avsc file) is stored with the data file. Apache Hive provides support to store a table as Avro and can also query data in this serialisation format.","title":"Data Serialisation and storage"},{"location":"big_data/intro/","text":"Big Data Prerequisites Basics of Linux File systems. Basic understanding of System Design. What to expect from this course This course covers the basics of Big Data and how it has evolved to become what it is today. We will take a look at a few realistic scenarios where Big Data would be a perfect fit. An interesting assignment on designing a Big Data system is followed by understanding the architecture of Hadoop and the tooling around it. What is not covered under this course Writing programs to draw analytics from data. Course Contents Overview of Big Data Usage of Big Data techniques Evolution of Hadoop Architecture of hadoop HDFS Yarn MapReduce framework Other tooling around hadoop Hive Pig Spark Presto Data Serialisation and storage Overview of Big Data Big Data is a collection of large datasets that cannot be processed using traditional computing techniques. It is not a single technique or a tool, rather it has become a complete subject, which involves various tools, techniques, and frameworks. Big Data could consist of Structured data Unstructured data Semi-structured data Characteristics of Big Data: Volume Variety Velocity Variability Examples of Big Data generation include stock exchanges, social media sites, jet engines, etc. Usage of Big Data Techniques Take the example of the traffic lights problem. There are more than 300,000 traffic lights in the US as of 2018. Let us assume that we placed a device on each of them to collect metrics and send it to a central metrics collection system. If each of the IoT devices sends 10 events per minute, we have 300000x10x60x24 = 432x10^7 events per day. How would you go about processing that and telling me how many of the signals were \u201cgreen\u201d at 10:45 am on a particular day? Consider the next example on Unified Payments Interface (UPI) transactions: We had about 1.15 billion UPI transactions in the month of October 2019 in India. If we try to extrapolate this data to about a year and try to find out some common payments that were happening through a particular UPI ID, how do you suggest we go about that?","title":"Introduction"},{"location":"big_data/intro/#big-data","text":"","title":"Big Data"},{"location":"big_data/intro/#prerequisites","text":"Basics of Linux File systems. Basic understanding of System Design.","title":"Prerequisites"},{"location":"big_data/intro/#what-to-expect-from-this-course","text":"This course covers the basics of Big Data and how it has evolved to become what it is today. We will take a look at a few realistic scenarios where Big Data would be a perfect fit. An interesting assignment on designing a Big Data system is followed by understanding the architecture of Hadoop and the tooling around it.","title":"What to expect from this course"},{"location":"big_data/intro/#what-is-not-covered-under-this-course","text":"Writing programs to draw analytics from data.","title":"What is not covered under this course"},{"location":"big_data/intro/#course-contents","text":"Overview of Big Data Usage of Big Data techniques Evolution of Hadoop Architecture of hadoop HDFS Yarn MapReduce framework Other tooling around hadoop Hive Pig Spark Presto Data Serialisation and storage","title":"Course Contents"},{"location":"big_data/intro/#overview-of-big-data","text":"Big Data is a collection of large datasets that cannot be processed using traditional computing techniques. It is not a single technique or a tool, rather it has become a complete subject, which involves various tools, techniques, and frameworks. Big Data could consist of Structured data Unstructured data Semi-structured data Characteristics of Big Data: Volume Variety Velocity Variability Examples of Big Data generation include stock exchanges, social media sites, jet engines, etc.","title":"Overview of Big Data"},{"location":"big_data/intro/#usage-of-big-data-techniques","text":"Take the example of the traffic lights problem. There are more than 300,000 traffic lights in the US as of 2018. Let us assume that we placed a device on each of them to collect metrics and send it to a central metrics collection system. If each of the IoT devices sends 10 events per minute, we have 300000x10x60x24 = 432x10^7 events per day. How would you go about processing that and telling me how many of the signals were \u201cgreen\u201d at 10:45 am on a particular day? Consider the next example on Unified Payments Interface (UPI) transactions: We had about 1.15 billion UPI transactions in the month of October 2019 in India. If we try to extrapolate this data to about a year and try to find out some common payments that were happening through a particular UPI ID, how do you suggest we go about that?","title":"Usage of Big Data Techniques"},{"location":"big_data/tasks/","text":"Tasks and conclusion Post-training tasks: Try setting up your own 3 node Hadoop cluster. A VM based solution can be found here Write a simple spark/MR job of your choice and understand how to generate analytics from data. Sample dataset can be found here References: Hadoop documentation HDFS Architecture YARN Architecture Google GFS paper","title":"Conclusion"},{"location":"big_data/tasks/#tasks-and-conclusion","text":"","title":"Tasks and conclusion"},{"location":"big_data/tasks/#post-training-tasks","text":"Try setting up your own 3 node Hadoop cluster. A VM based solution can be found here Write a simple spark/MR job of your choice and understand how to generate analytics from data. Sample dataset can be found here","title":"Post-training tasks:"},{"location":"big_data/tasks/#references","text":"Hadoop documentation HDFS Architecture YARN Architecture Google GFS paper","title":"References:"},{"location":"databases_nosql/further_reading/","text":"Conclusion We have covered basic concepts of NoSQL databases. There is much more to learn and do. We hope this course gives you a good start and inspires you to explore further. Further reading NoSQL: https://hostingdata.co.uk/nosql-database/ https://www.mongodb.com/nosql-explained https://www.mongodb.com/nosql-explained/nosql-vs-sql Cap Theorem http://www.julianbrowne.com/article/brewers-cap-theorem Scalability http://www.slideshare.net/jboner/scalability-availability-stability-patterns Eventual Consistency https://www.allthingsdistributed.com/2008/12/eventually_consistent.html https://www.toptal.com/big-data/consistent-hashing https://web.stanford.edu/class/cs244/papers/chord_TON_2003.pdf","title":"Conclusion"},{"location":"databases_nosql/further_reading/#conclusion","text":"We have covered basic concepts of NoSQL databases. There is much more to learn and do. We hope this course gives you a good start and inspires you to explore further.","title":"Conclusion"},{"location":"databases_nosql/further_reading/#further-reading","text":"NoSQL: https://hostingdata.co.uk/nosql-database/ https://www.mongodb.com/nosql-explained https://www.mongodb.com/nosql-explained/nosql-vs-sql Cap Theorem http://www.julianbrowne.com/article/brewers-cap-theorem Scalability http://www.slideshare.net/jboner/scalability-availability-stability-patterns Eventual Consistency https://www.allthingsdistributed.com/2008/12/eventually_consistent.html https://www.toptal.com/big-data/consistent-hashing https://web.stanford.edu/class/cs244/papers/chord_TON_2003.pdf","title":"Further reading"},{"location":"databases_nosql/intro/","text":"NoSQL Concepts Prerequisites Relational Databases What to expect from this course At the end of training, you will have an understanding of what a NoSQL database is, what kind of advantages or disadvantages it has over traditional RDBMS, learn about different types of NoSQL databases and understand some of the underlying concepts & trade offs w.r.t to NoSQL. What is not covered under this course We will not be deep diving into any specific NoSQL Database. Course Contents Introduction to NoSQL CAP Theorem Data versioning Partitioning Hashing Quorum Introduction When people use the term \u201cNoSQL database\u201d, they typically use it to refer to any non-relational database. Some say the term \u201cNoSQL\u201d stands for \u201cnon SQL\u201d while others say it stands for \u201cnot only SQL.\u201d Either way, most agree that NoSQL databases are databases that store data in a format other than relational tables. A common misconception is that NoSQL databases or non-relational databases don\u2019t store relationship data well. NoSQL databases can store relationship data\u2014they just store it differently than relational databases do. In fact, when compared with SQL databases, many find modeling relationship data in NoSQL databases to be easier , because related data doesn\u2019t have to be split between tables. Such databases have existed since the late 1960s, but the name \"NoSQL\" was only coined in the early 21st century. NASA used a NoSQL database to track inventory for the Apollo mission. NoSQL databases emerged in the late 2000s as the cost of storage dramatically decreased. Gone were the days of needing to create a complex, difficult-to-manage data model simply for the purposes of reducing data duplication. Developers (rather than storage) were becoming the primary cost of software development, so NoSQL databases optimized for developer productivity. With the rise of Agile development methodology, NoSQL databases were developed with a focus on scaling, fast performance and at the same time allowed for frequent application changes and made programming easier. Types of NoSQL databases: Over time due to the way these NoSQL databases were developed to suit requirements at different companies, we ended up with quite a few types of them. However, they can be broadly classified into 4 types. Some of the databases can overlap between different types. They are Document databases: They store data in documents similar to JSON (JavaScript Object Notation) objects. Each document contains pairs of fields and values. The values can typically be a variety of types including things like strings, numbers, booleans, arrays, or objects, and their structures typically align with objects developers are working with in code. The advantages include intuitive data model & flexible schemas. Because of their variety of field value types and powerful query languages, document databases are great for a wide variety of use cases and can be used as a general purpose database. They can horizontally scale-out to accomodate large data volumes. Ex: MongoDB, Couchbase Key-Value databases: These are a simpler type of databases where each item contains keys and values. A value can typically only be retrieved by referencing its value, so learning how to query for a specific key-value pair is typically simple. Key-value databases are great for use cases where you need to store large amounts of data but you don\u2019t need to perform complex queries to retrieve it. Common use cases include storing user preferences or caching. Ex: Redis , DynamoDB , Voldemort / Venice (Linkedin), Wide-Column stores: They store data in tables, rows, and dynamic columns. Wide-column stores provide a lot of flexibility over relational databases because each row is not required to have the same columns. Many consider wide-column stores to be two-dimensional key-value databases. Wide-column stores are great for when you need to store large amounts of data and you can predict what your query patterns will be. Wide-column stores are commonly used for storing Internet of Things data and user profile data. Cassandra and HBase are two of the most popular wide-column stores. Graph Databases: These databases store data in nodes and edges. Nodes typically store information about people, places, and things while edges store information about the relationships between the nodes. The underlying storage mechanism of graph databases can vary. Some depend on a relational engine and \u201cstore\u201d the graph data in a table (although a table is a logical element, therefore this approach imposes another level of abstraction between the graph database, the graph database management system and the physical devices where the data is actually stored). Others use a key-value store or document-oriented database for storage, making them inherently NoSQL structures. Graph databases excel in use cases where you need to traverse relationships to look for patterns such as social networks, fraud detection, and recommendation engines. Ex: Neo4j Comparison Performance Scalability Flexibility Complexity Functionality Key Value high high high none Variable Document stores high Variable (high) high low Variable (low) Column DB high high moderate low minimal Graph Variable Variable high high Graph theory Differences between SQL and NoSQL The table below summarizes the main differences between SQL and NoSQL databases. SQL Databases NoSQL Databases Data Storage Model Tables with fixed rows and columns Document: JSON documents, Key-value: key-value pairs, Wide-column: tables with rows and dynamic columns, Graph: nodes and edges Primary Purpose General purpose Document: general purpose, Key-value: large amounts of data with simple lookup queries, Wide-column: large amounts of data with predictable query patterns, Graph: analyzing and traversing relationships between connected data Schemas Rigid Flexible Scaling Vertical (scale-up with a larger server) Horizontal (scale-out across commodity servers) Multi-Record ACID Transactions Supported Most do not support multi-record ACID transactions. However, some\u2014like MongoDB\u2014do. Joins Typically required Typically not required Data to Object Mapping Requires ORM (object-relational mapping) Many do not require ORMs. Document DB documents map directly to data structures in most popular programming languages. Advantages Flexible Data Models Most NoSQL systems feature flexible schemas. A flexible schema means you can easily modify your database schema to add or remove fields to support for evolving application requirements. This facilitates with continuous application development of new features without database operation overhead. Horizontal Scaling Most NoSQL systems allow you to scale horizontally, which means you can add in cheaper & commodity hardware, whenever you want to scale a system. On the other hand SQL systems generally scale Vertically (a more powerful server). NoSQL systems can also host huge data sets when compared to traditional SQL systems. Fast Queries NoSQL can generally be a lot faster than traditional SQL systems due to data denormalization and horizontal scaling. Most NoSQL systems also tend to store similar data together facilitating faster query responses. Developer productivity NoSQL systems tend to map data based on the programming data structures. As a result developers need to perform fewer data transformations leading to increased productivity & fewer bugs.","title":"Introduction"},{"location":"databases_nosql/intro/#nosql-concepts","text":"","title":"NoSQL Concepts"},{"location":"databases_nosql/intro/#prerequisites","text":"Relational Databases","title":"Prerequisites"},{"location":"databases_nosql/intro/#what-to-expect-from-this-course","text":"At the end of training, you will have an understanding of what a NoSQL database is, what kind of advantages or disadvantages it has over traditional RDBMS, learn about different types of NoSQL databases and understand some of the underlying concepts & trade offs w.r.t to NoSQL.","title":"What to expect from this course"},{"location":"databases_nosql/intro/#what-is-not-covered-under-this-course","text":"We will not be deep diving into any specific NoSQL Database.","title":"What is not covered under this course"},{"location":"databases_nosql/intro/#course-contents","text":"Introduction to NoSQL CAP Theorem Data versioning Partitioning Hashing Quorum","title":"Course Contents"},{"location":"databases_nosql/intro/#introduction","text":"When people use the term \u201cNoSQL database\u201d, they typically use it to refer to any non-relational database. Some say the term \u201cNoSQL\u201d stands for \u201cnon SQL\u201d while others say it stands for \u201cnot only SQL.\u201d Either way, most agree that NoSQL databases are databases that store data in a format other than relational tables. A common misconception is that NoSQL databases or non-relational databases don\u2019t store relationship data well. NoSQL databases can store relationship data\u2014they just store it differently than relational databases do. In fact, when compared with SQL databases, many find modeling relationship data in NoSQL databases to be easier , because related data doesn\u2019t have to be split between tables. Such databases have existed since the late 1960s, but the name \"NoSQL\" was only coined in the early 21st century. NASA used a NoSQL database to track inventory for the Apollo mission. NoSQL databases emerged in the late 2000s as the cost of storage dramatically decreased. Gone were the days of needing to create a complex, difficult-to-manage data model simply for the purposes of reducing data duplication. Developers (rather than storage) were becoming the primary cost of software development, so NoSQL databases optimized for developer productivity. With the rise of Agile development methodology, NoSQL databases were developed with a focus on scaling, fast performance and at the same time allowed for frequent application changes and made programming easier.","title":"Introduction"},{"location":"databases_nosql/intro/#types-of-nosql-databases","text":"Over time due to the way these NoSQL databases were developed to suit requirements at different companies, we ended up with quite a few types of them. However, they can be broadly classified into 4 types. Some of the databases can overlap between different types. They are Document databases: They store data in documents similar to JSON (JavaScript Object Notation) objects. Each document contains pairs of fields and values. The values can typically be a variety of types including things like strings, numbers, booleans, arrays, or objects, and their structures typically align with objects developers are working with in code. The advantages include intuitive data model & flexible schemas. Because of their variety of field value types and powerful query languages, document databases are great for a wide variety of use cases and can be used as a general purpose database. They can horizontally scale-out to accomodate large data volumes. Ex: MongoDB, Couchbase Key-Value databases: These are a simpler type of databases where each item contains keys and values. A value can typically only be retrieved by referencing its value, so learning how to query for a specific key-value pair is typically simple. Key-value databases are great for use cases where you need to store large amounts of data but you don\u2019t need to perform complex queries to retrieve it. Common use cases include storing user preferences or caching. Ex: Redis , DynamoDB , Voldemort / Venice (Linkedin), Wide-Column stores: They store data in tables, rows, and dynamic columns. Wide-column stores provide a lot of flexibility over relational databases because each row is not required to have the same columns. Many consider wide-column stores to be two-dimensional key-value databases. Wide-column stores are great for when you need to store large amounts of data and you can predict what your query patterns will be. Wide-column stores are commonly used for storing Internet of Things data and user profile data. Cassandra and HBase are two of the most popular wide-column stores. Graph Databases: These databases store data in nodes and edges. Nodes typically store information about people, places, and things while edges store information about the relationships between the nodes. The underlying storage mechanism of graph databases can vary. Some depend on a relational engine and \u201cstore\u201d the graph data in a table (although a table is a logical element, therefore this approach imposes another level of abstraction between the graph database, the graph database management system and the physical devices where the data is actually stored). Others use a key-value store or document-oriented database for storage, making them inherently NoSQL structures. Graph databases excel in use cases where you need to traverse relationships to look for patterns such as social networks, fraud detection, and recommendation engines. Ex: Neo4j","title":"Types of NoSQL databases:"},{"location":"databases_nosql/intro/#comparison","text":"Performance Scalability Flexibility Complexity Functionality Key Value high high high none Variable Document stores high Variable (high) high low Variable (low) Column DB high high moderate low minimal Graph Variable Variable high high Graph theory","title":"Comparison"},{"location":"databases_nosql/intro/#differences-between-sql-and-nosql","text":"The table below summarizes the main differences between SQL and NoSQL databases. SQL Databases NoSQL Databases Data Storage Model Tables with fixed rows and columns Document: JSON documents, Key-value: key-value pairs, Wide-column: tables with rows and dynamic columns, Graph: nodes and edges Primary Purpose General purpose Document: general purpose, Key-value: large amounts of data with simple lookup queries, Wide-column: large amounts of data with predictable query patterns, Graph: analyzing and traversing relationships between connected data Schemas Rigid Flexible Scaling Vertical (scale-up with a larger server) Horizontal (scale-out across commodity servers) Multi-Record ACID Transactions Supported Most do not support multi-record ACID transactions. However, some\u2014like MongoDB\u2014do. Joins Typically required Typically not required Data to Object Mapping Requires ORM (object-relational mapping) Many do not require ORMs. Document DB documents map directly to data structures in most popular programming languages.","title":"Differences between SQL and NoSQL"},{"location":"databases_nosql/intro/#advantages","text":"Flexible Data Models Most NoSQL systems feature flexible schemas. A flexible schema means you can easily modify your database schema to add or remove fields to support for evolving application requirements. This facilitates with continuous application development of new features without database operation overhead. Horizontal Scaling Most NoSQL systems allow you to scale horizontally, which means you can add in cheaper & commodity hardware, whenever you want to scale a system. On the other hand SQL systems generally scale Vertically (a more powerful server). NoSQL systems can also host huge data sets when compared to traditional SQL systems. Fast Queries NoSQL can generally be a lot faster than traditional SQL systems due to data denormalization and horizontal scaling. Most NoSQL systems also tend to store similar data together facilitating faster query responses. Developer productivity NoSQL systems tend to map data based on the programming data structures. As a result developers need to perform fewer data transformations leading to increased productivity & fewer bugs.","title":"Advantages"},{"location":"databases_nosql/key_concepts/","text":"Key Concepts Lets looks at some of the key concepts when we talk about NoSQL or distributed systems CAP Theorem In a keynote titled \u201c Towards Robust Distributed Systems \u201d at ACM\u2019s PODC symposium in 2000 Eric Brewer came up with the so-called CAP-theorem which is widely adopted today by large web companies as well as in the NoSQL community. The CAP acronym stands for C onsistency, A vailability & P artition Tolerance. Consistency It refers to how consistent a system is after an execution. A distributed system is called consistent when a write made by a source is available for all readers of that shared data. Different NoSQL systems support different levels of consistency. Availability It refers to how a system responds to loss of functionality of different systems due to hardware and software failures. A high availability implies that a system is still available to handle operations (reads and writes) when a certain part of the system is down due to a failure or upgrade. Partition Tolerance It is the ability of the system to continue operations in the event of a network partition. A network partition occurs when a failure causes two or more islands of networks where the systems can\u2019t talk to each other across the islands temporarily or permanently. Brewer alleges that one can at most choose two of these three characteristics in a shared-data system. The CAP-theorem states that a choice can only be made for two options out of consistency, availability and partition tolerance. A growing number of use cases in large scale applications tend to value reliability implying that availability & redundancy are more valuable than consistency. As a result these systems struggle to meet ACID properties. They attain this by loosening on the consistency requirement i.e Eventual Consistency. Eventual Consistency means that all readers will see writes, as time goes on: \u201cIn a steady state, the system will eventually return the last written value\u201d. Clients therefore may face an inconsistent state of data as updates are in progress. For instance, in a replicated database updates may go to one node which replicates the latest version to all other nodes that contain a replica of the modified dataset so that the replica nodes eventually will have the latest version. NoSQL systems support different levels of eventual consistency models. For example: Read Your Own Writes Consistency Clients will see their updates immediately after they are written. The reads can hit nodes other than the one where it was written. However they might not see updates by other clients immediately. Session Consistency Clients will see the updates to their data within a session scope. This generally indicates that reads & writes occur on the same server. Other clients using the same nodes will receive the same updates. Casual Consistency A system provides causal consistency if the following condition holds: write operations that are related by potential causality are seen by each process of the system in order. Different processes may observe concurrent writes in different orders Eventual consistency is useful if concurrent updates of the same partitions of data are unlikely and if clients do not immediately depend on reading updates issued by themselves or by other clients. Depending on what consistency model was chosen for the system (or parts of it), determines where the requests are routed, ex: replicas. CAP alternatives illustration Choice Traits Examples Consistency + Availability (Forfeit Partitions) 2-phase commits Cache invalidation protocols Single-site databases Cluster databases LDAP xFS file system Consistency + Partition tolerance (Forfeit Availability) Pessimistic locking Make minority partitions unavailable Distributed databases Distributed locking Majority protocols Availability + Partition tolerance (Forfeit Consistency) expirations/leases conflict resolution optimistic DNS Web caching Versioning of Data in distributed systems When data is distributed across nodes, it can be modified on different nodes at the same time (assuming strict consistency is enforced). Questions arise on conflict resolution for concurrent updates. Some of the popular conflict resolution mechanism are Timestamps This is the most obvious solution. You sort updates based on chronological order and choose the latest update. However this relies on clock synchronization across different parts of the infrastructure. This gets even more complicated when parts of systems are spread across different geographic locations. Optimistic Locking You associate a unique value like a clock or counter with every data update. When a client wants to update data, it has to specify which version of data needs to be updated. This would mean you need to keep track of history of the data versions. Vector Clocks A vector clock is defined as a tuple of clock values from each node. In a distributed environment, each node maintains a tuple of such clock values which represent the state of the nodes itself and its peers/replicas. A clock value may be real timestamps derived from local clock or version no. Vector clocks illustration Vector clocks have the following advantages over other conflict resolution mechanism No dependency on synchronized clocks No total ordering of revision nos required for casual reasoning No need to store and maintain multiple versions of the data on different nodes. Partitioning When the amount of data crosses the capacity of a single node, we need to think of splitting data, creating replicas for load balancing & disaster recovery. Depending on how dynamic the infrastructure is, we have a few approaches that we can take. Memory cached These are partitioned in-memory databases that are primarily used for transient data. These databases are generally used as a front for traditional RDBMS. Most frequently used data is replicated from a rdbms into a memory database to facilitate fast queries and to take the load off from backend DB\u2019s. A very common example is memcached or couchbase. Clustering Traditional cluster mechanisms abstract away the cluster topology from clients. A client need not know where the actual data is residing and which node it is talking to. Clustering is very commonly used in traditional RDBMS where it can help scaling the persistent layer to a certain extent. Separating reads from writes In this method, you will have multiple replicas hosting the same data. The incoming writes are typically sent to a single node (Leader) or multiple nodes (multi-Leader), while the rest of the replicas (Follower) handle reads requests. The leader replicates writes asynchronously to all followers. However the write lag can\u2019t be completely avoided. Sometimes a leader can crash before it replicates all the data to a follower. When this happens, a follower with the most consistent data can be turned into a leader. As you can realize now, it is hard to enforce full consistency in this model. You also need to consider the ratio of read vs write traffic. This model won\u2019t make sense when writes are higher than reads. The replication methods can also vary widely. Some systems do a complete transfer of state periodically, while others use a delta state transfer approach. You could also transfer the state by transferring the operations in order. The followers can then apply the same operations as the leader to catch up. Sharding Sharing refers to dividing data in such a way that data is distributed evenly (both in terms of storage & processing power) across a cluster of nodes. It can also imply data locality, which means similar & related data is stored together to facilitate faster access. A shard in turn can be further replicated to meet load balancing or disaster recovery requirements. A single shard replica might take in all writes (single leader) or multiple replicas can take writes (multi-leader). Reads can be distributed across multiple replicas. Since data is now distributed across multiple nodes, clients should be able to consistently figure out where data is hosted. We will look at some of the common techniques below. The downside of sharding is that joins between shards is not possible. So an upstream/downstream application has to aggregate the results from multiple shards. Sharding example Hashing A hash function is a function that maps one piece of data\u2014typically describing some kind of object, often of arbitrary size\u2014to another piece of data, typically an integer, known as hash code , or simply hash . In a partitioned database, it is important to consistently map a key to a server/replica. For ex: you can use a very simple hash as a modulo function. _p = k mod n_ Where p -> partition, k -> primary key n -> no of nodes The downside of this simple hash is that, whenever the cluster topology changes, the data distribution also changes. When you are dealing with memory caches, it will be easy to distribute partitions around. Whenever a node joins/leaves a topology, partitions can reorder themselves, a cache miss can be re-populated from backend DB. However when you look at persistent data, it is not possible as the new node doesn\u2019t have the data needed to serve it. This brings us to consistent hashing. Consistent Hashing Consistent hashing is a distributed hashing scheme that operates independently of the number of servers or objects in a distributed hash table by assigning them a position on an abstract circle, or hash ring . This allows servers and objects to scale without affecting the overall system. Say that our hash function h() generates a 32-bit integer. Then, to determine to which server we will send a key k, we find the server s whose hash h(s) is the smallest integer that is larger than h(k). To make the process simpler, we assume the table is circular, which means that if we cannot find a server with a hash larger than h(k), we wrap around and start looking from the beginning of the array. Consistent hashing illustration In consistent hashing when a server is removed or added then only the keys from that server are relocated. For example, if server S3 is removed then, all keys from server S3 will be moved to server S4 but keys stored on server S4 and S2 are not relocated. But there is one problem, when server S3 is removed then keys from S3 are not equally distributed among remaining servers S4 and S2. They are only assigned to server S4 which increases the load on server S4. To evenly distribute the load among servers when a server is added or removed, it creates a fixed number of replicas ( known as virtual nodes) of each server and distributes it along the circle. So instead of server labels S1, S2 and S3, we will have S10 S11\u2026S19, S20 S21\u2026S29 and S30 S31\u2026S39. The factor for a number of replicas is also known as weight , depending on the situation. All keys which are mapped to replicas Sij are stored on server Si. To find a key we do the same thing, find the position of the key on the circle and then move forward until you find a server replica. If the server replica is Sij then the key is stored in server Si. Suppose server S3 is removed, then all S3 replicas with labels S30 S31 \u2026 S39 must be removed. Now the objects keys adjacent to S3X labels will be automatically re-assigned to S1X, S2X and S4X. All keys originally assigned to S1, S2 & S4 will not be moved. Similar things happen if we add a server. Suppose we want to add a server S5 as a replacement of S3 then we need to add labels S50 S51 \u2026 S59. In the ideal case, one-fourth of keys from S1, S2 and S4 will be reassigned to S5. When applied to persistent storages, further issues arise: if a node has left the scene, data stored on this node becomes unavailable, unless it has been replicated to other nodes before; in the opposite case of a new node joining the others, adjacent nodes are no longer responsible for some pieces of data which they still store but not get asked for anymore as the corresponding objects are no longer hashed to them by requesting clients. In order to address this issue, a replication factor (r) can be introduced. Introducing replicas in a partitioning scheme\u2014besides reliability benefits\u2014also makes it possible to spread workload for read requests that can go to any physical node responsible for a requested piece of data. Scalability doesn\u2019t work if the clients have to decide between multiple versions of the dataset, because they need to read from a quorum of servers which in turn reduces the efficiency of load balancing. Quorum Quorum is the minimum number of nodes in a cluster that must be online and be able to communicate with each other. If any additional node failure occurs beyond this threshold, the cluster will stop running. To attain a quorum, you need a majority of the nodes. Commonly it is (N/2 + 1), where N is the total no of nodes in the system. For ex, In a 3 node cluster, you need 2 nodes for a majority, In a 5 node cluster, you need 3 nodes for a majority, In a 6 node cluster, you need 4 nodes for a majority. Quorum example Network problems can cause communication failures among cluster nodes. One set of nodes might be able to communicate together across a functioning part of a network but not be able to communicate with a different set of nodes in another part of the network. This is known as split brain in cluster or cluster partitioning. Now the partition which has quorum is allowed to continue running the application. The other partitions are removed from the cluster. Eg: In a 5 node cluster, consider what happens if nodes 1, 2, and 3 can communicate with each other but not with nodes 4 and 5. Nodes 1, 2, and 3 constitute a majority, and they continue running as a cluster. Nodes 4 and 5, being a minority, stop running as a cluster. If node 3 loses communication with other nodes, all nodes stop running as a cluster. However, all functioning nodes will continue to listen for communication, so that when the network begins working again, the cluster can form and begin to run. Below diagram demonstrates Quorum selection on a cluster partitioned into two sets. Cluster Quorum example","title":"Key Concepts"},{"location":"databases_nosql/key_concepts/#key-concepts","text":"Lets looks at some of the key concepts when we talk about NoSQL or distributed systems","title":"Key Concepts"},{"location":"databases_nosql/key_concepts/#cap-theorem","text":"In a keynote titled \u201c Towards Robust Distributed Systems \u201d at ACM\u2019s PODC symposium in 2000 Eric Brewer came up with the so-called CAP-theorem which is widely adopted today by large web companies as well as in the NoSQL community. The CAP acronym stands for C onsistency, A vailability & P artition Tolerance. Consistency It refers to how consistent a system is after an execution. A distributed system is called consistent when a write made by a source is available for all readers of that shared data. Different NoSQL systems support different levels of consistency. Availability It refers to how a system responds to loss of functionality of different systems due to hardware and software failures. A high availability implies that a system is still available to handle operations (reads and writes) when a certain part of the system is down due to a failure or upgrade. Partition Tolerance It is the ability of the system to continue operations in the event of a network partition. A network partition occurs when a failure causes two or more islands of networks where the systems can\u2019t talk to each other across the islands temporarily or permanently. Brewer alleges that one can at most choose two of these three characteristics in a shared-data system. The CAP-theorem states that a choice can only be made for two options out of consistency, availability and partition tolerance. A growing number of use cases in large scale applications tend to value reliability implying that availability & redundancy are more valuable than consistency. As a result these systems struggle to meet ACID properties. They attain this by loosening on the consistency requirement i.e Eventual Consistency. Eventual Consistency means that all readers will see writes, as time goes on: \u201cIn a steady state, the system will eventually return the last written value\u201d. Clients therefore may face an inconsistent state of data as updates are in progress. For instance, in a replicated database updates may go to one node which replicates the latest version to all other nodes that contain a replica of the modified dataset so that the replica nodes eventually will have the latest version. NoSQL systems support different levels of eventual consistency models. For example: Read Your Own Writes Consistency Clients will see their updates immediately after they are written. The reads can hit nodes other than the one where it was written. However they might not see updates by other clients immediately. Session Consistency Clients will see the updates to their data within a session scope. This generally indicates that reads & writes occur on the same server. Other clients using the same nodes will receive the same updates. Casual Consistency A system provides causal consistency if the following condition holds: write operations that are related by potential causality are seen by each process of the system in order. Different processes may observe concurrent writes in different orders Eventual consistency is useful if concurrent updates of the same partitions of data are unlikely and if clients do not immediately depend on reading updates issued by themselves or by other clients. Depending on what consistency model was chosen for the system (or parts of it), determines where the requests are routed, ex: replicas. CAP alternatives illustration Choice Traits Examples Consistency + Availability (Forfeit Partitions) 2-phase commits Cache invalidation protocols Single-site databases Cluster databases LDAP xFS file system Consistency + Partition tolerance (Forfeit Availability) Pessimistic locking Make minority partitions unavailable Distributed databases Distributed locking Majority protocols Availability + Partition tolerance (Forfeit Consistency) expirations/leases conflict resolution optimistic DNS Web caching","title":"CAP Theorem"},{"location":"databases_nosql/key_concepts/#versioning-of-data-in-distributed-systems","text":"When data is distributed across nodes, it can be modified on different nodes at the same time (assuming strict consistency is enforced). Questions arise on conflict resolution for concurrent updates. Some of the popular conflict resolution mechanism are Timestamps This is the most obvious solution. You sort updates based on chronological order and choose the latest update. However this relies on clock synchronization across different parts of the infrastructure. This gets even more complicated when parts of systems are spread across different geographic locations. Optimistic Locking You associate a unique value like a clock or counter with every data update. When a client wants to update data, it has to specify which version of data needs to be updated. This would mean you need to keep track of history of the data versions. Vector Clocks A vector clock is defined as a tuple of clock values from each node. In a distributed environment, each node maintains a tuple of such clock values which represent the state of the nodes itself and its peers/replicas. A clock value may be real timestamps derived from local clock or version no. Vector clocks illustration Vector clocks have the following advantages over other conflict resolution mechanism No dependency on synchronized clocks No total ordering of revision nos required for casual reasoning No need to store and maintain multiple versions of the data on different nodes.","title":"Versioning of Data in distributed systems"},{"location":"databases_nosql/key_concepts/#partitioning","text":"When the amount of data crosses the capacity of a single node, we need to think of splitting data, creating replicas for load balancing & disaster recovery. Depending on how dynamic the infrastructure is, we have a few approaches that we can take. Memory cached These are partitioned in-memory databases that are primarily used for transient data. These databases are generally used as a front for traditional RDBMS. Most frequently used data is replicated from a rdbms into a memory database to facilitate fast queries and to take the load off from backend DB\u2019s. A very common example is memcached or couchbase. Clustering Traditional cluster mechanisms abstract away the cluster topology from clients. A client need not know where the actual data is residing and which node it is talking to. Clustering is very commonly used in traditional RDBMS where it can help scaling the persistent layer to a certain extent. Separating reads from writes In this method, you will have multiple replicas hosting the same data. The incoming writes are typically sent to a single node (Leader) or multiple nodes (multi-Leader), while the rest of the replicas (Follower) handle reads requests. The leader replicates writes asynchronously to all followers. However the write lag can\u2019t be completely avoided. Sometimes a leader can crash before it replicates all the data to a follower. When this happens, a follower with the most consistent data can be turned into a leader. As you can realize now, it is hard to enforce full consistency in this model. You also need to consider the ratio of read vs write traffic. This model won\u2019t make sense when writes are higher than reads. The replication methods can also vary widely. Some systems do a complete transfer of state periodically, while others use a delta state transfer approach. You could also transfer the state by transferring the operations in order. The followers can then apply the same operations as the leader to catch up. Sharding Sharing refers to dividing data in such a way that data is distributed evenly (both in terms of storage & processing power) across a cluster of nodes. It can also imply data locality, which means similar & related data is stored together to facilitate faster access. A shard in turn can be further replicated to meet load balancing or disaster recovery requirements. A single shard replica might take in all writes (single leader) or multiple replicas can take writes (multi-leader). Reads can be distributed across multiple replicas. Since data is now distributed across multiple nodes, clients should be able to consistently figure out where data is hosted. We will look at some of the common techniques below. The downside of sharding is that joins between shards is not possible. So an upstream/downstream application has to aggregate the results from multiple shards. Sharding example","title":"Partitioning"},{"location":"databases_nosql/key_concepts/#hashing","text":"A hash function is a function that maps one piece of data\u2014typically describing some kind of object, often of arbitrary size\u2014to another piece of data, typically an integer, known as hash code , or simply hash . In a partitioned database, it is important to consistently map a key to a server/replica. For ex: you can use a very simple hash as a modulo function. _p = k mod n_ Where p -> partition, k -> primary key n -> no of nodes The downside of this simple hash is that, whenever the cluster topology changes, the data distribution also changes. When you are dealing with memory caches, it will be easy to distribute partitions around. Whenever a node joins/leaves a topology, partitions can reorder themselves, a cache miss can be re-populated from backend DB. However when you look at persistent data, it is not possible as the new node doesn\u2019t have the data needed to serve it. This brings us to consistent hashing.","title":"Hashing"},{"location":"databases_nosql/key_concepts/#consistent-hashing","text":"Consistent hashing is a distributed hashing scheme that operates independently of the number of servers or objects in a distributed hash table by assigning them a position on an abstract circle, or hash ring . This allows servers and objects to scale without affecting the overall system. Say that our hash function h() generates a 32-bit integer. Then, to determine to which server we will send a key k, we find the server s whose hash h(s) is the smallest integer that is larger than h(k). To make the process simpler, we assume the table is circular, which means that if we cannot find a server with a hash larger than h(k), we wrap around and start looking from the beginning of the array. Consistent hashing illustration In consistent hashing when a server is removed or added then only the keys from that server are relocated. For example, if server S3 is removed then, all keys from server S3 will be moved to server S4 but keys stored on server S4 and S2 are not relocated. But there is one problem, when server S3 is removed then keys from S3 are not equally distributed among remaining servers S4 and S2. They are only assigned to server S4 which increases the load on server S4. To evenly distribute the load among servers when a server is added or removed, it creates a fixed number of replicas ( known as virtual nodes) of each server and distributes it along the circle. So instead of server labels S1, S2 and S3, we will have S10 S11\u2026S19, S20 S21\u2026S29 and S30 S31\u2026S39. The factor for a number of replicas is also known as weight , depending on the situation. All keys which are mapped to replicas Sij are stored on server Si. To find a key we do the same thing, find the position of the key on the circle and then move forward until you find a server replica. If the server replica is Sij then the key is stored in server Si. Suppose server S3 is removed, then all S3 replicas with labels S30 S31 \u2026 S39 must be removed. Now the objects keys adjacent to S3X labels will be automatically re-assigned to S1X, S2X and S4X. All keys originally assigned to S1, S2 & S4 will not be moved. Similar things happen if we add a server. Suppose we want to add a server S5 as a replacement of S3 then we need to add labels S50 S51 \u2026 S59. In the ideal case, one-fourth of keys from S1, S2 and S4 will be reassigned to S5. When applied to persistent storages, further issues arise: if a node has left the scene, data stored on this node becomes unavailable, unless it has been replicated to other nodes before; in the opposite case of a new node joining the others, adjacent nodes are no longer responsible for some pieces of data which they still store but not get asked for anymore as the corresponding objects are no longer hashed to them by requesting clients. In order to address this issue, a replication factor (r) can be introduced. Introducing replicas in a partitioning scheme\u2014besides reliability benefits\u2014also makes it possible to spread workload for read requests that can go to any physical node responsible for a requested piece of data. Scalability doesn\u2019t work if the clients have to decide between multiple versions of the dataset, because they need to read from a quorum of servers which in turn reduces the efficiency of load balancing.","title":"Consistent Hashing"},{"location":"databases_nosql/key_concepts/#quorum","text":"Quorum is the minimum number of nodes in a cluster that must be online and be able to communicate with each other. If any additional node failure occurs beyond this threshold, the cluster will stop running. To attain a quorum, you need a majority of the nodes. Commonly it is (N/2 + 1), where N is the total no of nodes in the system. For ex, In a 3 node cluster, you need 2 nodes for a majority, In a 5 node cluster, you need 3 nodes for a majority, In a 6 node cluster, you need 4 nodes for a majority. Quorum example Network problems can cause communication failures among cluster nodes. One set of nodes might be able to communicate together across a functioning part of a network but not be able to communicate with a different set of nodes in another part of the network. This is known as split brain in cluster or cluster partitioning. Now the partition which has quorum is allowed to continue running the application. The other partitions are removed from the cluster. Eg: In a 5 node cluster, consider what happens if nodes 1, 2, and 3 can communicate with each other but not with nodes 4 and 5. Nodes 1, 2, and 3 constitute a majority, and they continue running as a cluster. Nodes 4 and 5, being a minority, stop running as a cluster. If node 3 loses communication with other nodes, all nodes stop running as a cluster. However, all functioning nodes will continue to listen for communication, so that when the network begins working again, the cluster can form and begin to run. Below diagram demonstrates Quorum selection on a cluster partitioned into two sets. Cluster Quorum example","title":"Quorum"},{"location":"databases_sql/concepts/","text":"Relational DBs are used for data storage. Even a file can be used to store data, but relational DBs are designed with specific goals: Efficiency Ease of access and management Organized Handle relations between data (represented as tables) Transaction: a unit of work that can comprise multiple statements, executed together ACID properties Set of properties that guarantee data integrity of DB transactions Atomicity: Each transaction is atomic (succeeds or fails completely) Consistency: Transactions only result in valid state (which includes rules, constraints, triggers etc.) Isolation: Each transaction is executed independently of others safely within a concurrent system Durability: Completed transactions will not be lost due to any later failures Let\u2019s take some examples to illustrate the above properties. Account A has a balance of \u20b9200 & B has \u20b9400. Account A is transferring \u20b9100 to Account B. This transaction has a deduction from sender and an addition into the recipient\u2019s balance. If the first operation passes successfully while the second fails, A\u2019s balance would be \u20b9100 while B would be having \u20b9400 instead of \u20b9500. Atomicity in a DB ensures this partially failed transaction is rolled back. If the second operation above fails, it leaves the DB inconsistent (sum of balance of accounts before and after the operation is not the same). Consistency ensures that this does not happen. There are three operations, one to calculate interest for A\u2019s account, another to add that to A\u2019s account, then transfer \u20b9100 from B to A. Without isolation guarantees, concurrent execution of these 3 operations may lead to a different outcome every time. What happens if the system crashes before the transactions are written to disk? Durability ensures that the changes are applied correctly during recovery. Relational data Tables represent relations Columns (fields) represent attributes Rows are individual records Schema describes the structure of DB SQL A query language to interact with and manage data. CRUD operations - create, read, update, delete queries Management operations - create DBs/tables/indexes etc, backup, import/export, users, access controls Exercise: Classify the below queries into the four types - DDL (definition), DML(manipulation), DCL(control) and TCL(transactions) and explain in detail. insert, create, drop, delete, update, commit, rollback, truncate, alter, grant, revoke You can practise these in the lab section . Constraints Rules for data that can be stored. Query fails if you violate any of these defined on a table. Primary key: one or more columns that contain UNIQUE values, and cannot contain NULL values. A table can have only ONE primary key. An index on it is created by default. Foreign key: links two tables together. Its value(s) match a primary key in a different table \\ Not null: Does not allow null values \\ Unique: Value of column must be unique across all rows \\ Default: Provides a default value for a column if none is specified during insert Check: Allows only particular values (like Balance >= 0) Indexes Most indexes use B+ tree structure. Why use them: Speeds up queries (in large tables that fetch only a few rows, min/max queries, by eliminating rows from consideration etc) Types of indexes: unique, primary key, fulltext, secondary Write-heavy loads, mostly full table scans or accessing large number of rows etc. do not benefit from indexes Joins Allows you to fetch related data from multiple tables, linking them together with some common field. Powerful but also resource-intensive and makes scaling databases difficult. This is the cause of many slow performing queries when run at scale, and the solution is almost always to find ways to reduce the joins. Access control DBs have privileged accounts for admin tasks, and regular accounts for clients. There are finegrained controls on what actions(DDL, DML etc. discussed earlier )are allowed for these accounts. DB first verifies the user credentials (authentication), and then examines whether this user is permitted to perform the request (authorization) by looking up these information in some internal tables. Other controls include activity auditing that allows examining the history of actions done by a user, and resource limits which define the number of queries, connections etc. allowed. Popular databases Commercial, closed source - Oracle, Microsoft SQL Server, IBM DB2 Open source with optional paid support - MySQL, MariaDB, PostgreSQL Individuals and small companies have always preferred open source DBs because of the huge cost associated with commercial software. In recent times, even large organizations have moved away from commercial software to open source alternatives because of the flexibility and cost savings associated with it. Lack of support is no longer a concern because of the paid support available from the developer and third parties. MySQL is the most widely used open source DB, and it is widely supported by hosting providers, making it easy for anyone to use. It is part of the popular Linux-Apache-MySQL-PHP ( LAMP ) stack that became popular in the 2000s. We have many more choices for a programming language, but the rest of that stack is still widely used.","title":"Key Concepts"},{"location":"databases_sql/concepts/#popular-databases","text":"Commercial, closed source - Oracle, Microsoft SQL Server, IBM DB2 Open source with optional paid support - MySQL, MariaDB, PostgreSQL Individuals and small companies have always preferred open source DBs because of the huge cost associated with commercial software. In recent times, even large organizations have moved away from commercial software to open source alternatives because of the flexibility and cost savings associated with it. Lack of support is no longer a concern because of the paid support available from the developer and third parties. MySQL is the most widely used open source DB, and it is widely supported by hosting providers, making it easy for anyone to use. It is part of the popular Linux-Apache-MySQL-PHP ( LAMP ) stack that became popular in the 2000s. We have many more choices for a programming language, but the rest of that stack is still widely used.","title":"Popular databases"},{"location":"databases_sql/conclusion/","text":"Conclusion We have covered basic concepts of SQL databases. We have also covered some of the tasks that an SRE may be responsible for - there is so much more to learn and do. We hope this course gives you a good start and inspires you to explore further. Further reading More practice with online resources like this one Normalization Routines , triggers Views Transaction isolation levels Sharding Setting up HA , monitoring , backups","title":"Conclusion"},{"location":"databases_sql/conclusion/#conclusion","text":"We have covered basic concepts of SQL databases. We have also covered some of the tasks that an SRE may be responsible for - there is so much more to learn and do. We hope this course gives you a good start and inspires you to explore further.","title":"Conclusion"},{"location":"databases_sql/conclusion/#further-reading","text":"More practice with online resources like this one Normalization Routines , triggers Views Transaction isolation levels Sharding Setting up HA , monitoring , backups","title":"Further reading"},{"location":"databases_sql/innodb/","text":"Why should you use this? General purpose, row level locking, ACID support, transactions, crash recovery and multi-version concurrency control etc. Architecture Key components: Memory: Buffer pool: LRU cache of frequently used data(table and index) to be processed directly from memory, which speeds up processing. Important for tuning performance. Change buffer: Caches changes to secondary index pages when those pages are not in the buffer pool and merges it when they are fetched. Merging may take a long time and impact live queries. It also takes up part of the buffer pool. Avoids the extra I/O to read secondary indexes in. Adaptive hash index: Supplements InnoDB\u2019s B-Tree indexes with fast hash lookup tables like a cache. Slight performance penalty for misses, also adds maintenance overhead of updating it. Hash collisions cause AHI rebuilding for large DBs. Log buffer: Holds log data before flush to disk. Size of each above memory is configurable, and impacts performance a lot. Requires careful analysis of workload, available resources, benchmarking and tuning for optimal performance. Disk: Tables: Stores data within rows and columns. Indexes: Helps find rows with specific column values quickly, avoids full table scans. Redo Logs: all transactions are written to them, and after a crash, the recovery process corrects data written by incomplete transactions and replays any pending ones. Undo Logs: Records associated with a single transaction that contains information about how to undo the latest change by a transaction.","title":"InnoDB"},{"location":"databases_sql/innodb/#why-should-you-use-this","text":"General purpose, row level locking, ACID support, transactions, crash recovery and multi-version concurrency control etc.","title":"Why should you use this?"},{"location":"databases_sql/innodb/#architecture","text":"","title":"Architecture"},{"location":"databases_sql/innodb/#key-components","text":"Memory: Buffer pool: LRU cache of frequently used data(table and index) to be processed directly from memory, which speeds up processing. Important for tuning performance. Change buffer: Caches changes to secondary index pages when those pages are not in the buffer pool and merges it when they are fetched. Merging may take a long time and impact live queries. It also takes up part of the buffer pool. Avoids the extra I/O to read secondary indexes in. Adaptive hash index: Supplements InnoDB\u2019s B-Tree indexes with fast hash lookup tables like a cache. Slight performance penalty for misses, also adds maintenance overhead of updating it. Hash collisions cause AHI rebuilding for large DBs. Log buffer: Holds log data before flush to disk. Size of each above memory is configurable, and impacts performance a lot. Requires careful analysis of workload, available resources, benchmarking and tuning for optimal performance. Disk: Tables: Stores data within rows and columns. Indexes: Helps find rows with specific column values quickly, avoids full table scans. Redo Logs: all transactions are written to them, and after a crash, the recovery process corrects data written by incomplete transactions and replays any pending ones. Undo Logs: Records associated with a single transaction that contains information about how to undo the latest change by a transaction.","title":"Key components:"},{"location":"databases_sql/intro/","text":"Relational Databases Prerequisites Complete Linux course Install Docker (for lab section) What to expect from this course You will have an understanding of what relational databases are, their advantages, and some MySQL specific concepts. What is not covered under this course In depth implementation details Advanced topics like normalization, sharding Specific tools for administration Introduction The main purpose of database systems is to manage data. This includes storage, adding new data, deleting unused data, updating existing data, retrieving data within a reasonable response time, other maintenance tasks to keep the system running etc. Pre-reads RDBMS Concepts Course Contents Key Concepts MySQL Architecture InnoDB Operational Concepts Lab Further Reading","title":"Introduction"},{"location":"databases_sql/intro/#relational-databases","text":"","title":"Relational Databases"},{"location":"databases_sql/intro/#prerequisites","text":"Complete Linux course Install Docker (for lab section)","title":"Prerequisites"},{"location":"databases_sql/intro/#what-to-expect-from-this-course","text":"You will have an understanding of what relational databases are, their advantages, and some MySQL specific concepts.","title":"What to expect from this course"},{"location":"databases_sql/intro/#what-is-not-covered-under-this-course","text":"In depth implementation details Advanced topics like normalization, sharding Specific tools for administration","title":"What is not covered under this course"},{"location":"databases_sql/intro/#introduction","text":"The main purpose of database systems is to manage data. This includes storage, adding new data, deleting unused data, updating existing data, retrieving data within a reasonable response time, other maintenance tasks to keep the system running etc.","title":"Introduction"},{"location":"databases_sql/intro/#pre-reads","text":"RDBMS Concepts","title":"Pre-reads"},{"location":"databases_sql/intro/#course-contents","text":"Key Concepts MySQL Architecture InnoDB Operational Concepts Lab Further Reading","title":"Course Contents"},{"location":"databases_sql/lab/","text":"Prerequisites Install Docker Setup Create a working directory named sos or something similar, and cd into it. Enter the following into a file named my.cnf under a directory named custom. sos $ cat custom/my.cnf [mysqld] # These settings apply to MySQL server # You can set port, socket path, buffer size etc. # Below, we are configuring slow query settings slow_query_log=1 slow_query_log_file=/var/log/mysqlslow.log long_query_time=0.1 Start a container and enable slow query log with the following: sos $ docker run --name db -v custom:/etc/mysql/conf.d -e MYSQL_ROOT_PASSWORD=realsecret -d mysql:8 sos $ docker cp custom/mysqld.cnf $(docker ps -qf \"name=db\"):/etc/mysql/conf.d/custom.cnf sos $ docker restart $(docker ps -qf \"name=db\") Import a sample database sos $ git clone git@github.com:datacharmer/test_db.git sos $ docker cp test_db $(docker ps -qf \"name=db\"):/home/test_db/ sos $ docker exec -it $(docker ps -qf \"name=db\") bash root@3ab5b18b0c7d:/# cd /home/test_db/ root@3ab5b18b0c7d:/# mysql -uroot -prealsecret mysql < employees.sql root@3ab5b18b0c7d:/etc# touch /var/log/mysqlslow.log root@3ab5b18b0c7d:/etc# chown mysql:mysql /var/log/mysqlslow.log Workshop 1: Run some sample queries Run the following $ mysql -uroot -prealsecret mysql mysql> # inspect DBs and tables # the last 4 are MySQL internal DBs mysql> show databases; +--------------------+ | Database | +--------------------+ | employees | | information_schema | | mysql | | performance_schema | | sys | +--------------------+ > use employees; mysql> show tables; +----------------------+ | Tables_in_employees | +----------------------+ | current_dept_emp | | departments | | dept_emp | | dept_emp_latest_date | | dept_manager | | employees | | salaries | | titles | +----------------------+ # read a few rows mysql> select * from employees limit 5; # filter data by conditions mysql> select count(*) from employees where gender = 'M' limit 5; # find count of particular data mysql> select count(*) from employees where first_name = 'Sachin'; Workshop 2: Use explain and explain analyze to profile a query, identify and add indexes required for improving performance # View all indexes on table #(\\G is to output horizontally, replace it with a ; to get table output) mysql> show index from employees from employees\\G *************************** 1. row *************************** Table: employees Non_unique: 0 Key_name: PRIMARY Seq_in_index: 1 Column_name: emp_no Collation: A Cardinality: 299113 Sub_part: NULL Packed: NULL Null: Index_type: BTREE Comment: Index_comment: Visible: YES Expression: NULL # This query uses an index, idenitfied by 'key' field # By prefixing explain keyword to the command, # we get query plan (including key used) mysql> explain select * from employees where emp_no < 10005\\G *************************** 1. row *************************** id: 1 select_type: SIMPLE table: employees partitions: NULL type: range possible_keys: PRIMARY key: PRIMARY key_len: 4 ref: NULL rows: 4 filtered: 100.00 Extra: Using where # Compare that to the next query which does not utilize any index mysql> explain select first_name, last_name from employees where first_name = 'Sachin'\\G *************************** 1. row *************************** id: 1 select_type: SIMPLE table: employees partitions: NULL type: ALL possible_keys: NULL key: NULL key_len: NULL ref: NULL rows: 299113 filtered: 10.00 Extra: Using where # Let's see how much time this query takes mysql> explain analyze select first_name, last_name from employees where first_name = 'Sachin'\\G *************************** 1. row *************************** EXPLAIN: -> Filter: (employees.first_name = 'Sachin') (cost=30143.55 rows=29911) (actual time=28.284..3952.428 rows=232 loops=1) -> Table scan on employees (cost=30143.55 rows=299113) (actual time=0.095..1996.092 rows=300024 loops=1) # Cost(estimated by query planner) is 30143.55 # actual time=28.284ms for first row, 3952.428 for all rows # Now lets try adding an index and running the query again mysql> create index idx_firstname on employees(first_name); Query OK, 0 rows affected (1.25 sec) Records: 0 Duplicates: 0 Warnings: 0 mysql> explain analyze select first_name, last_name from employees where first_name = 'Sachin'; +--------------------------------------------------------------------------------------------------------------------------------------------+ | EXPLAIN | +--------------------------------------------------------------------------------------------------------------------------------------------+ | -> Index lookup on employees using idx_firstname (first_name='Sachin') (cost=81.20 rows=232) (actual time=0.551..2.934 rows=232 loops=1) | +--------------------------------------------------------------------------------------------------------------------------------------------+ 1 row in set (0.01 sec) # Actual time=0.551ms for first row # 2.934ms for all rows. A huge improvement! # Also notice that the query involves only an index lookup, # and no table scan (reading all rows of table) # ..which vastly reduces load on the DB. Workshop 3: Identify slow queries on a MySQL server # Run the command below in two terminal tabs to open two shells into the container. docker exec -it $(docker ps -qf \"name=db\") bash # Open a mysql prompt in one of them and execute this command # We have configured to log queries that take longer than 1s, # so this sleep(3) will be logged mysql -uroot -prealsecret mysql mysql> sleep(3); # Now, in the other terminal, tail the slow log to find details about the query root@62c92c89234d:/etc# tail -f /var/log/mysqlslow.log /usr/sbin/mysqld, Version: 8.0.21 (MySQL Community Server - GPL). started with: Tcp port: 3306 Unix socket: /var/run/mysqld/mysqld.sock Time Id Command Argument # Time: 2020-11-26T14:53:44.822348Z # User@Host: root[root] @ localhost [] Id: 9 # Query_time: 5.404938 Lock_time: 0.000000 Rows_sent: 1 Rows_examined: 1 use employees; # Time: 2020-11-26T14:53:58.015736Z # User@Host: root[root] @ localhost [] Id: 9 # Query_time: 10.000225 Lock_time: 0.000000 Rows_sent: 1 Rows_examined: 1 SET timestamp=1606402428; select sleep(3); These were simulated examples with minimal complexity. In real life, the queries would be much more complex and the explain/analyze and slow query logs would have more details.","title":"Lab"},{"location":"databases_sql/mysql/","text":"MySQL architecture MySQL architecture enables you to select the right storage engine for your needs, and abstracts away all implementation details from the end users (application engineers and DBA ) who only need to know a consistent stable API. Application layer: Connection handling - each client gets its own connection which is cached for the duration of access) Authentication - server checks (username,password,host) info of client and allows/rejects connection Security: server determines whether the client has privileges to execute each query (check with show privileges command) Server layer: Services and utilities - backup/restore, replication, cluster etc SQL interface - clients run queries for data access and manipulation SQL parser - creates a parse tree from the query (lexical/syntactic/semantic analysis and code generation) Optimizer - optimizes queries using various algorithms and data available to it(table level stats), modifies queries, order of scanning, indexes to use etc. (check with explain command) Caches and buffers - cache stores query results, buffer pool(InnoDB) stores table and index data in LRU fashion Storage engine options: InnoDB: most widely used, transaction support, ACID compliant, supports row-level locking, crash recovery and multi-version concurrency control. Default since MySQL 5.5+. MyISAM: fast, does not support transactions, provides table-level locking, great for read-heavy workloads, mostly in web and data warehousing. Default upto MySQL 5.1. Archive: optimised for high speed inserts, compresses data as it is inserted, does not support transactions, ideal for storing and retrieving large amounts of seldom referenced historical, archived data Memory: tables in memory. Fastest engine, supports table-level locking, does not support transactions, ideal for creating temporary tables or quick lookups, data is lost after a shutdown CSV: stores data in CSV files, great for integrating into other applications that use this format \u2026 etc. It is possible to migrate from one storage engine to another. But this migration locks tables for all operations and is not online, as it changes the physical layout of the data. It takes a long time and is generally not recommended. Hence, choosing the right storage engine at the beginning is important. General guideline is to use InnoDB unless you have a specific need for one of the other storage engines. Running mysql> SHOW ENGINES; shows you the supported engines on your MySQL server.","title":"MySQL"},{"location":"databases_sql/mysql/#mysql-architecture","text":"MySQL architecture enables you to select the right storage engine for your needs, and abstracts away all implementation details from the end users (application engineers and DBA ) who only need to know a consistent stable API. Application layer: Connection handling - each client gets its own connection which is cached for the duration of access) Authentication - server checks (username,password,host) info of client and allows/rejects connection Security: server determines whether the client has privileges to execute each query (check with show privileges command) Server layer: Services and utilities - backup/restore, replication, cluster etc SQL interface - clients run queries for data access and manipulation SQL parser - creates a parse tree from the query (lexical/syntactic/semantic analysis and code generation) Optimizer - optimizes queries using various algorithms and data available to it(table level stats), modifies queries, order of scanning, indexes to use etc. (check with explain command) Caches and buffers - cache stores query results, buffer pool(InnoDB) stores table and index data in LRU fashion Storage engine options: InnoDB: most widely used, transaction support, ACID compliant, supports row-level locking, crash recovery and multi-version concurrency control. Default since MySQL 5.5+. MyISAM: fast, does not support transactions, provides table-level locking, great for read-heavy workloads, mostly in web and data warehousing. Default upto MySQL 5.1. Archive: optimised for high speed inserts, compresses data as it is inserted, does not support transactions, ideal for storing and retrieving large amounts of seldom referenced historical, archived data Memory: tables in memory. Fastest engine, supports table-level locking, does not support transactions, ideal for creating temporary tables or quick lookups, data is lost after a shutdown CSV: stores data in CSV files, great for integrating into other applications that use this format \u2026 etc. It is possible to migrate from one storage engine to another. But this migration locks tables for all operations and is not online, as it changes the physical layout of the data. It takes a long time and is generally not recommended. Hence, choosing the right storage engine at the beginning is important. General guideline is to use InnoDB unless you have a specific need for one of the other storage engines. Running mysql> SHOW ENGINES; shows you the supported engines on your MySQL server.","title":"MySQL architecture"},{"location":"databases_sql/operations/","text":"Explain and explain+analyze EXPLAIN <query> analyzes query plans from the optimizer, including how tables are joined, which tables/rows are scanned etc. Explain analyze shows the above and additional info like execution cost, number of rows returned, time taken etc. This knowledge is useful to tweak queries and add indexes. Watch this performance tuning tutorial video . Checkout the lab section for a hands-on about indexes. Slow query logs Used to identify slow queries (configurable threshold), enabled in config or dynamically with a query Checkout the lab section about identifying slow queries. User management This includes creation and changes to users, like managing privileges, changing password etc. Backup and restore strategies, pros and cons Logical backup using mysqldump - slower but can be done online Physical backup (copy data directory or use xtrabackup) - quick backup/recovery. Copying data directory requires locking or shut down. xtrabackup is an improvement because it supports backups without shutting down (hot backup). Others - PITR, snapshots etc. Crash recovery process using redo logs After a crash, when you restart server it reads redo logs and replays modifications to recover Monitoring MySQL Key MySQL metrics: reads, writes, query runtime, errors, slow queries, connections, running threads, InnoDB metrics Key OS metrics: CPU, load, memory, disk I/O, network Replication Copies data from one instance to one or more instances. Helps in horizontal scaling, data protection, analytics and performance. Binlog dump thread on primary, replication I/O and SQL threads on secondary. Strategies include the standard async, semi async or group replication. High Availability Ability to cope with failure at software, hardware and network level. Essential for anyone who needs 99.9%+ uptime. Can be implemented with replication or clustering solutions from MySQL, Percona, Oracle etc. Requires expertise to setup and maintain. Failover can be manual, scripted or using tools like Orchestrator. Data directory Data is stored in a particular directory, with nested directories for the data contained in each database. There are also MySQL log files, InnoDB log files, server process ID file and some other configs. The data directory is configurable. MySQL configuration This can be done by passing parameters during startup , or in a file . There are a few standard paths where MySQL looks for config files, /etc/my.cnf is one of the commonly used paths. These options are organized under headers (mysqld for server and mysql for client), you can explore them more in the lab that follows. Logs MySQL has logs for various purposes - general query log, errors, binary logs (for replication), slow query log. Only error log is enabled by default (to reduce I/O and storage requirement), the others can be enabled when required - by specifying config parameters at startup or running commands at runtime. Log destination can also be tweaked with config parameters.","title":"Operational Concepts"},{"location":"git/branches/","text":"Working With Branches Coming back to our local repo which has two commits. So far, what we have is a single line of history. Commits are chained in a single line. But sometimes you may have a need to work on two different features in parallel in the same repo. Now one option here could be making a new folder/repo with the same code and use that for another feature development. But there's a better way. Use branches. Since git follows tree like structure for commits, we can use branches to work on different sets of features. From a commit, two or more branches can be created and branches can also be merged. Using branches, there can exist multiple lines of histories and we can checkout to any of them and work on it. Checking out, as we discussed earlier, would simply mean replacing contents of the directory (repo) with the snapshot at the checked out version. Let's create a branch and see how it looks like: $ git branch b1 $ git log --oneline --graph * 7f3b00e (HEAD -> master, b1) adding file 2 * df2fb7a adding file 1 We create a branch called b1 . Git log tells us that b1 also points to the last commit (7f3b00e) but the HEAD is still pointing to master. If you remember, HEAD points to the commit/reference wherever you are checkout to. So if we checkout to b1 , HEAD should point to that. Let's confirm: $ git checkout b1 Switched to branch 'b1' $ git log --oneline --graph * 7f3b00e (HEAD -> b1, master) adding file 2 * df2fb7a adding file 1 b1 still points to the same commit but HEAD now points to b1 . Since we create a branch at commit 7f3b00e , there will be two lines of histories starting this commit. Depending on which branch you are checked out on, the line of history will progress. At this moment, we are checked out on branch b1 , so making a new commit will advance branch reference b1 to that commit and current b1 commit will become its parent. Let's do that. # Creating a file and making a commit $ echo \"I am a file in b1 branch\" > b1.txt $ git add b1.txt $ git commit -m \"adding b1 file\" [b1 872a38f] adding b1 file 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The new line of history $ git log --oneline --graph * 872a38f (HEAD -> b1) adding b1 file * 7f3b00e (master) adding file 2 * df2fb7a adding file 1 $ Do note that master is still pointing to the old commit it was pointing to. We can now checkout to master branch and make commits there. This will result in another line of history starting from commit 7f3b00e. # checkout to master branch $ git checkout master Switched to branch 'master' # Creating a new commit on master branch $ echo \"new file in master branch\" > master.txt $ git add master.txt $ git commit -m \"adding master.txt file\" [master 60dc441] adding master.txt file 1 file changed, 1 insertion(+) create mode 100644 master.txt # The history line $ git log --oneline --graph * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Notice how branch b1 is not visible here since we are on the master. Let's try to visualize both to get the whole picture: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Above tree structure should make things clear. Notice a clear branch/fork on commit 7f3b00e. This is how we create branches. Now they both are two separate lines of history on which feature development can be done independently. To reiterate, internally, git is just a tree of commits. Branch names (human readable) are pointers to those commits in the tree. We use various git commands to work with the tree structure and references. Git accordingly modifies contents of our repo. Merges Now say the feature you were working on branch b1 is complete and you need to merge it on master branch, where all the final version of code goes. So first you will checkout to branch master and then you pull the latest code from upstream (eg: GitHub). Then you need to merge your code from b1 into master. There could be two ways this can be done. Here is the current history: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 1: Directly merge the branch. Merging the branch b1 into master will result in a new merge commit. This will merge changes from two different lines of history and create a new commit of the result. $ git merge b1 Merge made by the 'recursive' strategy. b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt $ git log --oneline --graph --all * 8fc28f9 (HEAD -> master) Merge branch 'b1' |\\ | * 872a38f (b1) adding b1 file * | 60dc441 adding master.txt file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see a new merge commit created (8fc28f9). You will be prompted for the commit message. If there are a lot of branches in the repo, this result will end-up with a lot of merge commits. Which looks ugly compared to a single line of history of development. So let's look at an alternative approach First let's reset our last merge and go to the previous state. $ git reset --hard 60dc441 HEAD is now at 60dc441 adding master.txt file $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 2: Rebase. Now, instead of merging two branches which has a similar base (commit: 7f3b00e), let us rebase branch b1 on to current master. What this means is take branch b1 (from commit 7f3b00e to commit 872a38f) and rebase (put them on top of) master (60dc441). # Switch to b1 $ git checkout b1 Switched to branch 'b1' # Rebase (b1 which is current branch) on master $ git rebase master First, rewinding head to replay your work on top of it... Applying: adding b1 file # The result $ git log --oneline --graph --all * 5372c8f (HEAD -> b1) adding b1 file * 60dc441 (master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see b1 which had 1 commit. That commit's parent was 7f3b00e . But since we rebase it on master ( 60dc441 ). That becomes the parent now. As a side effect, you also see it has become a single line of history. Now if we were to merge b1 into master , it would simply mean change master to point to 5372c8f which is b1 . Let's try it: # checkout to master since we want to merge code into master $ git checkout master Switched to branch 'master' # the current history, where b1 is based on master $ git log --oneline --graph --all * 5372c8f (b1) adding b1 file * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 # Performing the merge, notice the \"fast-forward\" message $ git merge b1 Updating 60dc441..5372c8f Fast-forward b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The Result $ git log --oneline --graph --all * 5372c8f (HEAD -> master, b1) adding b1 file * 60dc441 adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Now you see both b1 and master are pointing to the same commit. Your code has been merged to the master branch and it can be pushed. Also we have clean line of history! :D","title":"Working With Branches"},{"location":"git/branches/#working-with-branches","text":"Coming back to our local repo which has two commits. So far, what we have is a single line of history. Commits are chained in a single line. But sometimes you may have a need to work on two different features in parallel in the same repo. Now one option here could be making a new folder/repo with the same code and use that for another feature development. But there's a better way. Use branches. Since git follows tree like structure for commits, we can use branches to work on different sets of features. From a commit, two or more branches can be created and branches can also be merged. Using branches, there can exist multiple lines of histories and we can checkout to any of them and work on it. Checking out, as we discussed earlier, would simply mean replacing contents of the directory (repo) with the snapshot at the checked out version. Let's create a branch and see how it looks like: $ git branch b1 $ git log --oneline --graph * 7f3b00e (HEAD -> master, b1) adding file 2 * df2fb7a adding file 1 We create a branch called b1 . Git log tells us that b1 also points to the last commit (7f3b00e) but the HEAD is still pointing to master. If you remember, HEAD points to the commit/reference wherever you are checkout to. So if we checkout to b1 , HEAD should point to that. Let's confirm: $ git checkout b1 Switched to branch 'b1' $ git log --oneline --graph * 7f3b00e (HEAD -> b1, master) adding file 2 * df2fb7a adding file 1 b1 still points to the same commit but HEAD now points to b1 . Since we create a branch at commit 7f3b00e , there will be two lines of histories starting this commit. Depending on which branch you are checked out on, the line of history will progress. At this moment, we are checked out on branch b1 , so making a new commit will advance branch reference b1 to that commit and current b1 commit will become its parent. Let's do that. # Creating a file and making a commit $ echo \"I am a file in b1 branch\" > b1.txt $ git add b1.txt $ git commit -m \"adding b1 file\" [b1 872a38f] adding b1 file 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The new line of history $ git log --oneline --graph * 872a38f (HEAD -> b1) adding b1 file * 7f3b00e (master) adding file 2 * df2fb7a adding file 1 $ Do note that master is still pointing to the old commit it was pointing to. We can now checkout to master branch and make commits there. This will result in another line of history starting from commit 7f3b00e. # checkout to master branch $ git checkout master Switched to branch 'master' # Creating a new commit on master branch $ echo \"new file in master branch\" > master.txt $ git add master.txt $ git commit -m \"adding master.txt file\" [master 60dc441] adding master.txt file 1 file changed, 1 insertion(+) create mode 100644 master.txt # The history line $ git log --oneline --graph * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Notice how branch b1 is not visible here since we are on the master. Let's try to visualize both to get the whole picture: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Above tree structure should make things clear. Notice a clear branch/fork on commit 7f3b00e. This is how we create branches. Now they both are two separate lines of history on which feature development can be done independently. To reiterate, internally, git is just a tree of commits. Branch names (human readable) are pointers to those commits in the tree. We use various git commands to work with the tree structure and references. Git accordingly modifies contents of our repo.","title":"Working With Branches"},{"location":"git/branches/#merges","text":"Now say the feature you were working on branch b1 is complete and you need to merge it on master branch, where all the final version of code goes. So first you will checkout to branch master and then you pull the latest code from upstream (eg: GitHub). Then you need to merge your code from b1 into master. There could be two ways this can be done. Here is the current history: $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 1: Directly merge the branch. Merging the branch b1 into master will result in a new merge commit. This will merge changes from two different lines of history and create a new commit of the result. $ git merge b1 Merge made by the 'recursive' strategy. b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt $ git log --oneline --graph --all * 8fc28f9 (HEAD -> master) Merge branch 'b1' |\\ | * 872a38f (b1) adding b1 file * | 60dc441 adding master.txt file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see a new merge commit created (8fc28f9). You will be prompted for the commit message. If there are a lot of branches in the repo, this result will end-up with a lot of merge commits. Which looks ugly compared to a single line of history of development. So let's look at an alternative approach First let's reset our last merge and go to the previous state. $ git reset --hard 60dc441 HEAD is now at 60dc441 adding master.txt file $ git log --oneline --graph --all * 60dc441 (HEAD -> master) adding master.txt file | * 872a38f (b1) adding b1 file |/ * 7f3b00e adding file 2 * df2fb7a adding file 1 Option 2: Rebase. Now, instead of merging two branches which has a similar base (commit: 7f3b00e), let us rebase branch b1 on to current master. What this means is take branch b1 (from commit 7f3b00e to commit 872a38f) and rebase (put them on top of) master (60dc441). # Switch to b1 $ git checkout b1 Switched to branch 'b1' # Rebase (b1 which is current branch) on master $ git rebase master First, rewinding head to replay your work on top of it... Applying: adding b1 file # The result $ git log --oneline --graph --all * 5372c8f (HEAD -> b1) adding b1 file * 60dc441 (master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 You can see b1 which had 1 commit. That commit's parent was 7f3b00e . But since we rebase it on master ( 60dc441 ). That becomes the parent now. As a side effect, you also see it has become a single line of history. Now if we were to merge b1 into master , it would simply mean change master to point to 5372c8f which is b1 . Let's try it: # checkout to master since we want to merge code into master $ git checkout master Switched to branch 'master' # the current history, where b1 is based on master $ git log --oneline --graph --all * 5372c8f (b1) adding b1 file * 60dc441 (HEAD -> master) adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 # Performing the merge, notice the \"fast-forward\" message $ git merge b1 Updating 60dc441..5372c8f Fast-forward b1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 b1.txt # The Result $ git log --oneline --graph --all * 5372c8f (HEAD -> master, b1) adding b1 file * 60dc441 adding master.txt file * 7f3b00e adding file 2 * df2fb7a adding file 1 Now you see both b1 and master are pointing to the same commit. Your code has been merged to the master branch and it can be pushed. Also we have clean line of history! :D","title":"Merges"},{"location":"git/conclusion/","text":"What next from here? There are a lot of git commands and features which we have not explored here. But with the base built-up, be sure to explore concepts like Cherrypick Squash Amend Stash Reset","title":"Conclusion"},{"location":"git/conclusion/#what-next-from-here","text":"There are a lot of git commands and features which we have not explored here. But with the base built-up, be sure to explore concepts like Cherrypick Squash Amend Stash Reset","title":"What next from here?"},{"location":"git/git-basics/","text":"Git Prerequisites Have Git installed https://git-scm.com/downloads Have taken any git high level tutorial or following LinkedIn learning courses https://www.linkedin.com/learning/git-essential-training-the-basics/ https://www.linkedin.com/learning/git-branches-merges-and-remotes/ The Official Git Docs What to expect from this course As an engineer in the field of computer science, having knowledge of version control tools becomes almost a requirement. While there are a lot of version control tools that exist today like SVN, Mercurial, etc, Git perhaps is the most used one and this course we will be working with Git. While this course does not start with Git 101 and expects basic knowledge of git as a prerequisite, it will reintroduce the git concepts known by you with details covering what is happening under the hood as you execute various git commands. So that next time you run a git command, you will be able to press enter more confidently! What is not covered under this course Advanced usage and specifics of internal implementation details of Git. Course Contents Git Basics Working with Branches Git with Github Hooks Git Basics Though you might be aware already, let's revisit why we need a version control system. As the project grows and multiple developers start working on it, an efficient method for collaboration is warranted. Git helps the team collaborate easily and also maintains the history of the changes happening with the codebase. Creating a Git Repo Any folder can be converted into a git repository. After executing the following command, we will see a .git folder within the folder, which makes our folder a git repository. All the magic that git does, .git folder is the enabler for the same. # creating an empty folder and changing current dir to it $ cd /tmp $ mkdir school-of-sre $ cd school-of-sre/ # initialize a git repo $ git init Initialized empty Git repository in /private/tmp/school-of-sre/.git/ As the output says, an empty git repo has been initialized in our folder. Let's take a look at what is there. $ ls .git/ HEAD config description hooks info objects refs There are a bunch of folders and files in the .git folder. As I said, all these enables git to do its magic. We will look into some of these folders and files. But for now, what we have is an empty git repository. Tracking a File Now as you might already know, let us create a new file in our repo (we will refer to the folder as repo now.) And see git status $ echo \"I am file 1\" > file1.txt $ git status On branch master No commits yet Untracked files: (use \"git add <file>...\" to include in what will be committed) file1.txt nothing added to commit but untracked files present (use \"git add\" to track) The current git status says No commits yet and there is one untracked file. Since we just created the file, git is not tracking that file. We explicitly need to ask git to track files and folders. (also checkout gitignore ) And how we do that is via git add command as suggested in the above output. Then we go ahead and create a commit. $ git add file1.txt $ git status On branch master No commits yet Changes to be committed: (use \"git rm --cached <file>...\" to unstage) new file: file1.txt $ git commit -m \"adding file 1\" [master (root-commit) df2fb7a] adding file 1 1 file changed, 1 insertion(+) create mode 100644 file1.txt Notice how after adding the file, git status says Changes to be committed: . What it means is whatever is listed there, will be included in the next commit. Then we go ahead and create a commit, with an attached messaged via -m . More About a Commit Commit is a snapshot of the repo. Whenever a commit is made, a snapshot of the current state of repo (the folder) is taken and saved. Each commit has a unique ID. ( df2fb7a for the commit we made in the previous step). As we keep adding/changing more and more contents and keep making commits, all those snapshots are stored by git. Again, all this magic happens inside the .git folder. This is where all this snapshot or versions are stored in an efficient manner. Adding More Changes Let us create one more file and commit the change. It would look the same as the previous commit we made. $ echo \"I am file 2\" > file2.txt $ git add file2.txt $ git commit -m \"adding file 2\" [master 7f3b00e] adding file 2 1 file changed, 1 insertion(+) create mode 100644 file2.txt A new commit with ID 7f3b00e has been created. You can issue git status at any time to see the state of the repository. **IMPORTANT: Note that commit IDs are long string (SHA) but we can refer to a commit by its initial few (8 or more) characters too. We will interchangeably using shorter and longer commit IDs.** Now that we have two commits, let's visualize them: $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 git log , as the name suggests, prints the log of all the git commits. Here you see two additional arguments, --oneline prints the shorter version of the log, ie: the commit message only and not the person who made the commit and when. --graph prints it in graph format. Now at this moment the commits might look like just one in each line but all commits are stored as a tree like data structure internally by git. That means there can be two or more children commits of a given commit. And not just a single line of commits. We will look more into this part when we get to the Branches section. For now this is our commit history: df2fb7a ===> 7f3b00e Are commits really linked? As I just said, the two commits we just made are linked via tree like data structure and we saw how they are linked. But let's actually verify it. Everything in git is an object. Newly created files are stored as an object. Changes to file are stored as an objects and even commits are objects. To view contents of an object we can use the following command with the object's ID. We will take a look at the contents of the second commit $ git cat-file -p 7f3b00e tree ebf3af44d253e5328340026e45a9fa9ae3ea1982 parent df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a author Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 committer Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 adding file 2 Take a note of parent attribute in the above output. It points to the commit id of the first commit we made. So this proves that they are linked! Additionally you can see the second commit's message in this object. As I said all this magic is enabled by .git folder and the object to which we are looking at also is in that folder. $ ls .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 It is stored in .git/objects/ folder. All the files and changes to them as well are stored in this folder. The Version Control part of Git We already can see two commits (versions) in our git log. One thing a version control tool gives you is ability to browse back and forth in history. For example: some of your users are running an old version of code and they are reporting an issue. In order to debug the issue, you need access to the old code. The one in your current repo is the latest code. In this example, you are working on the second commit (7f3b00e) and someone reported an issue with the code snapshot at commit (df2fb7a). This is how you would get access to the code at any older commit # Current contents, two files present $ ls file1.txt file2.txt # checking out to (an older) commit $ git checkout df2fb7a Note: checking out 'df2fb7a'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by performing another checkout. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -b with the checkout command again. Example: git checkout -b <new-branch-name> HEAD is now at df2fb7a adding file 1 # checking contents, can verify it has old contents $ ls file1.txt So this is how we would get access to old versions/snapshots. All we need is a reference to that snapshot. Upon executing git checkout ... , what git does for you is use the .git folder, see what was the state of things (files and folders) at that version/reference and replace the contents of current directory with those contents. The then-existing content will no longer be present in the local dir (repo) but we can and will still get access to them because they are tracked via git commit and .git folder has them stored/tracked. Reference I mention in the previous section that we need a reference to the version. By default, git repo is made of tree of commits. And each commit has a unique IDs. But the unique ID is not the only thing we can reference commits via. There are multiple ways to reference commits. For example: HEAD is a reference to current commit. Whatever commit your repo is checked out at, HEAD will point to that. HEAD~1 is reference to previous commit. So while checking out previous version in section above, we could have done git checkout HEAD~1 . Similarly, master is also a reference (to a branch). Since git uses tree like structure to store commits, there of course will be branches. And the default branch is called master . Master (or any branch reference) will point to the latest commit in the branch. Even though we have checked out to the previous commit in out repo, master still points to the latest commit. And we can get back to the latest version by checkout at master reference $ git checkout master Previous HEAD position was df2fb7a adding file 1 Switched to branch 'master' # now we will see latest code, with two files $ ls file1.txt file2.txt Note, instead of master in above command, we could have used commit's ID as well. References and The Magic Let's look at the state of things. Two commits, master and HEAD references are pointing to the latest commit $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 The magic? Let's examine these files: $ cat .git/refs/heads/master 7f3b00eaa957815884198e2fdfec29361108d6a9 Viola! Where master is pointing to is stored in a file. Whenever git needs to know where master reference is pointing to, or if git needs to update where master points, it just needs to update the file above. So when you create a new commit, a new commit is created on top of the current commit and the master file is updated with the new commit's ID. Similary, for HEAD reference: $ cat .git/HEAD ref: refs/heads/master We can see HEAD is pointing to a reference called refs/heads/master . So HEAD will point where ever the master points. Little Adventure We discussed how git will update the files as we execute commands. But let's try to do it ourselves, by hand, and see what happens. $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 Now let's change master to point to the previous/first commit. $ echo df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a > .git/refs/heads/master $ git log --oneline --graph * df2fb7a (HEAD -> master) adding file 1 # RESETTING TO ORIGINAL $ echo 7f3b00eaa957815884198e2fdfec29361108d6a9 > .git/refs/heads/master $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 We just edited the master reference file and now we can see only the first commit in git log. Undoing the change to the file brings the state back to original. Not so much of magic, is it?","title":"Git Basics"},{"location":"git/git-basics/#git","text":"","title":"Git"},{"location":"git/git-basics/#prerequisites","text":"Have Git installed https://git-scm.com/downloads Have taken any git high level tutorial or following LinkedIn learning courses https://www.linkedin.com/learning/git-essential-training-the-basics/ https://www.linkedin.com/learning/git-branches-merges-and-remotes/ The Official Git Docs","title":"Prerequisites"},{"location":"git/git-basics/#what-to-expect-from-this-course","text":"As an engineer in the field of computer science, having knowledge of version control tools becomes almost a requirement. While there are a lot of version control tools that exist today like SVN, Mercurial, etc, Git perhaps is the most used one and this course we will be working with Git. While this course does not start with Git 101 and expects basic knowledge of git as a prerequisite, it will reintroduce the git concepts known by you with details covering what is happening under the hood as you execute various git commands. So that next time you run a git command, you will be able to press enter more confidently!","title":"What to expect from this course"},{"location":"git/git-basics/#what-is-not-covered-under-this-course","text":"Advanced usage and specifics of internal implementation details of Git.","title":"What is not covered under this course"},{"location":"git/git-basics/#course-contents","text":"Git Basics Working with Branches Git with Github Hooks","title":"Course Contents"},{"location":"git/git-basics/#git-basics","text":"Though you might be aware already, let's revisit why we need a version control system. As the project grows and multiple developers start working on it, an efficient method for collaboration is warranted. Git helps the team collaborate easily and also maintains the history of the changes happening with the codebase.","title":"Git Basics"},{"location":"git/git-basics/#creating-a-git-repo","text":"Any folder can be converted into a git repository. After executing the following command, we will see a .git folder within the folder, which makes our folder a git repository. All the magic that git does, .git folder is the enabler for the same. # creating an empty folder and changing current dir to it $ cd /tmp $ mkdir school-of-sre $ cd school-of-sre/ # initialize a git repo $ git init Initialized empty Git repository in /private/tmp/school-of-sre/.git/ As the output says, an empty git repo has been initialized in our folder. Let's take a look at what is there. $ ls .git/ HEAD config description hooks info objects refs There are a bunch of folders and files in the .git folder. As I said, all these enables git to do its magic. We will look into some of these folders and files. But for now, what we have is an empty git repository.","title":"Creating a Git Repo"},{"location":"git/git-basics/#tracking-a-file","text":"Now as you might already know, let us create a new file in our repo (we will refer to the folder as repo now.) And see git status $ echo \"I am file 1\" > file1.txt $ git status On branch master No commits yet Untracked files: (use \"git add <file>...\" to include in what will be committed) file1.txt nothing added to commit but untracked files present (use \"git add\" to track) The current git status says No commits yet and there is one untracked file. Since we just created the file, git is not tracking that file. We explicitly need to ask git to track files and folders. (also checkout gitignore ) And how we do that is via git add command as suggested in the above output. Then we go ahead and create a commit. $ git add file1.txt $ git status On branch master No commits yet Changes to be committed: (use \"git rm --cached <file>...\" to unstage) new file: file1.txt $ git commit -m \"adding file 1\" [master (root-commit) df2fb7a] adding file 1 1 file changed, 1 insertion(+) create mode 100644 file1.txt Notice how after adding the file, git status says Changes to be committed: . What it means is whatever is listed there, will be included in the next commit. Then we go ahead and create a commit, with an attached messaged via -m .","title":"Tracking a File"},{"location":"git/git-basics/#more-about-a-commit","text":"Commit is a snapshot of the repo. Whenever a commit is made, a snapshot of the current state of repo (the folder) is taken and saved. Each commit has a unique ID. ( df2fb7a for the commit we made in the previous step). As we keep adding/changing more and more contents and keep making commits, all those snapshots are stored by git. Again, all this magic happens inside the .git folder. This is where all this snapshot or versions are stored in an efficient manner.","title":"More About a Commit"},{"location":"git/git-basics/#adding-more-changes","text":"Let us create one more file and commit the change. It would look the same as the previous commit we made. $ echo \"I am file 2\" > file2.txt $ git add file2.txt $ git commit -m \"adding file 2\" [master 7f3b00e] adding file 2 1 file changed, 1 insertion(+) create mode 100644 file2.txt A new commit with ID 7f3b00e has been created. You can issue git status at any time to see the state of the repository. **IMPORTANT: Note that commit IDs are long string (SHA) but we can refer to a commit by its initial few (8 or more) characters too. We will interchangeably using shorter and longer commit IDs.** Now that we have two commits, let's visualize them: $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 git log , as the name suggests, prints the log of all the git commits. Here you see two additional arguments, --oneline prints the shorter version of the log, ie: the commit message only and not the person who made the commit and when. --graph prints it in graph format. Now at this moment the commits might look like just one in each line but all commits are stored as a tree like data structure internally by git. That means there can be two or more children commits of a given commit. And not just a single line of commits. We will look more into this part when we get to the Branches section. For now this is our commit history: df2fb7a ===> 7f3b00e","title":"Adding More Changes"},{"location":"git/git-basics/#are-commits-really-linked","text":"As I just said, the two commits we just made are linked via tree like data structure and we saw how they are linked. But let's actually verify it. Everything in git is an object. Newly created files are stored as an object. Changes to file are stored as an objects and even commits are objects. To view contents of an object we can use the following command with the object's ID. We will take a look at the contents of the second commit $ git cat-file -p 7f3b00e tree ebf3af44d253e5328340026e45a9fa9ae3ea1982 parent df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a author Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 committer Sanket Patel <spatel1@linkedin.com> 1603273316 -0700 adding file 2 Take a note of parent attribute in the above output. It points to the commit id of the first commit we made. So this proves that they are linked! Additionally you can see the second commit's message in this object. As I said all this magic is enabled by .git folder and the object to which we are looking at also is in that folder. $ ls .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 .git/objects/7f/3b00eaa957815884198e2fdfec29361108d6a9 It is stored in .git/objects/ folder. All the files and changes to them as well are stored in this folder.","title":"Are commits really linked?"},{"location":"git/git-basics/#the-version-control-part-of-git","text":"We already can see two commits (versions) in our git log. One thing a version control tool gives you is ability to browse back and forth in history. For example: some of your users are running an old version of code and they are reporting an issue. In order to debug the issue, you need access to the old code. The one in your current repo is the latest code. In this example, you are working on the second commit (7f3b00e) and someone reported an issue with the code snapshot at commit (df2fb7a). This is how you would get access to the code at any older commit # Current contents, two files present $ ls file1.txt file2.txt # checking out to (an older) commit $ git checkout df2fb7a Note: checking out 'df2fb7a'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by performing another checkout. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -b with the checkout command again. Example: git checkout -b <new-branch-name> HEAD is now at df2fb7a adding file 1 # checking contents, can verify it has old contents $ ls file1.txt So this is how we would get access to old versions/snapshots. All we need is a reference to that snapshot. Upon executing git checkout ... , what git does for you is use the .git folder, see what was the state of things (files and folders) at that version/reference and replace the contents of current directory with those contents. The then-existing content will no longer be present in the local dir (repo) but we can and will still get access to them because they are tracked via git commit and .git folder has them stored/tracked.","title":"The Version Control part of Git"},{"location":"git/git-basics/#reference","text":"I mention in the previous section that we need a reference to the version. By default, git repo is made of tree of commits. And each commit has a unique IDs. But the unique ID is not the only thing we can reference commits via. There are multiple ways to reference commits. For example: HEAD is a reference to current commit. Whatever commit your repo is checked out at, HEAD will point to that. HEAD~1 is reference to previous commit. So while checking out previous version in section above, we could have done git checkout HEAD~1 . Similarly, master is also a reference (to a branch). Since git uses tree like structure to store commits, there of course will be branches. And the default branch is called master . Master (or any branch reference) will point to the latest commit in the branch. Even though we have checked out to the previous commit in out repo, master still points to the latest commit. And we can get back to the latest version by checkout at master reference $ git checkout master Previous HEAD position was df2fb7a adding file 1 Switched to branch 'master' # now we will see latest code, with two files $ ls file1.txt file2.txt Note, instead of master in above command, we could have used commit's ID as well.","title":"Reference"},{"location":"git/git-basics/#references-and-the-magic","text":"Let's look at the state of things. Two commits, master and HEAD references are pointing to the latest commit $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 The magic? Let's examine these files: $ cat .git/refs/heads/master 7f3b00eaa957815884198e2fdfec29361108d6a9 Viola! Where master is pointing to is stored in a file. Whenever git needs to know where master reference is pointing to, or if git needs to update where master points, it just needs to update the file above. So when you create a new commit, a new commit is created on top of the current commit and the master file is updated with the new commit's ID. Similary, for HEAD reference: $ cat .git/HEAD ref: refs/heads/master We can see HEAD is pointing to a reference called refs/heads/master . So HEAD will point where ever the master points.","title":"References and The Magic"},{"location":"git/git-basics/#little-adventure","text":"We discussed how git will update the files as we execute commands. But let's try to do it ourselves, by hand, and see what happens. $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 Now let's change master to point to the previous/first commit. $ echo df2fb7a61f5d40c1191e0fdeb0fc5d6e7969685a > .git/refs/heads/master $ git log --oneline --graph * df2fb7a (HEAD -> master) adding file 1 # RESETTING TO ORIGINAL $ echo 7f3b00eaa957815884198e2fdfec29361108d6a9 > .git/refs/heads/master $ git log --oneline --graph * 7f3b00e (HEAD -> master) adding file 2 * df2fb7a adding file 1 We just edited the master reference file and now we can see only the first commit in git log. Undoing the change to the file brings the state back to original. Not so much of magic, is it?","title":"Little Adventure"},{"location":"git/github-hooks/","text":"Git with Github Till now all the operations we did were in our local repo while git also helps us in a collaborative environment. GitHub is one place on the internet where you can centrally host your git repos and collaborate with other developers. Most of the workflow will remain the same as we discussed, with addition of couple of things: Pull: to pull latest changes from github (the central) repo Push: to push your changes to github repo so that it's available to all people GitHub has written nice guides and tutorials about this and you can refer them here: GitHub Hello World Git Handbook Hooks Git has another nice feature called hooks. Hooks are basically scripts which will be called when a certain event happens. Here is where hooks are located: $ ls .git/hooks/ applypatch-msg.sample fsmonitor-watchman.sample pre-applypatch.sample pre-push.sample pre-receive.sample update.sample commit-msg.sample post-update.sample pre-commit.sample pre-rebase.sample prepare-commit-msg.sample Names are self explanatory. These hooks are useful when you want to do certain things when a certain event happens. If you want to run tests before pushing code, you would want to setup pre-push hooks. Let's try to create a pre commit hook. $ echo \"echo this is from pre commit hook\" > .git/hooks/pre-commit $ chmod +x .git/hooks/pre-commit We basically create a file called pre-commit in hooks folder and make it executable. Now if we make a commit, we should see the message getting printed. $ echo \"sample file\" > sample.txt $ git add sample.txt $ git commit -m \"adding sample file\" this is from pre commit hook # <===== THE MESSAGE FROM HOOK EXECUTION [master 9894e05] adding sample file 1 file changed, 1 insertion(+) create mode 100644 sample.txt","title":"Github and Hooks"},{"location":"git/github-hooks/#git-with-github","text":"Till now all the operations we did were in our local repo while git also helps us in a collaborative environment. GitHub is one place on the internet where you can centrally host your git repos and collaborate with other developers. Most of the workflow will remain the same as we discussed, with addition of couple of things: Pull: to pull latest changes from github (the central) repo Push: to push your changes to github repo so that it's available to all people GitHub has written nice guides and tutorials about this and you can refer them here: GitHub Hello World Git Handbook","title":"Git with Github"},{"location":"git/github-hooks/#hooks","text":"Git has another nice feature called hooks. Hooks are basically scripts which will be called when a certain event happens. Here is where hooks are located: $ ls .git/hooks/ applypatch-msg.sample fsmonitor-watchman.sample pre-applypatch.sample pre-push.sample pre-receive.sample update.sample commit-msg.sample post-update.sample pre-commit.sample pre-rebase.sample prepare-commit-msg.sample Names are self explanatory. These hooks are useful when you want to do certain things when a certain event happens. If you want to run tests before pushing code, you would want to setup pre-push hooks. Let's try to create a pre commit hook. $ echo \"echo this is from pre commit hook\" > .git/hooks/pre-commit $ chmod +x .git/hooks/pre-commit We basically create a file called pre-commit in hooks folder and make it executable. Now if we make a commit, we should see the message getting printed. $ echo \"sample file\" > sample.txt $ git add sample.txt $ git commit -m \"adding sample file\" this is from pre commit hook # <===== THE MESSAGE FROM HOOK EXECUTION [master 9894e05] adding sample file 1 file changed, 1 insertion(+) create mode 100644 sample.txt","title":"Hooks"},{"location":"linux_basics/command_line_basics/","text":"Command Line Basics Lab Environment Setup One can use an online bash interpreter to run all the commands that are provided as examples in this course. This will also help you in getting a hands-on experience of various linux commands. REPL is one of the popular online bash interpreters for running linux commands. We will be using it for running all the commands mentioned in this course. What is a Command A command is a program that tells the operating system to perform specific work. Programs are stored as files in linux. Therefore, a command is also a file which is stored somewhere on the disk. Commands may also take additional arguments as input from the user. These arguments are called command line arguments. Knowing how to use the commands is important and there are many ways to get help in Linux, especially for commands. Almost every command will have some form of documentation, most commands will have a command-line argument -h or --help that will display a reasonable amount of documentation. But the most popular documentation system in Linux is called man pages - short for manual pages. Using --help to show the documentation for ls command. File System Organization The linux file system has a hierarchical (or tree-like) structure with its highest level directory called root ( denoted by / ). Directories present inside the root directory stores file related to the system. These directories in turn can either store system files or application files or user related files. bin | The executable program of most commonly used commands reside in bin directory sbin | This directory contains programs used for system administration. home | This directory contains user related files and directories. lib | This directory contains all the library files etc | This directory contains all the system configuration files proc | This directory contains files related to the running processes on the system dev | This directory contains files related to devices on the system mnt | This directory contains files related to mounted devices on the system tmp | This directory is used to store temporary files on the system usr | This directory is used to store application programs on the system Commands for Navigating the File System There are three basic commands which are used frequently to navigate the file system: ls pwd cd We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. pwd (print working directory) At any given moment of time, we will be standing in a certain directory. To get the name of the directory in which we are standing, we can use the pwd command in linux. We will now use the cd command to move to a different directory and then print the working directory. cd (change directory) The cd command can be used to change the working directory. Using the command, you can move from one directory to another. In the below example, we are initially in the root directory. we have then used the cd command to change the directory. ls (list files and directories)** The ls command is used to list the contents of a directory. It will list down all the files and folders present in the given directory. If we just type ls in the shell, it will list all the files and directories present in the current directory. We can also provide the directory name as argument to ls command. It will then list all the files and directories inside the given directory. Commands for Manipulating Files There are five basic commands which are used frequently to manipulate files: touch mkdir cp mv rm We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. touch (create new file) The touch command can be used to create an empty new file. This command is very useful for many other purposes but we will discuss the simplest use case of creating a new file. General syntax of using touch command touch <file_name> mkdir (create new directories) The mkdir command is used to create directories.You can use ls command to verify that the new directory is created. General syntax of using mkdir command mkdir <directory_name> rm (delete files and directories) The rm command can be used to delete files and directories. It is very important to note that this command permanently deletes the files and directories. It's almost impossible to recover these files and directories once you have executed rm command on them successfully. Do run this command with care. General syntax of using rm command: rm <file_name> Let's try to understand the rm command with an example. We will try to delete the file and directory we created using touch and mkdir command respectively. cp (copy files and directories) The cp command is used to copy files and directories from one location to another. Do note that the cp command doesn't do any change to the original files or directories. The original files or directories and their copy both co-exist after running cp command successfully. General syntax of using cp command: cp <source_path> <destination_path> We are currently in the '/home/runner' directory. We will use the mkdir command to create a new directory named \"test_directory\". We will now try to copy the \"_test_runner.py\" file to the directory we created just now. Do note that nothing happened to the original \"_test_runner.py\" file. It's still there in the current directory. A new copy of it got created inside the \"test_directory\". We can also use the cp command to copy the whole directory from one location to another. Let's try to understand this with an example. We again used the mkdir command to create a new directory called \"another_directory\". We then used the cp command along with an additional argument '-r' to copy the \"test_directory\". mv (move files and directories) The mv command can either be used to move files or directories from one location to another or it can be used to rename files or directories. Do note that moving files and copying them are very different. When you move the files or directories, the original copy is lost. General syntax of using mv command: mv <source_path> <destination_path> In this example, we will use the mv command to move the \"_test_runner.py\" file to \"test_directory\". In this case, this file already exists in \"test_directory\". The mv command will just replace it. Do note that the original file doesn't exist in the current directory after mv command ran successfully. We can also use the mv command to move a directory from one location to another. In this case, we do not need to use the '-r' flag that we did while using the cp command. Do note that the original directory will not exist if we use mv command. One of the important uses of the mv command is to rename files and directories. Let's see how we can use this command for renaming. We have first changed our location to \"test_directory\". We then use the mv command to rename the \"\"_test_runner.py\" file to \"test.py\". Commands for Viewing Files There are five basic commands which are used frequently to view the files: cat head tail more less We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 100 in this file. Each number will be in a separate line. Do not worry about the above command now. It's an advanced command which is used to generate numbers. We have then used a redirection operator to push these numbers to the file. We will be discussing I/O redirection in the later sections. cat The most simplest use of cat command is to print the contents of the file on your output screen. This command is very useful and can be used for many other purposes. We will study about other use cases later. You can try to run the above command and you will see numbers being printed from 1 to 100 on your screen. You will need to scroll up to view all the numbers. head The head command displays the first 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the top. In this example, we are only able to see the first 10 lines from the file when we use the head command. By default, head command will only display the first 10 lines. If we want to specify the number of lines we want to see from start, use the '-n' argument to provide the input. tail The tail command displays the last 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the end of the file. By default, the tail command will only display the last 10 lines. If we want to specify the number of lines we want to see from the end, use '-n' argument to provide the input. In this example, we are only able to see the last 5 lines from the file when we use the tail command with explicit -n option. more More command displays the contents of a file or a command output, displaying one screen at a time in case the file is large (Eg: log files). It also allows forward navigation and limited backward navigation in the file. More command displays as much as can fit on the current screen and waits for user input to advance. Forward navigation can be done by pressing Enter, which advances the output by one line and Space, which advances the output by one screen. less Less command is an improved version of more. It displays the contents of a file or a command output, one page at a time. It allows backward navigation as well as forward navigation in the file and also has search options. We can use arrow keys for advancing backward or forward by one line. For moving forward by one page, press Enter and for moving backward by one page, press b on your keyboard. You can go to the beginning and the end of a file instantly. Echo Command in Linux The echo command is one of the simplest commands that is used in the shell. This command is equivalent to what we have in other programming languages. The echo command prints the given input string on the screen. Text Processing Commands In the previous section, we learned how to view the content of a file. In many cases, we will be interested in performing the below operations: Print only the lines which contain a particular word(s) Replace a particular word with another word in a file Sort the lines in a particular order There are three basic commands which are used frequently to process texts: grep sed sort We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 10 in this file. Each number will be in a separate line. grep The grep command in its simplest form can be used to search particular words in a text file. It will display all the lines in a file that contains a particular input. The word we want to search is provided as an input to the grep command. General syntax of using grep command: grep <word_to_search> <file_name> In this example, we are trying to search for a string \"1\" in this file. The grep command outputs the lines where it found this string. sed The sed command in its simplest form can be used to replace a text in a file. General syntax of using the sed command for replacement: sed 's/<text_to_replace>/<replacement_text>/' <file_name> Let's try to replace each occurrence of \"1\" in the file with \"3\" using sed command. The content of the file will not change in the above example. To do so, we have to use an extra argument '-i' so that the changes are reflected back in the file. sort The sort command can be used to sort the input provided to it as an argument. By default, it will sort in increasing order. Let's first see the content of the file before trying to sort it. Now, we will try to sort the file using the sort command. The sort command sorts the content in lexicographical order. The content of the file will not change in the above example. I/O Redirection Each open file gets assigned a file descriptor. A file descriptor is an unique identifier for open files in the system. There are always three default files open, stdin (the keyboard), stdout (the screen), and stderr (error messages output to the screen). These files can be redirected. Everything is a file in linux - https://unix.stackexchange.com/questions/225537/everything-is-a-file Till now, we have displayed all the output on the screen which is the standard output. We can use some special operators to redirect the output of the command to files or even to the input of other commands. I/O redirection is a very powerful feature. In the below example, we have used the '>' operator to redirect the output of ls command to output.txt file. In the below example, we have redirected the output from echo command to a file. We can also redirect the output of a command as an input to another command. This is possible with the help of pipes. In the below example, we have passed the output of cat command as an input to grep command using pipe(|) operator. In the below example, we have passed the output of sort command as an input to uniq command using pipe(|) operator. The uniq command only prints the unique numbers from the input. I/O redirection - https://tldp.org/LDP/abs/html/io-redirection.html","title":"Command Line Basics"},{"location":"linux_basics/command_line_basics/#command-line-basics","text":"","title":"Command Line Basics"},{"location":"linux_basics/command_line_basics/#lab-environment-setup","text":"One can use an online bash interpreter to run all the commands that are provided as examples in this course. This will also help you in getting a hands-on experience of various linux commands. REPL is one of the popular online bash interpreters for running linux commands. We will be using it for running all the commands mentioned in this course.","title":"Lab Environment Setup"},{"location":"linux_basics/command_line_basics/#what-is-a-command","text":"A command is a program that tells the operating system to perform specific work. Programs are stored as files in linux. Therefore, a command is also a file which is stored somewhere on the disk. Commands may also take additional arguments as input from the user. These arguments are called command line arguments. Knowing how to use the commands is important and there are many ways to get help in Linux, especially for commands. Almost every command will have some form of documentation, most commands will have a command-line argument -h or --help that will display a reasonable amount of documentation. But the most popular documentation system in Linux is called man pages - short for manual pages. Using --help to show the documentation for ls command.","title":"What is a Command"},{"location":"linux_basics/command_line_basics/#file-system-organization","text":"The linux file system has a hierarchical (or tree-like) structure with its highest level directory called root ( denoted by / ). Directories present inside the root directory stores file related to the system. These directories in turn can either store system files or application files or user related files. bin | The executable program of most commonly used commands reside in bin directory sbin | This directory contains programs used for system administration. home | This directory contains user related files and directories. lib | This directory contains all the library files etc | This directory contains all the system configuration files proc | This directory contains files related to the running processes on the system dev | This directory contains files related to devices on the system mnt | This directory contains files related to mounted devices on the system tmp | This directory is used to store temporary files on the system usr | This directory is used to store application programs on the system","title":"File System Organization"},{"location":"linux_basics/command_line_basics/#commands-for-navigating-the-file-system","text":"There are three basic commands which are used frequently to navigate the file system: ls pwd cd We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell.","title":"Commands for Navigating the File System"},{"location":"linux_basics/command_line_basics/#pwd-print-working-directory","text":"At any given moment of time, we will be standing in a certain directory. To get the name of the directory in which we are standing, we can use the pwd command in linux. We will now use the cd command to move to a different directory and then print the working directory.","title":"pwd (print working directory)"},{"location":"linux_basics/command_line_basics/#cd-change-directory","text":"The cd command can be used to change the working directory. Using the command, you can move from one directory to another. In the below example, we are initially in the root directory. we have then used the cd command to change the directory.","title":"cd (change directory)"},{"location":"linux_basics/command_line_basics/#ls-list-files-and-directories","text":"The ls command is used to list the contents of a directory. It will list down all the files and folders present in the given directory. If we just type ls in the shell, it will list all the files and directories present in the current directory. We can also provide the directory name as argument to ls command. It will then list all the files and directories inside the given directory.","title":"ls (list files and directories)**"},{"location":"linux_basics/command_line_basics/#commands-for-manipulating-files","text":"There are five basic commands which are used frequently to manipulate files: touch mkdir cp mv rm We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell.","title":"Commands for Manipulating Files"},{"location":"linux_basics/command_line_basics/#touch-create-new-file","text":"The touch command can be used to create an empty new file. This command is very useful for many other purposes but we will discuss the simplest use case of creating a new file. General syntax of using touch command touch <file_name>","title":"touch (create new file)"},{"location":"linux_basics/command_line_basics/#mkdir-create-new-directories","text":"The mkdir command is used to create directories.You can use ls command to verify that the new directory is created. General syntax of using mkdir command mkdir <directory_name>","title":"mkdir (create new directories)"},{"location":"linux_basics/command_line_basics/#rm-delete-files-and-directories","text":"The rm command can be used to delete files and directories. It is very important to note that this command permanently deletes the files and directories. It's almost impossible to recover these files and directories once you have executed rm command on them successfully. Do run this command with care. General syntax of using rm command: rm <file_name> Let's try to understand the rm command with an example. We will try to delete the file and directory we created using touch and mkdir command respectively.","title":"rm (delete files and directories)"},{"location":"linux_basics/command_line_basics/#cp-copy-files-and-directories","text":"The cp command is used to copy files and directories from one location to another. Do note that the cp command doesn't do any change to the original files or directories. The original files or directories and their copy both co-exist after running cp command successfully. General syntax of using cp command: cp <source_path> <destination_path> We are currently in the '/home/runner' directory. We will use the mkdir command to create a new directory named \"test_directory\". We will now try to copy the \"_test_runner.py\" file to the directory we created just now. Do note that nothing happened to the original \"_test_runner.py\" file. It's still there in the current directory. A new copy of it got created inside the \"test_directory\". We can also use the cp command to copy the whole directory from one location to another. Let's try to understand this with an example. We again used the mkdir command to create a new directory called \"another_directory\". We then used the cp command along with an additional argument '-r' to copy the \"test_directory\". mv (move files and directories) The mv command can either be used to move files or directories from one location to another or it can be used to rename files or directories. Do note that moving files and copying them are very different. When you move the files or directories, the original copy is lost. General syntax of using mv command: mv <source_path> <destination_path> In this example, we will use the mv command to move the \"_test_runner.py\" file to \"test_directory\". In this case, this file already exists in \"test_directory\". The mv command will just replace it. Do note that the original file doesn't exist in the current directory after mv command ran successfully. We can also use the mv command to move a directory from one location to another. In this case, we do not need to use the '-r' flag that we did while using the cp command. Do note that the original directory will not exist if we use mv command. One of the important uses of the mv command is to rename files and directories. Let's see how we can use this command for renaming. We have first changed our location to \"test_directory\". We then use the mv command to rename the \"\"_test_runner.py\" file to \"test.py\".","title":"cp (copy files and directories)"},{"location":"linux_basics/command_line_basics/#commands-for-viewing-files","text":"There are five basic commands which are used frequently to view the files: cat head tail more less We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 100 in this file. Each number will be in a separate line. Do not worry about the above command now. It's an advanced command which is used to generate numbers. We have then used a redirection operator to push these numbers to the file. We will be discussing I/O redirection in the later sections.","title":"Commands for Viewing Files"},{"location":"linux_basics/command_line_basics/#cat","text":"The most simplest use of cat command is to print the contents of the file on your output screen. This command is very useful and can be used for many other purposes. We will study about other use cases later. You can try to run the above command and you will see numbers being printed from 1 to 100 on your screen. You will need to scroll up to view all the numbers.","title":"cat"},{"location":"linux_basics/command_line_basics/#head","text":"The head command displays the first 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the top. In this example, we are only able to see the first 10 lines from the file when we use the head command. By default, head command will only display the first 10 lines. If we want to specify the number of lines we want to see from start, use the '-n' argument to provide the input.","title":"head"},{"location":"linux_basics/command_line_basics/#tail","text":"The tail command displays the last 10 lines of the file by default. We can include additional arguments to display as many lines as we want from the end of the file. By default, the tail command will only display the last 10 lines. If we want to specify the number of lines we want to see from the end, use '-n' argument to provide the input. In this example, we are only able to see the last 5 lines from the file when we use the tail command with explicit -n option.","title":"tail"},{"location":"linux_basics/command_line_basics/#more","text":"More command displays the contents of a file or a command output, displaying one screen at a time in case the file is large (Eg: log files). It also allows forward navigation and limited backward navigation in the file. More command displays as much as can fit on the current screen and waits for user input to advance. Forward navigation can be done by pressing Enter, which advances the output by one line and Space, which advances the output by one screen.","title":"more"},{"location":"linux_basics/command_line_basics/#less","text":"Less command is an improved version of more. It displays the contents of a file or a command output, one page at a time. It allows backward navigation as well as forward navigation in the file and also has search options. We can use arrow keys for advancing backward or forward by one line. For moving forward by one page, press Enter and for moving backward by one page, press b on your keyboard. You can go to the beginning and the end of a file instantly.","title":"less"},{"location":"linux_basics/command_line_basics/#echo-command-in-linux","text":"The echo command is one of the simplest commands that is used in the shell. This command is equivalent to what we have in other programming languages. The echo command prints the given input string on the screen.","title":"Echo Command in Linux"},{"location":"linux_basics/command_line_basics/#text-processing-commands","text":"In the previous section, we learned how to view the content of a file. In many cases, we will be interested in performing the below operations: Print only the lines which contain a particular word(s) Replace a particular word with another word in a file Sort the lines in a particular order There are three basic commands which are used frequently to process texts: grep sed sort We will now try to understand what each command does and how to use these commands. You should also practice the given examples on the online bash shell. We will create a new file called \"numbers.txt\" and insert numbers from 1 to 10 in this file. Each number will be in a separate line.","title":"Text Processing Commands"},{"location":"linux_basics/command_line_basics/#grep","text":"The grep command in its simplest form can be used to search particular words in a text file. It will display all the lines in a file that contains a particular input. The word we want to search is provided as an input to the grep command. General syntax of using grep command: grep <word_to_search> <file_name> In this example, we are trying to search for a string \"1\" in this file. The grep command outputs the lines where it found this string.","title":"grep"},{"location":"linux_basics/command_line_basics/#sed","text":"The sed command in its simplest form can be used to replace a text in a file. General syntax of using the sed command for replacement: sed 's/<text_to_replace>/<replacement_text>/' <file_name> Let's try to replace each occurrence of \"1\" in the file with \"3\" using sed command. The content of the file will not change in the above example. To do so, we have to use an extra argument '-i' so that the changes are reflected back in the file.","title":"sed"},{"location":"linux_basics/command_line_basics/#sort","text":"The sort command can be used to sort the input provided to it as an argument. By default, it will sort in increasing order. Let's first see the content of the file before trying to sort it. Now, we will try to sort the file using the sort command. The sort command sorts the content in lexicographical order. The content of the file will not change in the above example.","title":"sort"},{"location":"linux_basics/command_line_basics/#io-redirection","text":"Each open file gets assigned a file descriptor. A file descriptor is an unique identifier for open files in the system. There are always three default files open, stdin (the keyboard), stdout (the screen), and stderr (error messages output to the screen). These files can be redirected. Everything is a file in linux - https://unix.stackexchange.com/questions/225537/everything-is-a-file Till now, we have displayed all the output on the screen which is the standard output. We can use some special operators to redirect the output of the command to files or even to the input of other commands. I/O redirection is a very powerful feature. In the below example, we have used the '>' operator to redirect the output of ls command to output.txt file. In the below example, we have redirected the output from echo command to a file. We can also redirect the output of a command as an input to another command. This is possible with the help of pipes. In the below example, we have passed the output of cat command as an input to grep command using pipe(|) operator. In the below example, we have passed the output of sort command as an input to uniq command using pipe(|) operator. The uniq command only prints the unique numbers from the input. I/O redirection - https://tldp.org/LDP/abs/html/io-redirection.html","title":"I/O Redirection"},{"location":"linux_basics/conclusion/","text":"Conclusion We have covered the basics of Linux operating systems and basic commands used in linux. We have also covered the Linux server administration commands. We hope that this course will make it easier for you to operate on the command line. Applications in SRE Role As a SRE, you will be required to perform some general tasks on these linux servers. You will also be using the command line when you are troubleshooting issues. Moving from one location to another in the filesystem will require the help of ls, pwd and cd commands You may need to search some specific information in the log files. Grep command would be very useful here. I/O redirection will become handy if you want to store the output in a file or pass it as an input to another command. Tail command is very useful to view the latest data in the log file. Different users will have different permissions depending on their roles. We will also not want everyone in the company to access our servers for security reasons. Users permissions can be restricted with chown, chmod and chgrp commands. SSH is one of the most frequently used commands for a SRE. Logging into servers and troubleshooting along with performing basic administration tasks will only be possible if we are able to login into the server. What if we want to run an apache server or nginx on a server ? We will first install it using the package manager. Package management commands become important here. Managing services on servers is another critical responsibility of a SRE. Systemd related commands can help in troubleshooting issues. If a service goes down, we can start it using systemctl start command. We can also stop a service in case it is not needed. Monitoring is another core responsibility of a SRE. Memory and CPU are two important system level metrics which should be monitored. Commands like top and free are quite helpful here. If a service is throwing an error, how do we find out the root cause of the error ? We will certainly need to check logs to find out the whole stack trace of the error. The log file will also tell us the number of times the error has occurred along with time when it started. Useful Courses and tutorials Edx basic linux commands course Edx Red Hat Enterprise Linux Course https://linuxcommand.org/lc3_learning_the_shell.php","title":"Conclusion"},{"location":"linux_basics/conclusion/#conclusion","text":"We have covered the basics of Linux operating systems and basic commands used in linux. We have also covered the Linux server administration commands. We hope that this course will make it easier for you to operate on the command line.","title":"Conclusion"},{"location":"linux_basics/conclusion/#applications-in-sre-role","text":"As a SRE, you will be required to perform some general tasks on these linux servers. You will also be using the command line when you are troubleshooting issues. Moving from one location to another in the filesystem will require the help of ls, pwd and cd commands You may need to search some specific information in the log files. Grep command would be very useful here. I/O redirection will become handy if you want to store the output in a file or pass it as an input to another command. Tail command is very useful to view the latest data in the log file. Different users will have different permissions depending on their roles. We will also not want everyone in the company to access our servers for security reasons. Users permissions can be restricted with chown, chmod and chgrp commands. SSH is one of the most frequently used commands for a SRE. Logging into servers and troubleshooting along with performing basic administration tasks will only be possible if we are able to login into the server. What if we want to run an apache server or nginx on a server ? We will first install it using the package manager. Package management commands become important here. Managing services on servers is another critical responsibility of a SRE. Systemd related commands can help in troubleshooting issues. If a service goes down, we can start it using systemctl start command. We can also stop a service in case it is not needed. Monitoring is another core responsibility of a SRE. Memory and CPU are two important system level metrics which should be monitored. Commands like top and free are quite helpful here. If a service is throwing an error, how do we find out the root cause of the error ? We will certainly need to check logs to find out the whole stack trace of the error. The log file will also tell us the number of times the error has occurred along with time when it started.","title":"Applications in SRE Role"},{"location":"linux_basics/conclusion/#useful-courses-and-tutorials","text":"Edx basic linux commands course Edx Red Hat Enterprise Linux Course https://linuxcommand.org/lc3_learning_the_shell.php","title":"Useful Courses and tutorials"},{"location":"linux_basics/intro/","text":"Linux Basics Introduction Prerequisites Should be comfortable in using any operating systems like Windows, Linux or Mac Expected to have fundamental knowledge of operating systems What to expect from this course This course is divided into three parts. In the first part, we cover the fundamentals of Linux operating systems. We will talk about Linux architecture, Linux distributions and uses of Linux operating systems. We will also talk about the difference between GUI and CLI. In the second part, we cover some basic commands used in Linux. We will focus on commands used for navigating the file system, viewing and manipulating files, I/O redirection etc. In the third part, we cover Linux system administration. This includes day to day tasks performed by Linux admins, like managing users/groups, managing file permissions, monitoring system performance, log files etc. In the second and third part, we will be taking examples to understand the concepts. What is not covered under this course We are not covering advanced Linux commands and bash scripting in this course. We will also not be covering Linux internals. Course Contents The following topics has been covered in this course: Introduction to Linux What are Linux Operating Systems What are popular Linux distributions Uses of Linux Operating Systems Linux Architecture Graphical user interface (GUI) vs Command line interface (CLI) Command Line Basics Lab Environment Setup What is a Command File System Organization Navigating File System Manipulating Files Viewing Files Echo Command Text Processing Commands I/O Redirection Linux system administration Lab Environment Setup User/Groups management Becoming a Superuser File Permissions SSH Command Package Management Process Management Memory Management Daemons and Systemd Logs Conclusion Applications in SRE Role Useful Courses and tutorials What are Linux operating systems Most of us are familiar with the Windows operating system used in more than 75% of the personal computers. The Windows operating systems are based on Windows NT kernel. A kernel is the most important part of an operating system - it performs important functions like process management, memory management, filesystem management etc. Linux operating systems are based on the Linux kernel. A Linux based operating system will consist of Linux kernel, GUI/CLI, system libraries and system utilities. The Linux kernel was independently developed and released by Linus Torvalds. The Linux kernel is free and open-source - https://github.com/torvalds/linux Linux is a kernel and and not a complete operating system. Linux kernel is combined with GNU system to make a complete operating system. Therefore, linux based operating systems are also called as GNU/Linux systems. GNU is an extensive collection of free softwares like compiler, debugger, C library etc. Linux and the GNU System History of Linux - https://en.wikipedia.org/wiki/History_of_Linux What are popular Linux distributions A Linux distribution(distro) is an operating system based on the Linux kernel and a package management system. A package management system consists of tools that help in installing, upgrading, configuring and removing softwares on the operating system. Software are usually adopted to a distribution and are packaged in a distro specific format. These packages are available through a distro specific repository. Packages are installed and managed in the operating system by a package manager. List of popular Linux distributions: Fedora Ubuntu Debian Centos Red Hat Enterprise Linux Suse Arch Linux Packaging systems Distributions Package manager Debian style (.deb) Debian, Ubuntu APT Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux YUM Linux Architecture The Linux kernel is monolithic in nature. System calls are used to interact with the Linux kernel space. Kernel code can only be executed in the kernel mode. Non-kernel code is executed in the user mode. Device drivers are used to communicate with the hardware devices. Uses of Linux Operating Systems Operating system based on Linux kernel are widely used in: Personal computers Servers Mobile phones - Android is based on Linux operating system Embedded devices - watches, televisions, traffic lights etc Satelites Network devices - routers, switches etc. Graphical user interface (GUI) vs Command line interface (CLI) A user interacts with a computer with the help of user interfaces. The user interface can be either GUI or CLI. Graphical user interface allows a user to interact with the computer using graphics such as icons and images. When a user clicks on an icon to open an application on a computer, he or she is actually using the GUI. It's easy to perform tasks using GUI. Command line interface allows a user to interact with the computer using commands. A user types the command in a terminal and the system helps in executing these commands. A new user with experience on GUI may find it difficult to interact with CLI as he/she needs to be aware of the commands to perform a particular operation. Shell vs Terminal Shell is a program that takes commands from the users and gives them to the operating system for processing. Shell is an example of a CLI(command line interface). Bash is one of the most popular shell programs available on Linux servers. Other popular shell programs are zsh, ksh and tcsh. Terminal is a program that opens a window and lets you interact with the shell. Some popular examples of terminals are gnome-terminal, xterm, konsole etc. Linux users do use the terms shell, terminal, prompt, console etc. interchangeably. In simple terms, these all refer to a way of taking commands from the user.","title":"Introduction"},{"location":"linux_basics/intro/#linux-basics","text":"","title":"Linux Basics"},{"location":"linux_basics/intro/#introduction","text":"","title":"Introduction"},{"location":"linux_basics/intro/#prerequisites","text":"Should be comfortable in using any operating systems like Windows, Linux or Mac Expected to have fundamental knowledge of operating systems","title":"Prerequisites"},{"location":"linux_basics/intro/#what-to-expect-from-this-course","text":"This course is divided into three parts. In the first part, we cover the fundamentals of Linux operating systems. We will talk about Linux architecture, Linux distributions and uses of Linux operating systems. We will also talk about the difference between GUI and CLI. In the second part, we cover some basic commands used in Linux. We will focus on commands used for navigating the file system, viewing and manipulating files, I/O redirection etc. In the third part, we cover Linux system administration. This includes day to day tasks performed by Linux admins, like managing users/groups, managing file permissions, monitoring system performance, log files etc. In the second and third part, we will be taking examples to understand the concepts.","title":"What to expect from this course"},{"location":"linux_basics/intro/#what-is-not-covered-under-this-course","text":"We are not covering advanced Linux commands and bash scripting in this course. We will also not be covering Linux internals.","title":"What is not covered under this course"},{"location":"linux_basics/intro/#course-contents","text":"The following topics has been covered in this course: Introduction to Linux What are Linux Operating Systems What are popular Linux distributions Uses of Linux Operating Systems Linux Architecture Graphical user interface (GUI) vs Command line interface (CLI) Command Line Basics Lab Environment Setup What is a Command File System Organization Navigating File System Manipulating Files Viewing Files Echo Command Text Processing Commands I/O Redirection Linux system administration Lab Environment Setup User/Groups management Becoming a Superuser File Permissions SSH Command Package Management Process Management Memory Management Daemons and Systemd Logs Conclusion Applications in SRE Role Useful Courses and tutorials","title":"Course Contents"},{"location":"linux_basics/intro/#what-are-linux-operating-systems","text":"Most of us are familiar with the Windows operating system used in more than 75% of the personal computers. The Windows operating systems are based on Windows NT kernel. A kernel is the most important part of an operating system - it performs important functions like process management, memory management, filesystem management etc. Linux operating systems are based on the Linux kernel. A Linux based operating system will consist of Linux kernel, GUI/CLI, system libraries and system utilities. The Linux kernel was independently developed and released by Linus Torvalds. The Linux kernel is free and open-source - https://github.com/torvalds/linux Linux is a kernel and and not a complete operating system. Linux kernel is combined with GNU system to make a complete operating system. Therefore, linux based operating systems are also called as GNU/Linux systems. GNU is an extensive collection of free softwares like compiler, debugger, C library etc. Linux and the GNU System History of Linux - https://en.wikipedia.org/wiki/History_of_Linux","title":"What are Linux operating systems"},{"location":"linux_basics/intro/#what-are-popular-linux-distributions","text":"A Linux distribution(distro) is an operating system based on the Linux kernel and a package management system. A package management system consists of tools that help in installing, upgrading, configuring and removing softwares on the operating system. Software are usually adopted to a distribution and are packaged in a distro specific format. These packages are available through a distro specific repository. Packages are installed and managed in the operating system by a package manager. List of popular Linux distributions: Fedora Ubuntu Debian Centos Red Hat Enterprise Linux Suse Arch Linux Packaging systems Distributions Package manager Debian style (.deb) Debian, Ubuntu APT Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux YUM","title":"What are popular Linux distributions"},{"location":"linux_basics/intro/#linux-architecture","text":"The Linux kernel is monolithic in nature. System calls are used to interact with the Linux kernel space. Kernel code can only be executed in the kernel mode. Non-kernel code is executed in the user mode. Device drivers are used to communicate with the hardware devices.","title":"Linux Architecture"},{"location":"linux_basics/intro/#uses-of-linux-operating-systems","text":"Operating system based on Linux kernel are widely used in: Personal computers Servers Mobile phones - Android is based on Linux operating system Embedded devices - watches, televisions, traffic lights etc Satelites Network devices - routers, switches etc.","title":"Uses of Linux Operating Systems"},{"location":"linux_basics/intro/#graphical-user-interface-gui-vs-command-line-interface-cli","text":"A user interacts with a computer with the help of user interfaces. The user interface can be either GUI or CLI. Graphical user interface allows a user to interact with the computer using graphics such as icons and images. When a user clicks on an icon to open an application on a computer, he or she is actually using the GUI. It's easy to perform tasks using GUI. Command line interface allows a user to interact with the computer using commands. A user types the command in a terminal and the system helps in executing these commands. A new user with experience on GUI may find it difficult to interact with CLI as he/she needs to be aware of the commands to perform a particular operation.","title":"Graphical user interface (GUI) vs Command line interface (CLI)"},{"location":"linux_basics/intro/#shell-vs-terminal","text":"Shell is a program that takes commands from the users and gives them to the operating system for processing. Shell is an example of a CLI(command line interface). Bash is one of the most popular shell programs available on Linux servers. Other popular shell programs are zsh, ksh and tcsh. Terminal is a program that opens a window and lets you interact with the shell. Some popular examples of terminals are gnome-terminal, xterm, konsole etc. Linux users do use the terms shell, terminal, prompt, console etc. interchangeably. In simple terms, these all refer to a way of taking commands from the user.","title":"Shell vs Terminal"},{"location":"linux_basics/linux_server_administration/","text":"Linux Server Administration In this course will try to cover some of the common tasks that a linux server administrator performs. We will first try to understand what a particular command does and then try to understand the commands using examples. Do keep in mind that it's very important to practice the Linux commands on your own. Lab Environment Setup Install docker on your system - https://docs.docker.com/engine/install/ We will be running all the commands on Red Hat Enterprise Linux (RHEL) 8 system. We will run most of the commands used in this module in the above Docker container. Multi-User Operating Systems An operating system is considered as multi-user if it allows multiple people/users to use a computer and not affect each other's files and preferences. Linux based operating systems are multi-user in nature as it allows multiple users to access the system at the same time. A typical computer will only have one keyboard and monitor but multiple users can log in via SSH if the computer is connected to the network. We will cover more about SSH later. As a server administrator, we are mostly concerned with the Linux servers which are physically present at a very large distance from us. We can connect to these servers with the help of remote login methods like SSH. Since Linux supports multiple users, we need to have a method which can protect the users from each other. One user should not be able to access and modify files of other users User/Group Management Users in Linux has an associated user ID called UID attached to them. Users also has a home directory and a login shell associated with them. A group is a collection of one or more users. A group makes it easier to share permissions among a group of users. Each group has a group ID called GID associated with it. id command id command can be used to find the uid and gid associated with an user. It also lists down the groups to which the user belongs to. The uid and gid associated with the root user is 0. A good way to find out the current user in Linux is to use the whoami command. \"root\" user or superuser is the most privileged user with unrestricted access to all the resources on the system. It has UID 0 Important files associated with users/groups /etc/passwd Stores the user name, the uid, the gid, the home directory, the login shell etc /etc/shadow Stores the password associated with the users /etc/group Stores information about different groups on the system If you want to understand each filed discussed in the above outputs, you can go through below links: https://tldp.org/LDP/lame/LAME/linux-admin-made-easy/shadow-file-formats.html https://tldp.org/HOWTO/User-Authentication-HOWTO/x71.html Important commands for managing users Some of the commands which are used frequently to manage users/groups on Linux are following: useradd - Creates a new user passwd - Adds or modifies passwords for a user usermod - Modifies attributes of an user userdel - Deletes an user useradd The useradd command adds a new user in Linux. We will create a new user 'shivam'. We will also verify that the user has been created by tailing the /etc/passwd file. The uid and gid are 1000 for the newly created user. The home directory assigned to the user is /home/shivam and the login shell assigned is /bin/bash. Do note that the user home directory and login shell can be modified later on. If we do not specify any value for attributes like home directory or login shell, default values will be assigned to the user. We can also override these default values when creating a new user. passwd The passwd command is used to create or modify passwords for a user. In the above examples, we have not assigned any password for users 'shivam' or 'amit' while creating them. \"!!\" in an account entry in shadow means the account of an user has been created, but not yet given a password. Let's now try to create a password for user \"shivam\". Do remember the password as we will be later using examples where it will be useful. Also, let's change the password for the root user now. When we switch from a normal user to root user, it will request you for a password. Also, when you login using root user, the password will be asked. usermod The usermod command is used to modify the attributes of an user like the home directory or the shell. Let's try to modify the login shell of user \"amit\" to \"/bin/bash\". In a similar way, you can also modify many other attributes for a user. Try 'usermod -h' for a list of attributes you can modify. userdel The userdel command is used to remove a user on Linux. Once we remove a user, all the information related to that user will be removed. Let's try to delete the user \"amit\". After deleting the user, you will not find the entry for that user in \"/etc/passwd\" or \"/etc/shadow\" file. Important commands for managing groups Commands for managing groups are quite similar to the commands used for managing users. Each command is not explained in detail here as they are quite similar. You can try running these commands on your system. groupadd \\<group_name> Creates a new group groupmod \\<group_name> Modifies attributes of a group groupdel \\<group_name> Deletes a group gpasswd \\<group_name> Modifies password for group We will now try to add user \"shivam\" to the group we have created above. Becoming a Superuser Before running the below commands, do make sure that you have set up a password for user \"shivam\" and user \"root\" using the passwd command described in the above section. The su command can be used to switch users in Linux. Let's now try to switch to user \"shivam\". Let's now try to open the \"/etc/shadow\" file. The operating system didn't allow the user \"shivam\" to read the content of the \"/etc/shadow\" file. This is an important file in Linux which stores the passwords of users. This file can only be accessed by root or users who have the superuser privileges. The sudo command allows a user to run commands with the security privileges of the root user. Do remember that the root user has all the privileges on a system. We can also use su command to switch to the root user and open the above file but doing that will require the password of the root user. An alternative way which is preferred on most modern operating systems is to use sudo command for becoming a superuser. Using this way, a user has to enter his/her password and they need to be a part of the sudo group. How to provide superpriveleges to other users ? Let's first switch to the root user using su command. Do note that using the below command will need you to enter the password for the root user. In case, you forgot to set a password for the root user, type \"exit\" and you will be back as the root user. Now, set up a password using the passwd command. The file /etc/sudoers holds the names of users permitted to invoke sudo . In redhat operating systems, this file is not present by default. We will need to install sudo. We will discuss the yum command in detail in later sections. Try to open the \"/etc/sudoers\" file on the system. The file has a lot of information. This file stores the rules that users must follow when running the sudo command. For example, root is allowed to run any commands from anywhere. One easy way of providing root access to users is to add them to a group which has permissions to run all the commands. \"wheel\" is a group in redhat Linux with such privileges. Let's add the user \"shivam\" to this group so that it also has sudo privileges. Let's now switch back to user \"shivam\" and try to access the \"/etc/shadow\" file. We need to use sudo before running the command since it can only be accessed with the sudo privileges. We have already given sudo privileges to user \u201cshivam\u201d by adding him to the group \u201cwheel\u201d. File Permissions On a Linux operating system, each file and directory is assigned access permissions for the owner of the file, the members of a group of related users and everybody else. This is to make sure that one user is not allowed to access the files and resources of another user. To see the permissions of a file, we can use the ls command. Let's look at the permissions of /etc/passwd file. Let's go over some of the important fields in the output that are related to file permissions. Chmod command The chmod command is used to modify files and directories permissions in Linux. The chmod command accepts permissions in as a numerical argument. We can think of permission as a series of bits with 1 representing True or allowed and 0 representing False or not allowed. Permission rwx Binary Decimal Read, write and execute rwx 111 7 Read and write rw- 110 6 Read and execute r-x 101 5 Read only r-- 100 4 Write and execute -wx 011 3 Write only -w- 010 2 Execute only --x 001 1 None --- 000 0 We will now create a new file and check the permission of the file. The group owner doesn't have the permission to write to this file. Let's give the group owner or root the permission to write to it using chmod command. Chmod command can be also used to change the permissions of a directory in the similar way. Chown command The chown command is used to change the owner of files or directories in Linux. Command syntax: chown \\<new_owner> \\<file_name> In case, we do not have sudo privileges, we need to use sudo command . Let's switch to user 'shivam' and try changing the owner. We have also changed the owner of the file to root before running the below command. Chown command can also be used to change the owner of a directory in the similar way. Chgrp command The chgrp command can be used to change the group ownership of files or directories in Linux. The syntax is very similar to that of chown command. Chgrp command can also be used to change the owner of a directory in the similar way. SSH Command The ssh command is used for logging into the remote systems, transfer files between systems and for executing commands on a remote machine. SSH stands for secure shell and is used to provide an encrypted secured connection between two hosts over an insecure network like the internet. Reference: https://www.ssh.com/ssh/command/ We will now discuss passwordless authentication which is secure and most commonly used for ssh authentication. Passwordless Authentication Using SSH Using this method, we can ssh into hosts without entering the password. This method is also useful when we want some scripts to perform ssh-related tasks. Passwordless authentication requires the use of a public and private key pair. As the name implies, the public key can be shared with anyone but the private key should be kept private. Lets not get into the details of how this authentication works. You can read more about it here Steps for setting up a passwordless authentication with a remote host: Generating public-private key pair If we already have a key pair stored in \\~/.ssh directory, we will not need to generate keys again. Install openssh package which contains all the commands related to ssh. Generate a key pair using the ssh-keygen command. One can choose the default values for all prompts. After running the ssh-keygen command successfully, we should see two keys present in the \\~/.ssh directory. Id_rsa is the private key and id_rsa.pub is the public key. Do note that the private key can only be read and modified by you. Transferring the public key to the remote host There are multiple ways to transfer the public key to the remote server. We will look at one of the most common ways of doing it using the ssh-copy-id command. Install the openssh-clients package to use ssh-copy-id command. Use the ssh-copy-id command to copy your public key to the remote host. Now, ssh into the remote host using the password authentication. Our public key should be there in \\~/.ssh/authorized_keys now. \\~/.ssh/authorized_key contains a list of public keys. The users associated with these public keys have the ssh access into the remote host. How to run commands on a remote host ? General syntax: ssh \\<user>@\\<hostname/hostip> \\<command> How to transfer files from one host to another host ? General syntax: scp \\<source> \\<destination> Package Management Package management is the process of installing and managing software on the system. We can install the packages which we require from the Linux package distributor. Different distributors use different packaging systems. Packaging systems Distributions Debian style (.deb) Debian, Ubuntu Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux Popular Packaging Systems in Linux Command Description yum install \\<package_name> Installs a package on your system yum update \\<package_name> Updates a package to it's latest available version yum remove \\<package_name> Removes a package from your system yum search \\<keyword> Searches for a particular keyword DNF is the successor to YUM which is now used in Fedora for installing and managing packages. DNF may replace YUM in the future on all RPM based Linux distributions. We did find an exact match for the keyword httpd when we searched using yum search command. Let's now install the httpd package. After httpd is installed, we will use the yum remove command to remove httpd package. Process Management In this section, we will study about some useful commands that can be used to monitor the processes on Linux systems. ps (process status) The ps command is used to know the information of a process or list of processes. If you get an error \"ps command not found\" while running ps command, do install procps package. ps without any arguments is not very useful. Let's try to list all the processes on the system by using the below command. Reference: https://unix.stackexchange.com/questions/106847/what-does-aux-mean-in-ps-aux We can use an additional argument with ps command to list the information about the process with a specific process ID. We can use grep in combination with ps command to list only specific processes. top The top command is used to show information about Linux processes running on the system in real time. It also shows a summary of the system information. For each process, top lists down the process ID, owner, priority, state, cpu utilization, memory utilization and much more information. It also lists down the memory utilization and cpu utilization of the system as a whole along with system uptime and cpu load average. Memory Management In this section, we will study about some useful commands that can be used to view information about the system memory. free The free command is used to display the memory usage of the system. The command displays the total free and used space available in the RAM along with space occupied by the caches/buffers. free command by default shows the memory usage in kilobytes. We can use an additional argument to get the data in human-readable format. vmstat The vmstat command can be used to display the memory usage along with additional information about io and cpu usage. Checking Disk Space In this section, we will study about some useful commands that can be used to view disk space on Linux. df (disk free) The df command is used to display the free and available space for each mounted file system. du (disk usage) The du command is used to display disk usage of files and directories on the system. The below command can be used to display the top 5 largest directories in the root directory. Daemons A computer program that runs as a background process is called a daemon. Traditionally, the name of daemon processes ended with d - sshd, httpd etc. We cannot interact with a daemon process as they run in the background. Services and daemons are used interchangeably most of the time. Systemd Systemd is a system and service manager for Linux operating systems. Systemd units are the building blocks of systemd. These units are represented by unit configuration files. The below examples shows the unit configuration files available at /usr/lib/systemd/system which are distributed by installed RPM packages. We are more interested in the configuration file that ends with service as these are service units. Managing System Services Service units end with .service file extension. Systemctl command can be used to start/stop/restart the services managed by systemd. Command Description systemctl start name.service Starts a service systemctl stop name.service Stops a service systemctl restart name.service Restarts a service systemctl status name.service Check the status of a service systemctl reload name.service Reload the configuration of a service Logs In this section, we will talk about some important files and directories which can be very useful for viewing system logs and applications logs in Linux. These logs can be very useful when you are troubleshooting on the system.","title":"Server Administration"},{"location":"linux_basics/linux_server_administration/#linux-server-administration","text":"In this course will try to cover some of the common tasks that a linux server administrator performs. We will first try to understand what a particular command does and then try to understand the commands using examples. Do keep in mind that it's very important to practice the Linux commands on your own.","title":"Linux Server Administration"},{"location":"linux_basics/linux_server_administration/#lab-environment-setup","text":"Install docker on your system - https://docs.docker.com/engine/install/ We will be running all the commands on Red Hat Enterprise Linux (RHEL) 8 system. We will run most of the commands used in this module in the above Docker container.","title":"Lab Environment Setup"},{"location":"linux_basics/linux_server_administration/#multi-user-operating-systems","text":"An operating system is considered as multi-user if it allows multiple people/users to use a computer and not affect each other's files and preferences. Linux based operating systems are multi-user in nature as it allows multiple users to access the system at the same time. A typical computer will only have one keyboard and monitor but multiple users can log in via SSH if the computer is connected to the network. We will cover more about SSH later. As a server administrator, we are mostly concerned with the Linux servers which are physically present at a very large distance from us. We can connect to these servers with the help of remote login methods like SSH. Since Linux supports multiple users, we need to have a method which can protect the users from each other. One user should not be able to access and modify files of other users","title":"Multi-User Operating Systems"},{"location":"linux_basics/linux_server_administration/#usergroup-management","text":"Users in Linux has an associated user ID called UID attached to them. Users also has a home directory and a login shell associated with them. A group is a collection of one or more users. A group makes it easier to share permissions among a group of users. Each group has a group ID called GID associated with it.","title":"User/Group Management"},{"location":"linux_basics/linux_server_administration/#id-command","text":"id command can be used to find the uid and gid associated with an user. It also lists down the groups to which the user belongs to. The uid and gid associated with the root user is 0. A good way to find out the current user in Linux is to use the whoami command. \"root\" user or superuser is the most privileged user with unrestricted access to all the resources on the system. It has UID 0","title":"id command"},{"location":"linux_basics/linux_server_administration/#important-files-associated-with-usersgroups","text":"/etc/passwd Stores the user name, the uid, the gid, the home directory, the login shell etc /etc/shadow Stores the password associated with the users /etc/group Stores information about different groups on the system If you want to understand each filed discussed in the above outputs, you can go through below links: https://tldp.org/LDP/lame/LAME/linux-admin-made-easy/shadow-file-formats.html https://tldp.org/HOWTO/User-Authentication-HOWTO/x71.html","title":"Important files associated with users/groups"},{"location":"linux_basics/linux_server_administration/#important-commands-for-managing-users","text":"Some of the commands which are used frequently to manage users/groups on Linux are following: useradd - Creates a new user passwd - Adds or modifies passwords for a user usermod - Modifies attributes of an user userdel - Deletes an user","title":"Important commands for managing users"},{"location":"linux_basics/linux_server_administration/#useradd","text":"The useradd command adds a new user in Linux. We will create a new user 'shivam'. We will also verify that the user has been created by tailing the /etc/passwd file. The uid and gid are 1000 for the newly created user. The home directory assigned to the user is /home/shivam and the login shell assigned is /bin/bash. Do note that the user home directory and login shell can be modified later on. If we do not specify any value for attributes like home directory or login shell, default values will be assigned to the user. We can also override these default values when creating a new user.","title":"useradd"},{"location":"linux_basics/linux_server_administration/#passwd","text":"The passwd command is used to create or modify passwords for a user. In the above examples, we have not assigned any password for users 'shivam' or 'amit' while creating them. \"!!\" in an account entry in shadow means the account of an user has been created, but not yet given a password. Let's now try to create a password for user \"shivam\". Do remember the password as we will be later using examples where it will be useful. Also, let's change the password for the root user now. When we switch from a normal user to root user, it will request you for a password. Also, when you login using root user, the password will be asked.","title":"passwd"},{"location":"linux_basics/linux_server_administration/#usermod","text":"The usermod command is used to modify the attributes of an user like the home directory or the shell. Let's try to modify the login shell of user \"amit\" to \"/bin/bash\". In a similar way, you can also modify many other attributes for a user. Try 'usermod -h' for a list of attributes you can modify.","title":"usermod"},{"location":"linux_basics/linux_server_administration/#userdel","text":"The userdel command is used to remove a user on Linux. Once we remove a user, all the information related to that user will be removed. Let's try to delete the user \"amit\". After deleting the user, you will not find the entry for that user in \"/etc/passwd\" or \"/etc/shadow\" file.","title":"userdel"},{"location":"linux_basics/linux_server_administration/#important-commands-for-managing-groups","text":"Commands for managing groups are quite similar to the commands used for managing users. Each command is not explained in detail here as they are quite similar. You can try running these commands on your system. groupadd \\<group_name> Creates a new group groupmod \\<group_name> Modifies attributes of a group groupdel \\<group_name> Deletes a group gpasswd \\<group_name> Modifies password for group We will now try to add user \"shivam\" to the group we have created above.","title":"Important commands for managing groups"},{"location":"linux_basics/linux_server_administration/#becoming-a-superuser","text":"Before running the below commands, do make sure that you have set up a password for user \"shivam\" and user \"root\" using the passwd command described in the above section. The su command can be used to switch users in Linux. Let's now try to switch to user \"shivam\". Let's now try to open the \"/etc/shadow\" file. The operating system didn't allow the user \"shivam\" to read the content of the \"/etc/shadow\" file. This is an important file in Linux which stores the passwords of users. This file can only be accessed by root or users who have the superuser privileges. The sudo command allows a user to run commands with the security privileges of the root user. Do remember that the root user has all the privileges on a system. We can also use su command to switch to the root user and open the above file but doing that will require the password of the root user. An alternative way which is preferred on most modern operating systems is to use sudo command for becoming a superuser. Using this way, a user has to enter his/her password and they need to be a part of the sudo group. How to provide superpriveleges to other users ? Let's first switch to the root user using su command. Do note that using the below command will need you to enter the password for the root user. In case, you forgot to set a password for the root user, type \"exit\" and you will be back as the root user. Now, set up a password using the passwd command. The file /etc/sudoers holds the names of users permitted to invoke sudo . In redhat operating systems, this file is not present by default. We will need to install sudo. We will discuss the yum command in detail in later sections. Try to open the \"/etc/sudoers\" file on the system. The file has a lot of information. This file stores the rules that users must follow when running the sudo command. For example, root is allowed to run any commands from anywhere. One easy way of providing root access to users is to add them to a group which has permissions to run all the commands. \"wheel\" is a group in redhat Linux with such privileges. Let's add the user \"shivam\" to this group so that it also has sudo privileges. Let's now switch back to user \"shivam\" and try to access the \"/etc/shadow\" file. We need to use sudo before running the command since it can only be accessed with the sudo privileges. We have already given sudo privileges to user \u201cshivam\u201d by adding him to the group \u201cwheel\u201d.","title":"Becoming a Superuser"},{"location":"linux_basics/linux_server_administration/#file-permissions","text":"On a Linux operating system, each file and directory is assigned access permissions for the owner of the file, the members of a group of related users and everybody else. This is to make sure that one user is not allowed to access the files and resources of another user. To see the permissions of a file, we can use the ls command. Let's look at the permissions of /etc/passwd file. Let's go over some of the important fields in the output that are related to file permissions.","title":"File Permissions"},{"location":"linux_basics/linux_server_administration/#chmod-command","text":"The chmod command is used to modify files and directories permissions in Linux. The chmod command accepts permissions in as a numerical argument. We can think of permission as a series of bits with 1 representing True or allowed and 0 representing False or not allowed. Permission rwx Binary Decimal Read, write and execute rwx 111 7 Read and write rw- 110 6 Read and execute r-x 101 5 Read only r-- 100 4 Write and execute -wx 011 3 Write only -w- 010 2 Execute only --x 001 1 None --- 000 0 We will now create a new file and check the permission of the file. The group owner doesn't have the permission to write to this file. Let's give the group owner or root the permission to write to it using chmod command. Chmod command can be also used to change the permissions of a directory in the similar way.","title":"Chmod command"},{"location":"linux_basics/linux_server_administration/#chown-command","text":"The chown command is used to change the owner of files or directories in Linux. Command syntax: chown \\<new_owner> \\<file_name> In case, we do not have sudo privileges, we need to use sudo command . Let's switch to user 'shivam' and try changing the owner. We have also changed the owner of the file to root before running the below command. Chown command can also be used to change the owner of a directory in the similar way.","title":"Chown command"},{"location":"linux_basics/linux_server_administration/#chgrp-command","text":"The chgrp command can be used to change the group ownership of files or directories in Linux. The syntax is very similar to that of chown command. Chgrp command can also be used to change the owner of a directory in the similar way.","title":"Chgrp command"},{"location":"linux_basics/linux_server_administration/#ssh-command","text":"The ssh command is used for logging into the remote systems, transfer files between systems and for executing commands on a remote machine. SSH stands for secure shell and is used to provide an encrypted secured connection between two hosts over an insecure network like the internet. Reference: https://www.ssh.com/ssh/command/ We will now discuss passwordless authentication which is secure and most commonly used for ssh authentication.","title":"SSH Command"},{"location":"linux_basics/linux_server_administration/#passwordless-authentication-using-ssh","text":"Using this method, we can ssh into hosts without entering the password. This method is also useful when we want some scripts to perform ssh-related tasks. Passwordless authentication requires the use of a public and private key pair. As the name implies, the public key can be shared with anyone but the private key should be kept private. Lets not get into the details of how this authentication works. You can read more about it here Steps for setting up a passwordless authentication with a remote host: Generating public-private key pair If we already have a key pair stored in \\~/.ssh directory, we will not need to generate keys again. Install openssh package which contains all the commands related to ssh. Generate a key pair using the ssh-keygen command. One can choose the default values for all prompts. After running the ssh-keygen command successfully, we should see two keys present in the \\~/.ssh directory. Id_rsa is the private key and id_rsa.pub is the public key. Do note that the private key can only be read and modified by you. Transferring the public key to the remote host There are multiple ways to transfer the public key to the remote server. We will look at one of the most common ways of doing it using the ssh-copy-id command. Install the openssh-clients package to use ssh-copy-id command. Use the ssh-copy-id command to copy your public key to the remote host. Now, ssh into the remote host using the password authentication. Our public key should be there in \\~/.ssh/authorized_keys now. \\~/.ssh/authorized_key contains a list of public keys. The users associated with these public keys have the ssh access into the remote host.","title":"Passwordless Authentication Using SSH"},{"location":"linux_basics/linux_server_administration/#how-to-run-commands-on-a-remote-host","text":"General syntax: ssh \\<user>@\\<hostname/hostip> \\<command>","title":"How to run commands on a remote host ?"},{"location":"linux_basics/linux_server_administration/#how-to-transfer-files-from-one-host-to-another-host","text":"General syntax: scp \\<source> \\<destination>","title":"How to transfer files from one host to another host ?"},{"location":"linux_basics/linux_server_administration/#package-management","text":"Package management is the process of installing and managing software on the system. We can install the packages which we require from the Linux package distributor. Different distributors use different packaging systems. Packaging systems Distributions Debian style (.deb) Debian, Ubuntu Red Hat style (.rpm) Fedora, CentOS, Red Hat Enterprise Linux Popular Packaging Systems in Linux Command Description yum install \\<package_name> Installs a package on your system yum update \\<package_name> Updates a package to it's latest available version yum remove \\<package_name> Removes a package from your system yum search \\<keyword> Searches for a particular keyword DNF is the successor to YUM which is now used in Fedora for installing and managing packages. DNF may replace YUM in the future on all RPM based Linux distributions. We did find an exact match for the keyword httpd when we searched using yum search command. Let's now install the httpd package. After httpd is installed, we will use the yum remove command to remove httpd package.","title":"Package Management"},{"location":"linux_basics/linux_server_administration/#process-management","text":"In this section, we will study about some useful commands that can be used to monitor the processes on Linux systems.","title":"Process Management"},{"location":"linux_basics/linux_server_administration/#ps-process-status","text":"The ps command is used to know the information of a process or list of processes. If you get an error \"ps command not found\" while running ps command, do install procps package. ps without any arguments is not very useful. Let's try to list all the processes on the system by using the below command. Reference: https://unix.stackexchange.com/questions/106847/what-does-aux-mean-in-ps-aux We can use an additional argument with ps command to list the information about the process with a specific process ID. We can use grep in combination with ps command to list only specific processes.","title":"ps (process status)"},{"location":"linux_basics/linux_server_administration/#top","text":"The top command is used to show information about Linux processes running on the system in real time. It also shows a summary of the system information. For each process, top lists down the process ID, owner, priority, state, cpu utilization, memory utilization and much more information. It also lists down the memory utilization and cpu utilization of the system as a whole along with system uptime and cpu load average.","title":"top"},{"location":"linux_basics/linux_server_administration/#memory-management","text":"In this section, we will study about some useful commands that can be used to view information about the system memory.","title":"Memory Management"},{"location":"linux_basics/linux_server_administration/#free","text":"The free command is used to display the memory usage of the system. The command displays the total free and used space available in the RAM along with space occupied by the caches/buffers. free command by default shows the memory usage in kilobytes. We can use an additional argument to get the data in human-readable format.","title":"free"},{"location":"linux_basics/linux_server_administration/#vmstat","text":"The vmstat command can be used to display the memory usage along with additional information about io and cpu usage.","title":"vmstat"},{"location":"linux_basics/linux_server_administration/#checking-disk-space","text":"In this section, we will study about some useful commands that can be used to view disk space on Linux.","title":"Checking Disk Space"},{"location":"linux_basics/linux_server_administration/#df-disk-free","text":"The df command is used to display the free and available space for each mounted file system.","title":"df (disk free)"},{"location":"linux_basics/linux_server_administration/#du-disk-usage","text":"The du command is used to display disk usage of files and directories on the system. The below command can be used to display the top 5 largest directories in the root directory.","title":"du (disk usage)"},{"location":"linux_basics/linux_server_administration/#daemons","text":"A computer program that runs as a background process is called a daemon. Traditionally, the name of daemon processes ended with d - sshd, httpd etc. We cannot interact with a daemon process as they run in the background. Services and daemons are used interchangeably most of the time.","title":"Daemons"},{"location":"linux_basics/linux_server_administration/#systemd","text":"Systemd is a system and service manager for Linux operating systems. Systemd units are the building blocks of systemd. These units are represented by unit configuration files. The below examples shows the unit configuration files available at /usr/lib/systemd/system which are distributed by installed RPM packages. We are more interested in the configuration file that ends with service as these are service units.","title":"Systemd"},{"location":"linux_basics/linux_server_administration/#managing-system-services","text":"Service units end with .service file extension. Systemctl command can be used to start/stop/restart the services managed by systemd. Command Description systemctl start name.service Starts a service systemctl stop name.service Stops a service systemctl restart name.service Restarts a service systemctl status name.service Check the status of a service systemctl reload name.service Reload the configuration of a service","title":"Managing System Services"},{"location":"linux_basics/linux_server_administration/#logs","text":"In this section, we will talk about some important files and directories which can be very useful for viewing system logs and applications logs in Linux. These logs can be very useful when you are troubleshooting on the system.","title":"Logs"},{"location":"linux_networking/conclusion/","text":"Conclusion With this we have traversed through the TCP/IP stack completely. We hope there will be a different perspective when one opens any website in the browser post the course. During the course we have also dissected what are common tasks in this pipeline which falls under the ambit of SRE. Post Training Exercises Setup own DNS resolver in the dev environment which acts as an authoritative DNS server for example.com and forwarder for other domains. Update resolv.conf to use the new DNS resolver running in localhost Set up a site dummy.example.com in localhost and run a webserver with a self signed certificate. Update the trusted CAs or pass self signed CA\u2019s public key as a parameter so that curl https://dummy.example.com -v works properly without self signed cert warning Update the routing table to use another host(container/VM) in the same network as a gateway for 8.8.8.8/32 and run ping 8.8.8.8. Do the packet capture on the new gateway to see L3 hop is working as expected(might need to disable icmp_redirect)","title":"Conclusion"},{"location":"linux_networking/conclusion/#conclusion","text":"With this we have traversed through the TCP/IP stack completely. We hope there will be a different perspective when one opens any website in the browser post the course. During the course we have also dissected what are common tasks in this pipeline which falls under the ambit of SRE.","title":"Conclusion"},{"location":"linux_networking/conclusion/#post-training-exercises","text":"Setup own DNS resolver in the dev environment which acts as an authoritative DNS server for example.com and forwarder for other domains. Update resolv.conf to use the new DNS resolver running in localhost Set up a site dummy.example.com in localhost and run a webserver with a self signed certificate. Update the trusted CAs or pass self signed CA\u2019s public key as a parameter so that curl https://dummy.example.com -v works properly without self signed cert warning Update the routing table to use another host(container/VM) in the same network as a gateway for 8.8.8.8/32 and run ping 8.8.8.8. Do the packet capture on the new gateway to see L3 hop is working as expected(might need to disable icmp_redirect)","title":"Post Training Exercises"},{"location":"linux_networking/dns/","text":"DNS Domain Names are the simple human-readable names for websites. The Internet understands only IP addresses, but since memorizing incoherent numbers is not practical, domain names are used instead. These domain names are translated into IP addresses by the DNS infrastructure. When somebody tries to open www.linkedin.com in the browser, the browser tries to convert www.linkedin.com to an IP Address. This process is called DNS resolution. A simple pseudocode depicting this process looks this ip, err = getIPAddress(domainName) if err: print(\u201cunknown Host Exception while trying to resolve:%s\u201d.format(domainName)) Now let\u2019s try to understand what happens inside the getIPAddress function. The browser would have a DNS cache of its own where it checks if there is a mapping for the domainName to an IP Address already available, in which case the browser uses that IP address. If no such mapping exists, the browser calls gethostbyname syscall to ask the operating system to find the IP address for the given domainName def getIPAddress(domainName): resp, fail = lookupCache(domainName) If not fail: return resp else: resp, err = gethostbyname(domainName) if err: return null, err else: return resp Now lets understand what operating system kernel does when the gethostbyname function is called. The Linux operating system looks at the file /etc/nsswitch.conf file which usually has a line hosts: files dns This line means the OS has to look up first in file (/etc/hosts) and then use DNS protocol to do the resolution if there is no match in /etc/hosts. The file /etc/hosts is of format IPAddress FQDN [FQDN].* 127.0.0.1 localhost.localdomain localhost ::1 localhost.localdomain localhost If a match exists for a domain in this file then that IP address is returned by the OS. Lets add a line to this file 127.0.0.1 test.linkedin.com And then do ping test.linkedin.com ping test.linkedin.com -n PING test.linkedin.com (127.0.0.1) 56(84) bytes of data. 64 bytes from 127.0.0.1: icmp_seq=1 ttl=64 time=0.047 ms 64 bytes from 127.0.0.1: icmp_seq=2 ttl=64 time=0.036 ms 64 bytes from 127.0.0.1: icmp_seq=3 ttl=64 time=0.037 ms As mentioned earlier, if no match exists in /etc/hosts, the OS tries to do a DNS resolution using the DNS protocol. The linux system makes a DNS request to the first IP in /etc/resolv.conf. If there is no response, requests are sent to subsequent servers in resolv.conf. These servers in resolv.conf are called DNS resolvers. The DNS resolvers are populated by DHCP or statically configured by an administrator. Dig is a userspace DNS system which creates and sends request to DNS resolvers and prints the response it receives to the console. #run this command in one shell to capture all DNS requests sudo tcpdump -s 0 -A -i any port 53 #make a dig request from another shell dig linkedin.com 13:19:54.432507 IP 172.19.209.122.56497 > 172.23.195.101.53: 527+ [1au] A? linkedin.com. (41) ....E..E....@.n....z...e...5.1.:... .........linkedin.com.......)........ 13:19:54.485131 IP 172.23.195.101.53 > 172.19.209.122.56497: 527 1/0/1 A 108.174.10.10 (57) ....E..U..@.|. ....e...z.5...A...............linkedin.com..............3..l. ..)........ The packet capture shows a request is made to 172.23.195.101:53 (this is the resolver in /etc/resolv.conf) for linkedin.com and a response is received from 172.23.195.101 with the IP address of linkedin.com 108.174.10.10 Now let's try to understand how DNS resolver tries to find the IP address of linkedin.com. DNS resolver first looks at its cache. Since many devices in the network can query for the domain name linkedin.com, the name resolution result may already exist in the cache. If there is a cache miss, it starts the DNS resolution process. The DNS server breaks \u201clinkedin.com\u201d to \u201c.\u201d, \u201ccom.\u201d and \u201clinkedin.com.\u201d and starts DNS resolution from \u201c.\u201d. The \u201c.\u201d is called root domain and those IPs are known to the DNS resolver software. DNS resolver queries the root domain Nameservers to find the right nameservers which could respond regarding details for \"com.\". The address of the authoritative nameserver of \u201ccom.\u201d is returned. Now the DNS resolution service contacts the authoritative nameserver for \u201ccom.\u201d to fetch the authoritative nameserver for \u201clinkedin.com\u201d. Once an authoritative nameserver of \u201clinkedin.com\u201d is known, the resolver contacts Linkedin\u2019s nameserver to provide the IP address of \u201clinkedin.com\u201d. This whole process can be visualized by running dig +trace linkedin.com linkedin.com. 3600 IN A 108.174.10.10 This DNS response has 5 fields where the first field is the request and the last field is the response. The second field is the Time to Live which says how long the DNS response is valid in seconds. In this case this mapping of linkedin.com is valid for 1 hour. This is how the resolvers and application(browser) maintain their cache. Any request for linkedin.com beyond 1 hour will be treated as a cache miss as the mapping has expired its TTL and the whole process has to be redone. The 4th field says the type of DNS response/request. Some of the various DNS query types are A, AAAA, NS, TXT, PTR, MX and CNAME. - A record returns IPV4 address of the domain name - AAAA record returns the IPV6 address of the domain Name - NS record returns the authoritative nameserver for the domain name - CNAME records are aliases to the domain names. Some domains point to other domain names and resolving the latter domain name gives an IP which is used as an IP for the former domain name as well. Example www.linkedin.com\u2019s IP address is the same as 2-01-2c3e-005a.cdx.cedexis.net. - For the brevity we are not discussing other DNS record types, the RFC of each of these records are available here . dig A linkedin.com +short 108.174.10.10 dig AAAA linkedin.com +short 2620:109:c002::6cae:a0a dig NS linkedin.com +short dns3.p09.nsone.net. dns4.p09.nsone.net. dns2.p09.nsone.net. ns4.p43.dynect.net. ns1.p43.dynect.net. ns2.p43.dynect.net. ns3.p43.dynect.net. dns1.p09.nsone.net. dig www.linkedin.com CNAME +short 2-01-2c3e-005a.cdx.cedexis.net. Armed with these fundamentals of DNS lets see usecases where DNS is used by SREs. Applications in SRE role This section covers some of the common solutions SRE can derive from DNS Every company has to have its internal DNS infrastructure for intranet sites and internal services like databases and other internal applications like wiki. So there has to be a DNS infrastructure maintained for those domain names by the infrastructure team. This DNS infrastructure has to be optimized and scaled so that it doesn\u2019t become a single point of failure. Failure of the internal DNS infrastructure can cause API calls of microservices to fail and other cascading effects. DNS can also be used for discovering services. For example the hostname serviceb.internal.example.com could list instances which run service b internally in example.com company. Cloud providers provide options to enable DNS discovery( example ) DNS is used by cloud provides and CDN providers to scale their services. In Azure/AWS, Load Balancers are given a CNAME instead of IPAddress. They update the IPAddress of the Loadbalancers as they scale by changing the IP Address of alias domain names. This is one of the reasons why A records of such alias domains are short lived like 1 minute. DNS can also be used to make clients get IP addresses closer to their location so that their HTTP calls can be responded faster if the company has a presence geographically distributed. SRE also has to understand since there is no verification in DNS infrastructure, these responses can be spoofed. This is safeguarded by other protocols like HTTPS(dealt later). DNSSEC protects from forged or manipulated DNS responses. Stale DNS cache can be a problem. Some apps might still be using expired DNS records for their api calls. This is something SRE has to be wary of when doing maintenance. DNS Loadbalancing and service discovery also has to understand TTL and the servers can be removed from the pool only after waiting till TTL post the changes are made to DNS records. If this is not done, a certain portion of the traffic will fail as the server is removed before the TTL.","title":"DNS"},{"location":"linux_networking/dns/#dns","text":"Domain Names are the simple human-readable names for websites. The Internet understands only IP addresses, but since memorizing incoherent numbers is not practical, domain names are used instead. These domain names are translated into IP addresses by the DNS infrastructure. When somebody tries to open www.linkedin.com in the browser, the browser tries to convert www.linkedin.com to an IP Address. This process is called DNS resolution. A simple pseudocode depicting this process looks this ip, err = getIPAddress(domainName) if err: print(\u201cunknown Host Exception while trying to resolve:%s\u201d.format(domainName)) Now let\u2019s try to understand what happens inside the getIPAddress function. The browser would have a DNS cache of its own where it checks if there is a mapping for the domainName to an IP Address already available, in which case the browser uses that IP address. If no such mapping exists, the browser calls gethostbyname syscall to ask the operating system to find the IP address for the given domainName def getIPAddress(domainName): resp, fail = lookupCache(domainName) If not fail: return resp else: resp, err = gethostbyname(domainName) if err: return null, err else: return resp Now lets understand what operating system kernel does when the gethostbyname function is called. The Linux operating system looks at the file /etc/nsswitch.conf file which usually has a line hosts: files dns This line means the OS has to look up first in file (/etc/hosts) and then use DNS protocol to do the resolution if there is no match in /etc/hosts. The file /etc/hosts is of format IPAddress FQDN [FQDN].* 127.0.0.1 localhost.localdomain localhost ::1 localhost.localdomain localhost If a match exists for a domain in this file then that IP address is returned by the OS. Lets add a line to this file 127.0.0.1 test.linkedin.com And then do ping test.linkedin.com ping test.linkedin.com -n PING test.linkedin.com (127.0.0.1) 56(84) bytes of data. 64 bytes from 127.0.0.1: icmp_seq=1 ttl=64 time=0.047 ms 64 bytes from 127.0.0.1: icmp_seq=2 ttl=64 time=0.036 ms 64 bytes from 127.0.0.1: icmp_seq=3 ttl=64 time=0.037 ms As mentioned earlier, if no match exists in /etc/hosts, the OS tries to do a DNS resolution using the DNS protocol. The linux system makes a DNS request to the first IP in /etc/resolv.conf. If there is no response, requests are sent to subsequent servers in resolv.conf. These servers in resolv.conf are called DNS resolvers. The DNS resolvers are populated by DHCP or statically configured by an administrator. Dig is a userspace DNS system which creates and sends request to DNS resolvers and prints the response it receives to the console. #run this command in one shell to capture all DNS requests sudo tcpdump -s 0 -A -i any port 53 #make a dig request from another shell dig linkedin.com 13:19:54.432507 IP 172.19.209.122.56497 > 172.23.195.101.53: 527+ [1au] A? linkedin.com. (41) ....E..E....@.n....z...e...5.1.:... .........linkedin.com.......)........ 13:19:54.485131 IP 172.23.195.101.53 > 172.19.209.122.56497: 527 1/0/1 A 108.174.10.10 (57) ....E..U..@.|. ....e...z.5...A...............linkedin.com..............3..l. ..)........ The packet capture shows a request is made to 172.23.195.101:53 (this is the resolver in /etc/resolv.conf) for linkedin.com and a response is received from 172.23.195.101 with the IP address of linkedin.com 108.174.10.10 Now let's try to understand how DNS resolver tries to find the IP address of linkedin.com. DNS resolver first looks at its cache. Since many devices in the network can query for the domain name linkedin.com, the name resolution result may already exist in the cache. If there is a cache miss, it starts the DNS resolution process. The DNS server breaks \u201clinkedin.com\u201d to \u201c.\u201d, \u201ccom.\u201d and \u201clinkedin.com.\u201d and starts DNS resolution from \u201c.\u201d. The \u201c.\u201d is called root domain and those IPs are known to the DNS resolver software. DNS resolver queries the root domain Nameservers to find the right nameservers which could respond regarding details for \"com.\". The address of the authoritative nameserver of \u201ccom.\u201d is returned. Now the DNS resolution service contacts the authoritative nameserver for \u201ccom.\u201d to fetch the authoritative nameserver for \u201clinkedin.com\u201d. Once an authoritative nameserver of \u201clinkedin.com\u201d is known, the resolver contacts Linkedin\u2019s nameserver to provide the IP address of \u201clinkedin.com\u201d. This whole process can be visualized by running dig +trace linkedin.com linkedin.com. 3600 IN A 108.174.10.10 This DNS response has 5 fields where the first field is the request and the last field is the response. The second field is the Time to Live which says how long the DNS response is valid in seconds. In this case this mapping of linkedin.com is valid for 1 hour. This is how the resolvers and application(browser) maintain their cache. Any request for linkedin.com beyond 1 hour will be treated as a cache miss as the mapping has expired its TTL and the whole process has to be redone. The 4th field says the type of DNS response/request. Some of the various DNS query types are A, AAAA, NS, TXT, PTR, MX and CNAME. - A record returns IPV4 address of the domain name - AAAA record returns the IPV6 address of the domain Name - NS record returns the authoritative nameserver for the domain name - CNAME records are aliases to the domain names. Some domains point to other domain names and resolving the latter domain name gives an IP which is used as an IP for the former domain name as well. Example www.linkedin.com\u2019s IP address is the same as 2-01-2c3e-005a.cdx.cedexis.net. - For the brevity we are not discussing other DNS record types, the RFC of each of these records are available here . dig A linkedin.com +short 108.174.10.10 dig AAAA linkedin.com +short 2620:109:c002::6cae:a0a dig NS linkedin.com +short dns3.p09.nsone.net. dns4.p09.nsone.net. dns2.p09.nsone.net. ns4.p43.dynect.net. ns1.p43.dynect.net. ns2.p43.dynect.net. ns3.p43.dynect.net. dns1.p09.nsone.net. dig www.linkedin.com CNAME +short 2-01-2c3e-005a.cdx.cedexis.net. Armed with these fundamentals of DNS lets see usecases where DNS is used by SREs.","title":"DNS"},{"location":"linux_networking/dns/#applications-in-sre-role","text":"This section covers some of the common solutions SRE can derive from DNS Every company has to have its internal DNS infrastructure for intranet sites and internal services like databases and other internal applications like wiki. So there has to be a DNS infrastructure maintained for those domain names by the infrastructure team. This DNS infrastructure has to be optimized and scaled so that it doesn\u2019t become a single point of failure. Failure of the internal DNS infrastructure can cause API calls of microservices to fail and other cascading effects. DNS can also be used for discovering services. For example the hostname serviceb.internal.example.com could list instances which run service b internally in example.com company. Cloud providers provide options to enable DNS discovery( example ) DNS is used by cloud provides and CDN providers to scale their services. In Azure/AWS, Load Balancers are given a CNAME instead of IPAddress. They update the IPAddress of the Loadbalancers as they scale by changing the IP Address of alias domain names. This is one of the reasons why A records of such alias domains are short lived like 1 minute. DNS can also be used to make clients get IP addresses closer to their location so that their HTTP calls can be responded faster if the company has a presence geographically distributed. SRE also has to understand since there is no verification in DNS infrastructure, these responses can be spoofed. This is safeguarded by other protocols like HTTPS(dealt later). DNSSEC protects from forged or manipulated DNS responses. Stale DNS cache can be a problem. Some apps might still be using expired DNS records for their api calls. This is something SRE has to be wary of when doing maintenance. DNS Loadbalancing and service discovery also has to understand TTL and the servers can be removed from the pool only after waiting till TTL post the changes are made to DNS records. If this is not done, a certain portion of the traffic will fail as the server is removed before the TTL.","title":"Applications in SRE role"},{"location":"linux_networking/http/","text":"HTTP Till this point we have only got the IP address of linkedin.com. The HTML page of linkedin.com is served by HTTP protocol which the browser renders. Browser sends a HTTP request to the IP of the server determined above. Request has a verb GET, PUT, POST followed by a path and query parameters and lines of key value pair which gives information about the client and capabilities of the client like contents it can accept and a body (usually in POST or PUT) # Eg run the following in your container and have a look at the headers curl linkedin.com -v * Connected to linkedin.com (108.174.10.10) port 80 (#0) > GET / HTTP/1.1 > Host: linkedin.com > User-Agent: curl/7.64.1 > Accept: */* > < HTTP/1.1 301 Moved Permanently < Date: Mon, 09 Nov 2020 10:39:43 GMT < X-Li-Pop: prod-esv5 < X-LI-Proto: http/1.1 < Location: https://www.linkedin.com/ < Content-Length: 0 < * Connection #0 to host linkedin.com left intact * Closing connection 0 Here, in the first line GET is the verb, / is the path and 1.1 is the HTTP protocol version. Then there are key value pairs which give client capabilities and some details to the server. The server responds back with HTTP version, Status Code and Status message . Status codes 2xx means success, 3xx denotes redirection, 4xx denotes client side errors and 5xx server side errors. We will now jump in to see the difference between HTTP/1.0 and HTTP/1.1. #On the terminal type telnet www.linkedin.com 80 #Copy and paste the following with an empty new line at last in the telnet STDIN GET / HTTP/1.1 HOST:linkedin.com USER-AGENT: curl This would get server response and waits for next input as the underlying connection to www.linkedin.com can be reused for further queries. While going through TCP, we can understand the benefits of this. But in HTTP/1.0 this connection will be immediately closed after the response meaning new connection has to be opened for each query. HTTP/1.1 can have only one inflight request in an open connection but connection can be reused for multiple requests one after another. One of the benefits of HTTP/2.0 over HTTP/1.1 is we can have multiple inflight requests on the same connection. We are restricting our scope to generic HTTP and not jumping to the intricacies of each protocol version but they should be straight forward to understand post the course. HTTP is called stateless protocol . This section we will try to understand what stateless means. Say we logged in to linkedin.com, each request to linkedin.com from the client will have no context of the user and it makes no sense to prompt user to login for each page/resource. This problem of HTTP is solved by COOKIE . A user is created a session when a user logs in. This session identifier is sent to the browser via SET-COOKIE header. The browser stores the COOKIE till the expiry set by the server and sends the cookie for each request from hereon for linkedin.com. More details on cookies are available here . Cookies are a critical piece of information like password and since HTTP is a plain text protocol, any man in the middle can capture either password or cookies and can breach the privacy of the user. Similarly as discussed during DNS a spoofed IP of linkedin.com can cause a phishing attack on users where an user can give linkedin\u2019s password to login on the malicious site. To solve both problems HTTPs came in place and HTTPs has to be mandated. HTTPS has to provide server identification and encryption of data between client and server. The server administrator has to generate a private public key pair and certificate request. This certificate request has to be signed by a certificate authority which converts the certificate request to a certificate. The server administrator has to update the certificate and private key to the webserver. The certificate has details about the server (like domain name for which it serves, expiry date), public key of the server. The private key is a secret to the server and losing the private key loses the trust the server provides. When clients connect, the client sends a HELLO. The server sends its certificate to the client. The client checks the validity of the cert by seeing if it is within its expiry time, if it is signed by a trusted authority and the hostname in the cert is the same as the server. This validation makes sure the server is the right server and there is no phishing. Once that is validated, the client negotiates a symmetrical key and cipher with the server by encrypting the negotiation with the public key of the server. Nobody else other than the server who has the private key can understand this data. Once negotiation is complete, that symmetric key and algorithm is used for further encryption which can be decrypted only by client and server from thereon as they only know the symmetric key and algorithm. The switch to symmetric algorithm from asymmetric encryption algorithm is to not strain the resources of client devices as symmetric encryption is generally less resource intensive than asymmetric. #Try the following on your terminal to see the cert details like Subject Name(domain name), Issuer details, Expiry date curl https://www.linkedin.com -v * Connected to www.linkedin.com (13.107.42.14) port 443 (#0) * ALPN, offering h2 * ALPN, offering http/1.1 * successfully set certificate verify locations: * CAfile: /etc/ssl/cert.pem CApath: none * TLSv1.2 (OUT), TLS handshake, Client hello (1): } [230 bytes data] * TLSv1.2 (IN), TLS handshake, Server hello (2): { [90 bytes data] * TLSv1.2 (IN), TLS handshake, Certificate (11): { [3171 bytes data] * TLSv1.2 (IN), TLS handshake, Server key exchange (12): { [365 bytes data] * TLSv1.2 (IN), TLS handshake, Server finished (14): { [4 bytes data] * TLSv1.2 (OUT), TLS handshake, Client key exchange (16): } [102 bytes data] * TLSv1.2 (OUT), TLS change cipher, Change cipher spec (1): } [1 bytes data] * TLSv1.2 (OUT), TLS handshake, Finished (20): } [16 bytes data] * TLSv1.2 (IN), TLS change cipher, Change cipher spec (1): { [1 bytes data] * TLSv1.2 (IN), TLS handshake, Finished (20): { [16 bytes data] * SSL connection using TLSv1.2 / ECDHE-RSA-AES256-GCM-SHA384 * ALPN, server accepted to use h2 * Server certificate: * subject: C=US; ST=California; L=Sunnyvale; O=LinkedIn Corporation; CN=www.linkedin.com * start date: Oct 2 00:00:00 2020 GMT * expire date: Apr 2 12:00:00 2021 GMT * subjectAltName: host \"www.linkedin.com\" matched cert's \"www.linkedin.com\" * issuer: C=US; O=DigiCert Inc; CN=DigiCert SHA2 Secure Server CA * SSL certificate verify ok. * Using HTTP2, server supports multi-use * Connection state changed (HTTP/2 confirmed) * Copying HTTP/2 data in stream buffer to connection buffer after upgrade: len=0 * Using Stream ID: 1 (easy handle 0x7fb055808200) * Connection state changed (MAX_CONCURRENT_STREAMS == 100)! 0 82117 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0 * Connection #0 to host www.linkedin.com left intact HTTP/2 200 cache-control: no-cache, no-store pragma: no-cache content-length: 82117 content-type: text/html; charset=utf-8 expires: Thu, 01 Jan 1970 00:00:00 GMT set-cookie: JSESSIONID=ajax:2747059799136291014; SameSite=None; Path=/; Domain=.www.linkedin.com; Secure set-cookie: lang=v=2&lang=en-us; SameSite=None; Path=/; Domain=linkedin.com; Secure set-cookie: bcookie=\"v=2&70bd59e3-5a51-406c-8e0d-dd70befa8890\"; domain=.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; SameSite=None set-cookie: bscookie=\"v=1&202011091050107ae9b7ac-fe97-40fc-830d-d7a9ccf80659AQGib5iXwarbY8CCBP94Q39THkgUlx6J\"; domain=.www.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; HttpOnly; SameSite=None set-cookie: lissc=1; domain=.linkedin.com; Path=/; Secure; Expires=Tue, 09-Nov-2021 10:50:10 GMT; SameSite=None set-cookie: lidc=\"b=VGST04:s=V:r=V:g=2201:u=1:i=1604919010:t=1605005410:v=1:sig=AQHe-KzU8i_5Iy6MwnFEsgRct3c9Lh5R\"; Expires=Tue, 10 Nov 2020 10:50:10 GMT; domain=.linkedin.com; Path=/; SameSite=None; Secure x-fs-txn-id: 2b8d5409ba70 x-fs-uuid: 61bbf94956d14516302567fc882b0000 expect-ct: max-age=86400, report-uri=\"https://www.linkedin.com/platform-telemetry/ct\" x-xss-protection: 1; mode=block content-security-policy-report-only: default-src 'none'; connect-src 'self' www.linkedin.com www.google-analytics.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://linkedin.sc.omtrdc.net/b/ss/ static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; script-src 'sha256-THuVhwbXPeTR0HszASqMOnIyxqEgvGyBwSPBKBF/iMc=' 'sha256-PyCXNcEkzRWqbiNr087fizmiBBrq9O6GGD8eV3P09Ik=' 'sha256-2SQ55Erm3CPCb+k03EpNxU9bdV3XL9TnVTriDs7INZ4=' 'sha256-S/KSPe186K/1B0JEjbIXcCdpB97krdzX05S+dHnQjUs=' platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'self' 'unsafe-inline' static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; media-src dms.licdn.com; child-src blob: *; frame-src 'self' lnkd.demdex.net linkedin.cdn.qualaroo.com; manifest-src 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=g content-security-policy: default-src *; connect-src 'self' https://media-src.linkedin.com/media/ www.linkedin.com s.c.lnkd.licdn.com m.c.lnkd.licdn.com s.c.exp1.licdn.com s.c.exp2.licdn.com m.c.exp1.licdn.com m.c.exp2.licdn.com wss://*.linkedin.com dms.licdn.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://accounts.google.com/gsi/status https://linkedin.sc.omtrdc.net/b/ss/ www.google-analytics.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com media.licdn.com media-exp1.licdn.com media-exp2.licdn.com media-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'unsafe-inline' 'self' static-src.linkedin.com *.licdn.com; script-src 'report-sample' 'unsafe-inline' 'unsafe-eval' 'self' spdy.linkedin.com static-src.linkedin.com *.ads.linkedin.com *.licdn.com static.chartbeat.com www.google-analytics.com ssl.google-analytics.com bcvipva02.rightnowtech.com www.bizographics.com sjs.bizographics.com js.bizographics.com d.la4-c1-was.salesforceliveagent.com slideshare.www.linkedin.com https://snap.licdn.com/li.lms-analytics/ platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com; object-src 'none'; media-src blob: *; child-src blob: lnkd-communities: voyager: *; frame-ancestors 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=l x-frame-options: sameorigin x-content-type-options: nosniff strict-transport-security: max-age=2592000 x-li-fabric: prod-lva1 x-li-pop: afd-prod-lva1 x-li-proto: http/2 x-li-uuid: Ybv5SVbRRRYwJWf8iCsAAA== x-msedge-ref: Ref A: CFB9AC1D2B0645DDB161CEE4A4909AEF Ref B: BOM02EDGE0712 Ref C: 2020-11-09T10:50:10Z date: Mon, 09 Nov 2020 10:50:10 GMT * Closing connection 0 Here my system has a list of certificate authorities it trusts in this file /etc/ssl/cert.pem. Curl validates the certificate is for www.linkedin.com by seeing the CN section of the subject part of the certificate. It also makes sure the certificate is not expired by seeing the expire date. It also validates the signature on the certificate by using the public key of issuer Digicert in /etc/ssl/cert.pem. Once this is done, using the public key of www.linkedin.com it negotiates cipher TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384 with a symmetric key. Subsequent data transfer including first HTTP request uses the same cipher and symmetric key.","title":"HTTP"},{"location":"linux_networking/http/#http","text":"Till this point we have only got the IP address of linkedin.com. The HTML page of linkedin.com is served by HTTP protocol which the browser renders. Browser sends a HTTP request to the IP of the server determined above. Request has a verb GET, PUT, POST followed by a path and query parameters and lines of key value pair which gives information about the client and capabilities of the client like contents it can accept and a body (usually in POST or PUT) # Eg run the following in your container and have a look at the headers curl linkedin.com -v * Connected to linkedin.com (108.174.10.10) port 80 (#0) > GET / HTTP/1.1 > Host: linkedin.com > User-Agent: curl/7.64.1 > Accept: */* > < HTTP/1.1 301 Moved Permanently < Date: Mon, 09 Nov 2020 10:39:43 GMT < X-Li-Pop: prod-esv5 < X-LI-Proto: http/1.1 < Location: https://www.linkedin.com/ < Content-Length: 0 < * Connection #0 to host linkedin.com left intact * Closing connection 0 Here, in the first line GET is the verb, / is the path and 1.1 is the HTTP protocol version. Then there are key value pairs which give client capabilities and some details to the server. The server responds back with HTTP version, Status Code and Status message . Status codes 2xx means success, 3xx denotes redirection, 4xx denotes client side errors and 5xx server side errors. We will now jump in to see the difference between HTTP/1.0 and HTTP/1.1. #On the terminal type telnet www.linkedin.com 80 #Copy and paste the following with an empty new line at last in the telnet STDIN GET / HTTP/1.1 HOST:linkedin.com USER-AGENT: curl This would get server response and waits for next input as the underlying connection to www.linkedin.com can be reused for further queries. While going through TCP, we can understand the benefits of this. But in HTTP/1.0 this connection will be immediately closed after the response meaning new connection has to be opened for each query. HTTP/1.1 can have only one inflight request in an open connection but connection can be reused for multiple requests one after another. One of the benefits of HTTP/2.0 over HTTP/1.1 is we can have multiple inflight requests on the same connection. We are restricting our scope to generic HTTP and not jumping to the intricacies of each protocol version but they should be straight forward to understand post the course. HTTP is called stateless protocol . This section we will try to understand what stateless means. Say we logged in to linkedin.com, each request to linkedin.com from the client will have no context of the user and it makes no sense to prompt user to login for each page/resource. This problem of HTTP is solved by COOKIE . A user is created a session when a user logs in. This session identifier is sent to the browser via SET-COOKIE header. The browser stores the COOKIE till the expiry set by the server and sends the cookie for each request from hereon for linkedin.com. More details on cookies are available here . Cookies are a critical piece of information like password and since HTTP is a plain text protocol, any man in the middle can capture either password or cookies and can breach the privacy of the user. Similarly as discussed during DNS a spoofed IP of linkedin.com can cause a phishing attack on users where an user can give linkedin\u2019s password to login on the malicious site. To solve both problems HTTPs came in place and HTTPs has to be mandated. HTTPS has to provide server identification and encryption of data between client and server. The server administrator has to generate a private public key pair and certificate request. This certificate request has to be signed by a certificate authority which converts the certificate request to a certificate. The server administrator has to update the certificate and private key to the webserver. The certificate has details about the server (like domain name for which it serves, expiry date), public key of the server. The private key is a secret to the server and losing the private key loses the trust the server provides. When clients connect, the client sends a HELLO. The server sends its certificate to the client. The client checks the validity of the cert by seeing if it is within its expiry time, if it is signed by a trusted authority and the hostname in the cert is the same as the server. This validation makes sure the server is the right server and there is no phishing. Once that is validated, the client negotiates a symmetrical key and cipher with the server by encrypting the negotiation with the public key of the server. Nobody else other than the server who has the private key can understand this data. Once negotiation is complete, that symmetric key and algorithm is used for further encryption which can be decrypted only by client and server from thereon as they only know the symmetric key and algorithm. The switch to symmetric algorithm from asymmetric encryption algorithm is to not strain the resources of client devices as symmetric encryption is generally less resource intensive than asymmetric. #Try the following on your terminal to see the cert details like Subject Name(domain name), Issuer details, Expiry date curl https://www.linkedin.com -v * Connected to www.linkedin.com (13.107.42.14) port 443 (#0) * ALPN, offering h2 * ALPN, offering http/1.1 * successfully set certificate verify locations: * CAfile: /etc/ssl/cert.pem CApath: none * TLSv1.2 (OUT), TLS handshake, Client hello (1): } [230 bytes data] * TLSv1.2 (IN), TLS handshake, Server hello (2): { [90 bytes data] * TLSv1.2 (IN), TLS handshake, Certificate (11): { [3171 bytes data] * TLSv1.2 (IN), TLS handshake, Server key exchange (12): { [365 bytes data] * TLSv1.2 (IN), TLS handshake, Server finished (14): { [4 bytes data] * TLSv1.2 (OUT), TLS handshake, Client key exchange (16): } [102 bytes data] * TLSv1.2 (OUT), TLS change cipher, Change cipher spec (1): } [1 bytes data] * TLSv1.2 (OUT), TLS handshake, Finished (20): } [16 bytes data] * TLSv1.2 (IN), TLS change cipher, Change cipher spec (1): { [1 bytes data] * TLSv1.2 (IN), TLS handshake, Finished (20): { [16 bytes data] * SSL connection using TLSv1.2 / ECDHE-RSA-AES256-GCM-SHA384 * ALPN, server accepted to use h2 * Server certificate: * subject: C=US; ST=California; L=Sunnyvale; O=LinkedIn Corporation; CN=www.linkedin.com * start date: Oct 2 00:00:00 2020 GMT * expire date: Apr 2 12:00:00 2021 GMT * subjectAltName: host \"www.linkedin.com\" matched cert's \"www.linkedin.com\" * issuer: C=US; O=DigiCert Inc; CN=DigiCert SHA2 Secure Server CA * SSL certificate verify ok. * Using HTTP2, server supports multi-use * Connection state changed (HTTP/2 confirmed) * Copying HTTP/2 data in stream buffer to connection buffer after upgrade: len=0 * Using Stream ID: 1 (easy handle 0x7fb055808200) * Connection state changed (MAX_CONCURRENT_STREAMS == 100)! 0 82117 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0 * Connection #0 to host www.linkedin.com left intact HTTP/2 200 cache-control: no-cache, no-store pragma: no-cache content-length: 82117 content-type: text/html; charset=utf-8 expires: Thu, 01 Jan 1970 00:00:00 GMT set-cookie: JSESSIONID=ajax:2747059799136291014; SameSite=None; Path=/; Domain=.www.linkedin.com; Secure set-cookie: lang=v=2&lang=en-us; SameSite=None; Path=/; Domain=linkedin.com; Secure set-cookie: bcookie=\"v=2&70bd59e3-5a51-406c-8e0d-dd70befa8890\"; domain=.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; SameSite=None set-cookie: bscookie=\"v=1&202011091050107ae9b7ac-fe97-40fc-830d-d7a9ccf80659AQGib5iXwarbY8CCBP94Q39THkgUlx6J\"; domain=.www.linkedin.com; Path=/; Secure; Expires=Wed, 09-Nov-2022 22:27:42 GMT; HttpOnly; SameSite=None set-cookie: lissc=1; domain=.linkedin.com; Path=/; Secure; Expires=Tue, 09-Nov-2021 10:50:10 GMT; SameSite=None set-cookie: lidc=\"b=VGST04:s=V:r=V:g=2201:u=1:i=1604919010:t=1605005410:v=1:sig=AQHe-KzU8i_5Iy6MwnFEsgRct3c9Lh5R\"; Expires=Tue, 10 Nov 2020 10:50:10 GMT; domain=.linkedin.com; Path=/; SameSite=None; Secure x-fs-txn-id: 2b8d5409ba70 x-fs-uuid: 61bbf94956d14516302567fc882b0000 expect-ct: max-age=86400, report-uri=\"https://www.linkedin.com/platform-telemetry/ct\" x-xss-protection: 1; mode=block content-security-policy-report-only: default-src 'none'; connect-src 'self' www.linkedin.com www.google-analytics.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://linkedin.sc.omtrdc.net/b/ss/ static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; script-src 'sha256-THuVhwbXPeTR0HszASqMOnIyxqEgvGyBwSPBKBF/iMc=' 'sha256-PyCXNcEkzRWqbiNr087fizmiBBrq9O6GGD8eV3P09Ik=' 'sha256-2SQ55Erm3CPCb+k03EpNxU9bdV3XL9TnVTriDs7INZ4=' 'sha256-S/KSPe186K/1B0JEjbIXcCdpB97krdzX05S+dHnQjUs=' platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'self' 'unsafe-inline' static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com; media-src dms.licdn.com; child-src blob: *; frame-src 'self' lnkd.demdex.net linkedin.cdn.qualaroo.com; manifest-src 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=g content-security-policy: default-src *; connect-src 'self' https://media-src.linkedin.com/media/ www.linkedin.com s.c.lnkd.licdn.com m.c.lnkd.licdn.com s.c.exp1.licdn.com s.c.exp2.licdn.com m.c.exp1.licdn.com m.c.exp2.licdn.com wss://*.linkedin.com dms.licdn.com https://dpm.demdex.net/id lnkd.demdex.net blob: https://accounts.google.com/gsi/status https://linkedin.sc.omtrdc.net/b/ss/ www.google-analytics.com static.licdn.com static-exp1.licdn.com static-exp2.licdn.com static-exp3.licdn.com media.licdn.com media-exp1.licdn.com media-exp2.licdn.com media-exp3.licdn.com; img-src data: blob: *; font-src data: *; style-src 'unsafe-inline' 'self' static-src.linkedin.com *.licdn.com; script-src 'report-sample' 'unsafe-inline' 'unsafe-eval' 'self' spdy.linkedin.com static-src.linkedin.com *.ads.linkedin.com *.licdn.com static.chartbeat.com www.google-analytics.com ssl.google-analytics.com bcvipva02.rightnowtech.com www.bizographics.com sjs.bizographics.com js.bizographics.com d.la4-c1-was.salesforceliveagent.com slideshare.www.linkedin.com https://snap.licdn.com/li.lms-analytics/ platform.linkedin.com platform-akam.linkedin.com platform-ecst.linkedin.com platform-azur.linkedin.com; object-src 'none'; media-src blob: *; child-src blob: lnkd-communities: voyager: *; frame-ancestors 'self'; report-uri https://www.linkedin.com/platform-telemetry/csp?f=l x-frame-options: sameorigin x-content-type-options: nosniff strict-transport-security: max-age=2592000 x-li-fabric: prod-lva1 x-li-pop: afd-prod-lva1 x-li-proto: http/2 x-li-uuid: Ybv5SVbRRRYwJWf8iCsAAA== x-msedge-ref: Ref A: CFB9AC1D2B0645DDB161CEE4A4909AEF Ref B: BOM02EDGE0712 Ref C: 2020-11-09T10:50:10Z date: Mon, 09 Nov 2020 10:50:10 GMT * Closing connection 0 Here my system has a list of certificate authorities it trusts in this file /etc/ssl/cert.pem. Curl validates the certificate is for www.linkedin.com by seeing the CN section of the subject part of the certificate. It also makes sure the certificate is not expired by seeing the expire date. It also validates the signature on the certificate by using the public key of issuer Digicert in /etc/ssl/cert.pem. Once this is done, using the public key of www.linkedin.com it negotiates cipher TLS_ECDHE_RSA_WITH_AES_256_GCM_SHA384 with a symmetric key. Subsequent data transfer including first HTTP request uses the same cipher and symmetric key.","title":"HTTP"},{"location":"linux_networking/intro/","text":"Linux Networking Fundamentals Prerequisites High-level knowledge of commonly used jargon in TCP/IP stack like DNS, TCP, UDP and HTTP Linux Commandline Basics What to expect from this course Throughout the course, we cover how an SRE can optimize the system to improve their web stack performance and troubleshoot if there is an issue in any of the layers of the networking stack. This course tries to dig through each layer of traditional TCP/IP stack and expects an SRE to have a picture beyond the bird\u2019s eye view of the functioning of the Internet. What is not covered under this course This course spends time on the fundamentals. We are not covering concepts like HTTP/2.0 , QUIC , TCP congestion control protocols , Anycast , BGP , CDN , Tunnels and Multicast . We expect that this course will provide the relevant basics to understand such concepts Birds eye view of the course The course covers the question \u201cWhat happens when you open linkedin.com in your browser?\u201d The course follows the flow of TCP/IP stack.More specifically, the course covers topics of Application layer protocols DNS and HTTP, transport layer protocols UDP and TCP, networking layer protocol IP and Data Link Layer protocol Course Contents DNS UDP HTTP TCP IP Routing","title":"Introduction"},{"location":"linux_networking/intro/#linux-networking-fundamentals","text":"","title":"Linux Networking Fundamentals"},{"location":"linux_networking/intro/#prerequisites","text":"High-level knowledge of commonly used jargon in TCP/IP stack like DNS, TCP, UDP and HTTP Linux Commandline Basics","title":"Prerequisites"},{"location":"linux_networking/intro/#what-to-expect-from-this-course","text":"Throughout the course, we cover how an SRE can optimize the system to improve their web stack performance and troubleshoot if there is an issue in any of the layers of the networking stack. This course tries to dig through each layer of traditional TCP/IP stack and expects an SRE to have a picture beyond the bird\u2019s eye view of the functioning of the Internet.","title":"What to expect from this course"},{"location":"linux_networking/intro/#what-is-not-covered-under-this-course","text":"This course spends time on the fundamentals. We are not covering concepts like HTTP/2.0 , QUIC , TCP congestion control protocols , Anycast , BGP , CDN , Tunnels and Multicast . We expect that this course will provide the relevant basics to understand such concepts","title":"What is not covered under this course"},{"location":"linux_networking/intro/#birds-eye-view-of-the-course","text":"The course covers the question \u201cWhat happens when you open linkedin.com in your browser?\u201d The course follows the flow of TCP/IP stack.More specifically, the course covers topics of Application layer protocols DNS and HTTP, transport layer protocols UDP and TCP, networking layer protocol IP and Data Link Layer protocol","title":"Birds eye view of the course"},{"location":"linux_networking/intro/#course-contents","text":"DNS UDP HTTP TCP IP Routing","title":"Course Contents"},{"location":"linux_networking/ipr/","text":"IP Routing and Data Link Layer We will dig how packets that leave the client reach the server and vice versa. When the packet reaches the IP layer, the transport layer populates source port, destination port. IP/Network layer populates destination IP(discovered from DNS) and then looks up the route to the destination IP on the routing table. #Linux route -n command gives the default routing table route -n Kernel IP routing table Destination Gateway Genmask Flags Metric Ref Use Iface 0.0.0.0 172.17.0.1 0.0.0.0 UG 0 0 0 eth0 172.17.0.0 0.0.0.0 255.255.0.0 U 0 0 0 eth0 Here the destination IP is bitwise AND\u2019d with the Genmask and if the answer is the destination part of the table then that gateway and interface is picked for routing. Here linkedin.com\u2019s IP 108.174.10.10 is AND\u2019d with 255.255.255.0 and the answer we get is 108.174.10.0 which doesn\u2019t match with any destination in the routing table. Then Linux does an AND of destination IP with 0.0.0.0 and we get 0.0.0.0. This answer matches the default row Routing table is processed in the order of more octets of 1 set in genmask and genmask 0.0.0.0 is the default route if nothing matches. At the end of this operation Linux figured out that the packet has to be sent to next hop 172.17.0.1 via eth0. The source IP of the packet will be set as the IP of interface eth0. Now to send the packet to 172.17.0.1 linux has to figure out the MAC address of 172.17.0.1. MAC address is figured by looking at the internal arp cache which stores translation between IP address and MAC address. If there is a cache miss, Linux broadcasts ARP request within the internal network asking who has 172.17.0.1. The owner of the IP sends an ARP response which is cached by the kernel and the kernel sends the packet to the gateway by setting Source mac address as mac address of eth0 and destination mac address of 172.17.0.1 which we got just now. Similar routing lookup process is followed in each hop till the packet reaches the actual server. Transport layer and layers above it come to play only at end servers. During intermediate hops only till the IP/Network layer is involved. One weird gateway we saw in the routing table is 0.0.0.0. This gateway means no Layer3(Network layer) hop is needed to send the packet. Both source and destination are in the same network. Kernel has to figure out the mac of the destination and populate source and destination mac appropriately and send the packet out so that it reaches the destination without any Layer3 hop in the middle As we followed in other modules, lets complete this session with SRE usecases Applications in SRE role Generally the routing table is populated by DHCP and playing around is not a good practice. There can be reasons where one has to play around the routing table but take that path only when it's absolutely necessary Understanding error messages better like, \u201cNo route to host\u201d error can mean mac address of the destination host is not found and it can mean the destination host is down On rare cases looking at the ARP table can help us understand if there is a IP conflict where same IP is assigned to two hosts by mistake and this is causing unexpected behavior","title":"Routing"},{"location":"linux_networking/ipr/#ip-routing-and-data-link-layer","text":"We will dig how packets that leave the client reach the server and vice versa. When the packet reaches the IP layer, the transport layer populates source port, destination port. IP/Network layer populates destination IP(discovered from DNS) and then looks up the route to the destination IP on the routing table. #Linux route -n command gives the default routing table route -n Kernel IP routing table Destination Gateway Genmask Flags Metric Ref Use Iface 0.0.0.0 172.17.0.1 0.0.0.0 UG 0 0 0 eth0 172.17.0.0 0.0.0.0 255.255.0.0 U 0 0 0 eth0 Here the destination IP is bitwise AND\u2019d with the Genmask and if the answer is the destination part of the table then that gateway and interface is picked for routing. Here linkedin.com\u2019s IP 108.174.10.10 is AND\u2019d with 255.255.255.0 and the answer we get is 108.174.10.0 which doesn\u2019t match with any destination in the routing table. Then Linux does an AND of destination IP with 0.0.0.0 and we get 0.0.0.0. This answer matches the default row Routing table is processed in the order of more octets of 1 set in genmask and genmask 0.0.0.0 is the default route if nothing matches. At the end of this operation Linux figured out that the packet has to be sent to next hop 172.17.0.1 via eth0. The source IP of the packet will be set as the IP of interface eth0. Now to send the packet to 172.17.0.1 linux has to figure out the MAC address of 172.17.0.1. MAC address is figured by looking at the internal arp cache which stores translation between IP address and MAC address. If there is a cache miss, Linux broadcasts ARP request within the internal network asking who has 172.17.0.1. The owner of the IP sends an ARP response which is cached by the kernel and the kernel sends the packet to the gateway by setting Source mac address as mac address of eth0 and destination mac address of 172.17.0.1 which we got just now. Similar routing lookup process is followed in each hop till the packet reaches the actual server. Transport layer and layers above it come to play only at end servers. During intermediate hops only till the IP/Network layer is involved. One weird gateway we saw in the routing table is 0.0.0.0. This gateway means no Layer3(Network layer) hop is needed to send the packet. Both source and destination are in the same network. Kernel has to figure out the mac of the destination and populate source and destination mac appropriately and send the packet out so that it reaches the destination without any Layer3 hop in the middle As we followed in other modules, lets complete this session with SRE usecases","title":"IP Routing and Data Link Layer"},{"location":"linux_networking/ipr/#applications-in-sre-role","text":"Generally the routing table is populated by DHCP and playing around is not a good practice. There can be reasons where one has to play around the routing table but take that path only when it's absolutely necessary Understanding error messages better like, \u201cNo route to host\u201d error can mean mac address of the destination host is not found and it can mean the destination host is down On rare cases looking at the ARP table can help us understand if there is a IP conflict where same IP is assigned to two hosts by mistake and this is causing unexpected behavior","title":"Applications in SRE role"},{"location":"linux_networking/tcp/","text":"TCP TCP is a transport layer protocol like UDP but it guarantees reliability, flow control and congestion control. TCP guarantees reliable delivery by using sequence numbers. A TCP connection is established by a three way handshake. In our case, the client sends a SYN packet along with the starting sequence number it plans to use, the server acknowledges the SYN packet and sends a SYN with its sequence number. Once the client acknowledges the syn packet, the connection is established. Each data transferred from here on is considered delivered reliably once acknowledgement for that sequence is received by the concerned party #To understand handshake run packet capture on one bash session tcpdump -S -i any port 80 #Run curl on one bash session curl www.linkedin.com Here client sends a syn flag shown by [S] flag with a sequence number 1522264672. The server acknowledges receipt of SYN with an ack [.] flag and a Syn flag for its sequence number[S]. The server uses the sequence number 1063230400 and acknowledges the client it\u2019s expecting sequence number 1522264673 (client sequence+1). Client sends a zero length acknowledgement packet to the server(server sequence+1) and connection stands established. This is called three way handshake. The client sends a 76 bytes length packet after this and increments its sequence number by 76. Server sends a 170 byte response and closes the connection. This was the difference we were talking about between HTTP/1.1 and HTTP/1.0. In HTTP/1.1 this same connection can be reused which reduces overhead of 3 way handshake for each HTTP request. If a packet is missed between client and server, server won\u2019t send an ack to the client and client would retry sending the packet till the ACK is received. This guarantees reliability. The flow control is established by the win size field in each segment. The win size says available TCP buffer length in the kernel which can be used to buffer received segments. A size 0 means the receiver has a lot of lag to catch from its socket buffer and the sender has to pause sending packets so that receiver can cope up. This flow control protects from slow receiver and fast sender problem TCP also does congestion control which determines how many segments can be in transit without an ack. Linux provides us the ability to configure algorithms for congestion control which we are not covering here. While closing a connection, client/server calls a close syscall. Let's assume client do that. Client\u2019s kernel will send a FIN packet to the server. Server\u2019s kernel can\u2019t close the connection till the close syscall is called by the server application. Once server app calls close, server also sends a FIN packet and client enters into time wait state for 2*MSS(120s) so that this socket can\u2019t be reused for that time period to prevent any TCP state corruptions due to stray stale packets. Armed with our TCP and HTTP knowledge lets see how this is used by SREs in their role Applications in SRE role Scaling HTTP performance using load balancers need consistent knowledge about both TCP and HTTP. There are different kinds of load balancing like L4, L7 load balancing, Direct Server Return etc. HTTPs offloading can be done on Load balancer or directly on servers based on the performance and compliance needs. Tweaking sysctl variables for rmem and wmem like we did for UDP can improve throughput of sender and receiver. Sysctl variable tcp_max_syn_backlog and socket variable somax_conn determines how many connections for which the kernel can complete 3 way handshake before app calling accept syscall. This is much useful in single threaded applications. Once the backlog is full, new connections stay in SYN_RCVD state (when you run netstat) till the application calls accept syscall Apps can run out of file descriptors if there are too many short lived connections. Digging through tcp_reuse and tcp_recycle can help reduce time spent in the time wait state(it has its own risk). Making apps reuse a pool of connections instead of creating ad hoc connection can also help Understanding performance bottlenecks by seeing metrics and classifying whether its a problem in App or network side. Example too many sockets in Close_wait state is a problem on application whereas retransmissions can be a problem more on network or on OS stack than the application itself. Understanding the fundamentals can help us narrow down where the bottleneck is","title":"TCP"},{"location":"linux_networking/tcp/#tcp","text":"TCP is a transport layer protocol like UDP but it guarantees reliability, flow control and congestion control. TCP guarantees reliable delivery by using sequence numbers. A TCP connection is established by a three way handshake. In our case, the client sends a SYN packet along with the starting sequence number it plans to use, the server acknowledges the SYN packet and sends a SYN with its sequence number. Once the client acknowledges the syn packet, the connection is established. Each data transferred from here on is considered delivered reliably once acknowledgement for that sequence is received by the concerned party #To understand handshake run packet capture on one bash session tcpdump -S -i any port 80 #Run curl on one bash session curl www.linkedin.com Here client sends a syn flag shown by [S] flag with a sequence number 1522264672. The server acknowledges receipt of SYN with an ack [.] flag and a Syn flag for its sequence number[S]. The server uses the sequence number 1063230400 and acknowledges the client it\u2019s expecting sequence number 1522264673 (client sequence+1). Client sends a zero length acknowledgement packet to the server(server sequence+1) and connection stands established. This is called three way handshake. The client sends a 76 bytes length packet after this and increments its sequence number by 76. Server sends a 170 byte response and closes the connection. This was the difference we were talking about between HTTP/1.1 and HTTP/1.0. In HTTP/1.1 this same connection can be reused which reduces overhead of 3 way handshake for each HTTP request. If a packet is missed between client and server, server won\u2019t send an ack to the client and client would retry sending the packet till the ACK is received. This guarantees reliability. The flow control is established by the win size field in each segment. The win size says available TCP buffer length in the kernel which can be used to buffer received segments. A size 0 means the receiver has a lot of lag to catch from its socket buffer and the sender has to pause sending packets so that receiver can cope up. This flow control protects from slow receiver and fast sender problem TCP also does congestion control which determines how many segments can be in transit without an ack. Linux provides us the ability to configure algorithms for congestion control which we are not covering here. While closing a connection, client/server calls a close syscall. Let's assume client do that. Client\u2019s kernel will send a FIN packet to the server. Server\u2019s kernel can\u2019t close the connection till the close syscall is called by the server application. Once server app calls close, server also sends a FIN packet and client enters into time wait state for 2*MSS(120s) so that this socket can\u2019t be reused for that time period to prevent any TCP state corruptions due to stray stale packets. Armed with our TCP and HTTP knowledge lets see how this is used by SREs in their role","title":"TCP"},{"location":"linux_networking/tcp/#applications-in-sre-role","text":"Scaling HTTP performance using load balancers need consistent knowledge about both TCP and HTTP. There are different kinds of load balancing like L4, L7 load balancing, Direct Server Return etc. HTTPs offloading can be done on Load balancer or directly on servers based on the performance and compliance needs. Tweaking sysctl variables for rmem and wmem like we did for UDP can improve throughput of sender and receiver. Sysctl variable tcp_max_syn_backlog and socket variable somax_conn determines how many connections for which the kernel can complete 3 way handshake before app calling accept syscall. This is much useful in single threaded applications. Once the backlog is full, new connections stay in SYN_RCVD state (when you run netstat) till the application calls accept syscall Apps can run out of file descriptors if there are too many short lived connections. Digging through tcp_reuse and tcp_recycle can help reduce time spent in the time wait state(it has its own risk). Making apps reuse a pool of connections instead of creating ad hoc connection can also help Understanding performance bottlenecks by seeing metrics and classifying whether its a problem in App or network side. Example too many sockets in Close_wait state is a problem on application whereas retransmissions can be a problem more on network or on OS stack than the application itself. Understanding the fundamentals can help us narrow down where the bottleneck is","title":"Applications in SRE role"},{"location":"linux_networking/udp/","text":"UDP UDP is a transport layer protocol. DNS is an application layer protocol that runs on top of UDP(most of the times). Before jumping into UDP, let's try to understand what an application and transport layer is. DNS protocol is used by a DNS client(eg dig) and DNS server(eg named). The transport layer makes sure the DNS request reaches the DNS server process and similarly the response reaches the DNS client process. Multiple processes can run on a system and they can listen on any ports . DNS servers usually listen on port number 53. When a client makes a DNS request, after filling the necessary application payload, it passes the payload to the kernel via sendto system call. The kernel picks a random port number( >1024 ) as source port number and puts 53 as destination port number and sends the packet to lower layers. When the kernel on server side receives the packet, it checks the port number and queues the packet to the application buffer of the DNS server process which makes a recvfrom system call and reads the packet. This process by the kernel is called multiplexing(combining packets from multiple applications to same lower layers) and demultiplexing(segregating packets from single lower layer to multiple applications). Multiplexing and Demultiplexing is done by the Transport layer. UDP is one of the simplest transport layer protocol and it does only multiplexing and demultiplexing. Another common transport layer protocol TCP does a bunch of other things like reliable communication, flow control and congestion control. UDP is designed to be lightweight and handle communications with little overhead. So it doesn\u2019t do anything beyond multiplexing and demultiplexing. If applications running on top of UDP need any of the features of TCP, they have to implement that in their application This example from python wiki covers a sample UDP client and server where \u201cHello World\u201d is an application payload sent to server listening on port number 5005. The server receives the packet and prints the \u201cHello World\u201d string from the client Applications in SRE role If the underlying network is slow and the UDP layer is unable to queue packets down to the networking layer, sendto syscall from the application will hang till the kernel finds some of its buffer is freed. This can affect the throughput of the system. Increasing write memory buffer values using sysctl variables net.core.wmem_max and net.core.wmem_default provides some cushion to the application from the slow network Similarly if the receiver process is slow in consuming from its buffer, the kernel has to drop packets which it can\u2019t queue due to the buffer being full. Since UDP doesn\u2019t guarantee reliability these dropped packets can cause data loss unless tracked by the application layer. Increasing sysctl variables rmem_default and rmem_max can provide some cushion to slow applications from fast senders.","title":"UDP"},{"location":"linux_networking/udp/#udp","text":"UDP is a transport layer protocol. DNS is an application layer protocol that runs on top of UDP(most of the times). Before jumping into UDP, let's try to understand what an application and transport layer is. DNS protocol is used by a DNS client(eg dig) and DNS server(eg named). The transport layer makes sure the DNS request reaches the DNS server process and similarly the response reaches the DNS client process. Multiple processes can run on a system and they can listen on any ports . DNS servers usually listen on port number 53. When a client makes a DNS request, after filling the necessary application payload, it passes the payload to the kernel via sendto system call. The kernel picks a random port number( >1024 ) as source port number and puts 53 as destination port number and sends the packet to lower layers. When the kernel on server side receives the packet, it checks the port number and queues the packet to the application buffer of the DNS server process which makes a recvfrom system call and reads the packet. This process by the kernel is called multiplexing(combining packets from multiple applications to same lower layers) and demultiplexing(segregating packets from single lower layer to multiple applications). Multiplexing and Demultiplexing is done by the Transport layer. UDP is one of the simplest transport layer protocol and it does only multiplexing and demultiplexing. Another common transport layer protocol TCP does a bunch of other things like reliable communication, flow control and congestion control. UDP is designed to be lightweight and handle communications with little overhead. So it doesn\u2019t do anything beyond multiplexing and demultiplexing. If applications running on top of UDP need any of the features of TCP, they have to implement that in their application This example from python wiki covers a sample UDP client and server where \u201cHello World\u201d is an application payload sent to server listening on port number 5005. The server receives the packet and prints the \u201cHello World\u201d string from the client","title":"UDP"},{"location":"linux_networking/udp/#applications-in-sre-role","text":"If the underlying network is slow and the UDP layer is unable to queue packets down to the networking layer, sendto syscall from the application will hang till the kernel finds some of its buffer is freed. This can affect the throughput of the system. Increasing write memory buffer values using sysctl variables net.core.wmem_max and net.core.wmem_default provides some cushion to the application from the slow network Similarly if the receiver process is slow in consuming from its buffer, the kernel has to drop packets which it can\u2019t queue due to the buffer being full. Since UDP doesn\u2019t guarantee reliability these dropped packets can cause data loss unless tracked by the application layer. Increasing sysctl variables rmem_default and rmem_max can provide some cushion to slow applications from fast senders.","title":"Applications in SRE role"},{"location":"python_web/intro/","text":"Python and The Web Prerequisites Basic understanding of python language. Basic familiarity with flask framework. What to expect from this course This course is divided into two high level parts. In the first part, assuming familiarity with python language\u2019s basic operations and syntax usage, we will dive a little deeper into understanding python as a language. We will compare python with other programming languages that you might already know like Java and C. We will also explore concepts of Python objects and with help of that, explore python features like decorators. In the second part which will revolve around the web, and also assume familiarity with the Flask framework, we will start from the socket module and work with HTTP requests. This will demystify how frameworks like flask work internally. And to introduce SRE flavour to the course, we will design, develop and deploy (in theory) a URL shortening application. We will emphasize parts of the whole process that are more important as an SRE of the said app/service. What is not covered under this course Extensive knowledge of python internals and advanced python. Lab Environment Setup Have latest version of python installed Course Contents The Python Language Some Python Concepts Python Gotchas Python and Web Sockets Flask The URL Shortening App Design Scaling The App Monitoring The App The Python Language Assuming you know a little bit of C/C++ and Java, let's try to discuss the following questions in context of those two languages and python. You might have heard that C/C++ is a compiled language while python is an interpreted language. Generally, with compiled language we first compile the program and then run the executable while in case of python we run the source code directly like python hello_world.py . While Java, being an interpreted language, still has a separate compilation step and then its run. So what's really the difference? Compiled vs. Interpreted This might sound a little weird to you: python, in a way is a compiled language! Python has a compiler built-in! It is obvious in the case of java since we compile it using a separate command ie: javac helloWorld.java and it will produce a .class file which we know as a bytecode . Well, python is very similar to that. One difference here is that there is no separate compile command/binary needed to run a python program. What is the difference then, between java and python? Well, Java's compiler is more strict and sophisticated. As you might know Java is a statically typed language. So the compiler is written in a way that it can verify types related errors during compile time. While python being a dynamic language, types are not known until a program is run. So in a way, python compiler is dumb (or, less strict). But there indeed is a compile step involved when a python program is run. You might have seen python bytecode files with .pyc extension. Here is how you can see bytecode for a given python program. # Create a Hello World $ echo \"print('hello world')\" > hello_world.py # Making sure it runs $ python3 hello_world.py hello world # The bytecode of the given program $ python -m dis hello_world.py 1 0 LOAD_NAME 0 (print) 2 LOAD_CONST 0 ('hello world') 4 CALL_FUNCTION 1 6 POP_TOP 8 LOAD_CONST 1 (None) 10 RETURN_VALUE Read more about dis module here Now coming to C/C++, there of course is a compiler. But the output is different than what java/python compiler would produce. Compiling a C program would produce what we also know as machine code . As opposed to bytecode. Running The Programs We know compilation is involved in all 3 languages we are discussing. Just that the compilers are different in nature and they output different types of content. In case of C/C++, the output is machine code which can be directly read by your operating system. When you execute that program, your OS will know how exactly to run it. But this is not the case with bytecode. Those bytecodes are language specific. Python has its own set of bytecode defined (more in dis module) and so does java. So naturally, your operating system will not know how to run it. To run this bytecode, we have something called Virtual Machines. Ie: The JVM or the Python VM (CPython, Jython). These so called Virtual Machines are the programs which can read the bytecode and run it on a given operating system. Python has multiple VMs available. Cpython is a python VM implemented in C language, similarly Jython is a Java implementation of python VM. At the end of the day, what they should be capable of is to understand python language syntax, be able to compile it to bytecode and be able to run that bytecode. You can implement a python VM in any language! (And people do so, just because it can be done) The Operating System +------------------------------------+ | | | | | | hello_world.py Python bytecode | Python VM Process | | | +----------------+ +----------------+ | +----------------+ | |print(... | COMPILE |LOAD_CONST... | | |Reads bytecode | | | +--------------->+ +------------------->+line by line | | | | | | | |and executes. | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | | | | | | hello_world.c OS Specific machinecode | A New Process | | | +----------------+ +----------------+ | +----------------+ | |void main() { | COMPILE | binary contents| | | binary contents| | | +--------------->+ +------------------->+ | | | | | | | | | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | (binary contents | | runs as is) | | | | | +------------------------------------+ Two things to note for above diagram: Generally, when we run a python program, a python VM process is started which reads the python source code, compiles it to byte code and run it in a single step. Compiling is not a separate step. Shown only for illustration purpose. Binaries generated for C like languages are not exactly run as is. Since there are multiple types of binaries (eg: ELF), there are more complicated steps involved in order to run a binary but we will not go into that since all that is done at OS level.","title":"Introduction"},{"location":"python_web/intro/#python-and-the-web","text":"","title":"Python and The Web"},{"location":"python_web/intro/#prerequisites","text":"Basic understanding of python language. Basic familiarity with flask framework.","title":"Prerequisites"},{"location":"python_web/intro/#what-to-expect-from-this-course","text":"This course is divided into two high level parts. In the first part, assuming familiarity with python language\u2019s basic operations and syntax usage, we will dive a little deeper into understanding python as a language. We will compare python with other programming languages that you might already know like Java and C. We will also explore concepts of Python objects and with help of that, explore python features like decorators. In the second part which will revolve around the web, and also assume familiarity with the Flask framework, we will start from the socket module and work with HTTP requests. This will demystify how frameworks like flask work internally. And to introduce SRE flavour to the course, we will design, develop and deploy (in theory) a URL shortening application. We will emphasize parts of the whole process that are more important as an SRE of the said app/service.","title":"What to expect from this course"},{"location":"python_web/intro/#what-is-not-covered-under-this-course","text":"Extensive knowledge of python internals and advanced python.","title":"What is not covered under this course"},{"location":"python_web/intro/#lab-environment-setup","text":"Have latest version of python installed","title":"Lab Environment Setup"},{"location":"python_web/intro/#course-contents","text":"The Python Language Some Python Concepts Python Gotchas Python and Web Sockets Flask The URL Shortening App Design Scaling The App Monitoring The App","title":"Course Contents"},{"location":"python_web/intro/#the-python-language","text":"Assuming you know a little bit of C/C++ and Java, let's try to discuss the following questions in context of those two languages and python. You might have heard that C/C++ is a compiled language while python is an interpreted language. Generally, with compiled language we first compile the program and then run the executable while in case of python we run the source code directly like python hello_world.py . While Java, being an interpreted language, still has a separate compilation step and then its run. So what's really the difference?","title":"The Python Language"},{"location":"python_web/intro/#compiled-vs-interpreted","text":"This might sound a little weird to you: python, in a way is a compiled language! Python has a compiler built-in! It is obvious in the case of java since we compile it using a separate command ie: javac helloWorld.java and it will produce a .class file which we know as a bytecode . Well, python is very similar to that. One difference here is that there is no separate compile command/binary needed to run a python program. What is the difference then, between java and python? Well, Java's compiler is more strict and sophisticated. As you might know Java is a statically typed language. So the compiler is written in a way that it can verify types related errors during compile time. While python being a dynamic language, types are not known until a program is run. So in a way, python compiler is dumb (or, less strict). But there indeed is a compile step involved when a python program is run. You might have seen python bytecode files with .pyc extension. Here is how you can see bytecode for a given python program. # Create a Hello World $ echo \"print('hello world')\" > hello_world.py # Making sure it runs $ python3 hello_world.py hello world # The bytecode of the given program $ python -m dis hello_world.py 1 0 LOAD_NAME 0 (print) 2 LOAD_CONST 0 ('hello world') 4 CALL_FUNCTION 1 6 POP_TOP 8 LOAD_CONST 1 (None) 10 RETURN_VALUE Read more about dis module here Now coming to C/C++, there of course is a compiler. But the output is different than what java/python compiler would produce. Compiling a C program would produce what we also know as machine code . As opposed to bytecode.","title":"Compiled vs. Interpreted"},{"location":"python_web/intro/#running-the-programs","text":"We know compilation is involved in all 3 languages we are discussing. Just that the compilers are different in nature and they output different types of content. In case of C/C++, the output is machine code which can be directly read by your operating system. When you execute that program, your OS will know how exactly to run it. But this is not the case with bytecode. Those bytecodes are language specific. Python has its own set of bytecode defined (more in dis module) and so does java. So naturally, your operating system will not know how to run it. To run this bytecode, we have something called Virtual Machines. Ie: The JVM or the Python VM (CPython, Jython). These so called Virtual Machines are the programs which can read the bytecode and run it on a given operating system. Python has multiple VMs available. Cpython is a python VM implemented in C language, similarly Jython is a Java implementation of python VM. At the end of the day, what they should be capable of is to understand python language syntax, be able to compile it to bytecode and be able to run that bytecode. You can implement a python VM in any language! (And people do so, just because it can be done) The Operating System +------------------------------------+ | | | | | | hello_world.py Python bytecode | Python VM Process | | | +----------------+ +----------------+ | +----------------+ | |print(... | COMPILE |LOAD_CONST... | | |Reads bytecode | | | +--------------->+ +------------------->+line by line | | | | | | | |and executes. | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | | | | | | hello_world.c OS Specific machinecode | A New Process | | | +----------------+ +----------------+ | +----------------+ | |void main() { | COMPILE | binary contents| | | binary contents| | | +--------------->+ +------------------->+ | | | | | | | | | | | | | | | | | | +----------------+ +----------------+ | +----------------+ | | (binary contents | | runs as is) | | | | | +------------------------------------+ Two things to note for above diagram: Generally, when we run a python program, a python VM process is started which reads the python source code, compiles it to byte code and run it in a single step. Compiling is not a separate step. Shown only for illustration purpose. Binaries generated for C like languages are not exactly run as is. Since there are multiple types of binaries (eg: ELF), there are more complicated steps involved in order to run a binary but we will not go into that since all that is done at OS level.","title":"Running The Programs"},{"location":"python_web/python-concepts/","text":"Some Python Concepts Though you are expected to know python and its syntax at basic level, let us discuss some fundamental concepts that will help you understand the python language better. Everything in Python is an object. That includes the functions, lists, dicts, classes, modules, a running function (instance of function definition), everything. In the CPython, it would mean there is an underlying struct variable for each object. In python's current execution context, all the variables are stored in a dict. It'd be a string to object mapping. If you have a function and a float variable defined in the current context, here is how it is handled internally. >>> float_number=42.0 >>> def foo_func(): ... pass ... # NOTICE HOW VARIABLE NAMES ARE STRINGS, stored in a dict >>> locals() {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'float_number': 42.0, 'foo_func': <function foo_func at 0x1055847a0>} Python Functions Since functions too are objects, we can see what all attributes a function contains as following >>> def hello(name): ... print(f\"Hello, {name}!\") ... >>> dir(hello) ['__annotations__', '__call__', '__class__', '__closure__', '__code__', '__defaults__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__get__', '__getattribute__', '__globals__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__kwdefaults__', '__le__', '__lt__', '__module__', '__name__', '__ne__', '__new__', '__qualname__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__'] While there are a lot of them, let's look at some interesting ones globals This attribute, as the name suggests, has references of global variables. If you ever need to know what all global variables are in the scope of this function, this will tell you. See how the function start seeing the new variable in globals >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>} # adding new global variable >>> GLOBAL=\"g_val\" >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>, 'GLOBAL': 'g_val'} code This is an interesting one! As everything in python is an object, this includes the bytecode too. The compiled python bytecode is a python code object. Which is accessible via __code__ attribute here. A function has an associated code object which carries some interesting information. # the file in which function is defined # stdin here since this is run in an interpreter >>> hello.__code__.co_filename '<stdin>' # number of arguments the function takes >>> hello.__code__.co_argcount 1 # local variable names >>> hello.__code__.co_varnames ('name',) # the function code's compiled bytecode >>> hello.__code__.co_code b't\\x00d\\x01|\\x00\\x9b\\x00d\\x02\\x9d\\x03\\x83\\x01\\x01\\x00d\\x00S\\x00' There are more code attributes which you can enlist by >>> dir(hello.__code__) Decorators Related to functions, python has another feature called decorators. Let's see how that works, keeping everything is an object in mind. Here is a sample decorator: >>> def deco(func): ... def inner(): ... print(\"before\") ... func() ... print(\"after\") ... return inner ... >>> @deco ... def hello_world(): ... print(\"hello world\") ... >>> >>> hello_world() before hello world after Here @deco syntax is used to decorate the hello_world function. It is essentially same as doing >>> def hello_world(): ... print(\"hello world\") ... >>> hello_world = deco(hello_world) What goes inside the deco function might seem complex. Let's try to uncover it. Function hello_world is created It is passed to deco function deco create a new function This new function is calls hello_world function And does a couple other things deco returns the newly created function hello_world is replaced with above function Let's visualize it for better understanding BEFORE function_object (ID: 100) \"hello_world\" +--------------------+ + |print(\"hello_world\")| | | | +--------------> | | | | +--------------------+ WHAT DECORATOR DOES creates a new function (ID: 101) +---------------------------------+ |input arg: function with id: 100 | | | |print(\"before\") | |call function object with id 100 | |print(\"after\") | | | +---------------------------^-----+ | | AFTER | | | \"hello_world\" +-------------+ Note how the hello_world name points to a new function object but that new function object knows the reference (ID) of the original function. Some Gotchas While it is very quick to build prototypes in python and there are tons of libraries available, as the codebase complexity increases, type errors become more common and will get hard to deal with. (There are solutions to that problem like type annotations in python. Checkout mypy .) Because python is dynamically typed language, that means all types are determined at runtime. And that makes python run very slow compared to other statically typed languages. Python has something called GIL (global interpreter lock) which is a limiting factor for utilizing multiple CPI cores for parallel computation. Some weird things that python does: https://github.com/satwikkansal/wtfpython","title":"Some Python Concepts"},{"location":"python_web/python-concepts/#some-python-concepts","text":"Though you are expected to know python and its syntax at basic level, let us discuss some fundamental concepts that will help you understand the python language better. Everything in Python is an object. That includes the functions, lists, dicts, classes, modules, a running function (instance of function definition), everything. In the CPython, it would mean there is an underlying struct variable for each object. In python's current execution context, all the variables are stored in a dict. It'd be a string to object mapping. If you have a function and a float variable defined in the current context, here is how it is handled internally. >>> float_number=42.0 >>> def foo_func(): ... pass ... # NOTICE HOW VARIABLE NAMES ARE STRINGS, stored in a dict >>> locals() {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'float_number': 42.0, 'foo_func': <function foo_func at 0x1055847a0>}","title":"Some Python Concepts"},{"location":"python_web/python-concepts/#python-functions","text":"Since functions too are objects, we can see what all attributes a function contains as following >>> def hello(name): ... print(f\"Hello, {name}!\") ... >>> dir(hello) ['__annotations__', '__call__', '__class__', '__closure__', '__code__', '__defaults__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__get__', '__getattribute__', '__globals__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__kwdefaults__', '__le__', '__lt__', '__module__', '__name__', '__ne__', '__new__', '__qualname__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__'] While there are a lot of them, let's look at some interesting ones","title":"Python Functions"},{"location":"python_web/python-concepts/#globals","text":"This attribute, as the name suggests, has references of global variables. If you ever need to know what all global variables are in the scope of this function, this will tell you. See how the function start seeing the new variable in globals >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>} # adding new global variable >>> GLOBAL=\"g_val\" >>> hello.__globals__ {'__name__': '__main__', '__doc__': None, '__package__': None, '__loader__': <class '_frozen_importlib.BuiltinImporter'>, '__spec__': None, '__annotations__': {}, '__builtins__': <module 'builtins' (built-in)>, 'hello': <function hello at 0x7fe4e82554c0>, 'GLOBAL': 'g_val'}","title":"globals"},{"location":"python_web/python-concepts/#code","text":"This is an interesting one! As everything in python is an object, this includes the bytecode too. The compiled python bytecode is a python code object. Which is accessible via __code__ attribute here. A function has an associated code object which carries some interesting information. # the file in which function is defined # stdin here since this is run in an interpreter >>> hello.__code__.co_filename '<stdin>' # number of arguments the function takes >>> hello.__code__.co_argcount 1 # local variable names >>> hello.__code__.co_varnames ('name',) # the function code's compiled bytecode >>> hello.__code__.co_code b't\\x00d\\x01|\\x00\\x9b\\x00d\\x02\\x9d\\x03\\x83\\x01\\x01\\x00d\\x00S\\x00' There are more code attributes which you can enlist by >>> dir(hello.__code__)","title":"code"},{"location":"python_web/python-concepts/#decorators","text":"Related to functions, python has another feature called decorators. Let's see how that works, keeping everything is an object in mind. Here is a sample decorator: >>> def deco(func): ... def inner(): ... print(\"before\") ... func() ... print(\"after\") ... return inner ... >>> @deco ... def hello_world(): ... print(\"hello world\") ... >>> >>> hello_world() before hello world after Here @deco syntax is used to decorate the hello_world function. It is essentially same as doing >>> def hello_world(): ... print(\"hello world\") ... >>> hello_world = deco(hello_world) What goes inside the deco function might seem complex. Let's try to uncover it. Function hello_world is created It is passed to deco function deco create a new function This new function is calls hello_world function And does a couple other things deco returns the newly created function hello_world is replaced with above function Let's visualize it for better understanding BEFORE function_object (ID: 100) \"hello_world\" +--------------------+ + |print(\"hello_world\")| | | | +--------------> | | | | +--------------------+ WHAT DECORATOR DOES creates a new function (ID: 101) +---------------------------------+ |input arg: function with id: 100 | | | |print(\"before\") | |call function object with id 100 | |print(\"after\") | | | +---------------------------^-----+ | | AFTER | | | \"hello_world\" +-------------+ Note how the hello_world name points to a new function object but that new function object knows the reference (ID) of the original function.","title":"Decorators"},{"location":"python_web/python-concepts/#some-gotchas","text":"While it is very quick to build prototypes in python and there are tons of libraries available, as the codebase complexity increases, type errors become more common and will get hard to deal with. (There are solutions to that problem like type annotations in python. Checkout mypy .) Because python is dynamically typed language, that means all types are determined at runtime. And that makes python run very slow compared to other statically typed languages. Python has something called GIL (global interpreter lock) which is a limiting factor for utilizing multiple CPI cores for parallel computation. Some weird things that python does: https://github.com/satwikkansal/wtfpython","title":"Some Gotchas"},{"location":"python_web/python-web-flask/","text":"Python, Web and Flask Back in the old days, websites were simple. They were simple static html contents. A webserver would be listening on a defined port and according to the HTTP request received, it would read files from disk and return them in response. But since then, complexity has evolved and websites are now dynamic. Depending on the request, multiple operations need to be performed like reading from database or calling other API and finally returning some response (HTML data, JSON content etc.) Since serving web requests is no longer a simple task like reading files from disk and return contents, we need to process each http request, perform some operations programmatically and construct a response. Sockets Though we have frameworks like flask, HTTP is still a protocol that works over TCP protocol. So let us setup a TCP server and send an HTTP request and inspect the request's payload. Note that this is not a tutorial on socket programming but what we are doing here is inspecting HTTP protocol at its ground level and look at what its contents look like. (Ref: Socket Programming in Python (Guide) on RealPython ) import socket HOST = '127.0.0.1' # Standard loopback interface address (localhost) PORT = 65432 # Port to listen on (non-privileged ports are > 1023) with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind((HOST, PORT)) s.listen() conn, addr = s.accept() with conn: print('Connected by', addr) while True: data = conn.recv(1024) if not data: break print(data) Then we open localhost:65432 in our web browser and following would be the output: Connected by ('127.0.0.1', 54719) b'GET / HTTP/1.1\\r\\nHost: localhost:65432\\r\\nConnection: keep-alive\\r\\nDNT: 1\\r\\nUpgrade-Insecure-Requests: 1\\r\\nUser-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/85.0.4183.83 Safari/537.36 Edg/85.0.564.44\\r\\nAccept: text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9\\r\\nSec-Fetch-Site: none\\r\\nSec-Fetch-Mode: navigate\\r\\nSec-Fetch-User: ?1\\r\\nSec-Fetch-Dest: document\\r\\nAccept-Encoding: gzip, deflate, br\\r\\nAccept-Language: en-US,en;q=0.9\\r\\n\\r\\n' Examine closely and the content will look like the HTTP protocol's format. ie: HTTP_METHOD URI_PATH HTTP_VERSION HEADERS_SEPARATED_BY_SEPARATOR So though it's a blob of bytes, knowing http protocol specification , you can parse that string (ie: split by \\r\\n ) and get meaningful information out of it. Flask Flask, and other such frameworks does pretty much what we just discussed in the last section (with added more sophistication). They listen on a port on a TCP socket, receive an HTTP request, parse the data according to protocol format and make it available to you in a convenient manner. ie: you can access headers in flask by request.headers which is made available to you by splitting above payload by /r/n , as defined in http protocol. Another example: we register routes in flask by @app.route(\"/hello\") . What flask will do is maintain a registry internally which will map /hello with the function you decorated with. Now whenever a request comes with the /hello route (second component in the first line, split by space), flask calls the registered function and returns whatever the function returned. Same with all other web frameworks in other languages too. They all work on similar principles. What they basically do is understand the HTTP protocol, parses the HTTP request data and gives us programmers a nice interface to work with HTTP requests. Not so much of magic, innit?","title":"Python, Web and Flask"},{"location":"python_web/python-web-flask/#python-web-and-flask","text":"Back in the old days, websites were simple. They were simple static html contents. A webserver would be listening on a defined port and according to the HTTP request received, it would read files from disk and return them in response. But since then, complexity has evolved and websites are now dynamic. Depending on the request, multiple operations need to be performed like reading from database or calling other API and finally returning some response (HTML data, JSON content etc.) Since serving web requests is no longer a simple task like reading files from disk and return contents, we need to process each http request, perform some operations programmatically and construct a response.","title":"Python, Web and Flask"},{"location":"python_web/python-web-flask/#sockets","text":"Though we have frameworks like flask, HTTP is still a protocol that works over TCP protocol. So let us setup a TCP server and send an HTTP request and inspect the request's payload. Note that this is not a tutorial on socket programming but what we are doing here is inspecting HTTP protocol at its ground level and look at what its contents look like. (Ref: Socket Programming in Python (Guide) on RealPython ) import socket HOST = '127.0.0.1' # Standard loopback interface address (localhost) PORT = 65432 # Port to listen on (non-privileged ports are > 1023) with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind((HOST, PORT)) s.listen() conn, addr = s.accept() with conn: print('Connected by', addr) while True: data = conn.recv(1024) if not data: break print(data) Then we open localhost:65432 in our web browser and following would be the output: Connected by ('127.0.0.1', 54719) b'GET / HTTP/1.1\\r\\nHost: localhost:65432\\r\\nConnection: keep-alive\\r\\nDNT: 1\\r\\nUpgrade-Insecure-Requests: 1\\r\\nUser-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/85.0.4183.83 Safari/537.36 Edg/85.0.564.44\\r\\nAccept: text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9\\r\\nSec-Fetch-Site: none\\r\\nSec-Fetch-Mode: navigate\\r\\nSec-Fetch-User: ?1\\r\\nSec-Fetch-Dest: document\\r\\nAccept-Encoding: gzip, deflate, br\\r\\nAccept-Language: en-US,en;q=0.9\\r\\n\\r\\n' Examine closely and the content will look like the HTTP protocol's format. ie: HTTP_METHOD URI_PATH HTTP_VERSION HEADERS_SEPARATED_BY_SEPARATOR So though it's a blob of bytes, knowing http protocol specification , you can parse that string (ie: split by \\r\\n ) and get meaningful information out of it.","title":"Sockets"},{"location":"python_web/python-web-flask/#flask","text":"Flask, and other such frameworks does pretty much what we just discussed in the last section (with added more sophistication). They listen on a port on a TCP socket, receive an HTTP request, parse the data according to protocol format and make it available to you in a convenient manner. ie: you can access headers in flask by request.headers which is made available to you by splitting above payload by /r/n , as defined in http protocol. Another example: we register routes in flask by @app.route(\"/hello\") . What flask will do is maintain a registry internally which will map /hello with the function you decorated with. Now whenever a request comes with the /hello route (second component in the first line, split by space), flask calls the registered function and returns whatever the function returned. Same with all other web frameworks in other languages too. They all work on similar principles. What they basically do is understand the HTTP protocol, parses the HTTP request data and gives us programmers a nice interface to work with HTTP requests. Not so much of magic, innit?","title":"Flask"},{"location":"python_web/sre-conclusion/","text":"Conclusion Scaling The App The design and development is just a part of the journey. We will need to setup continuous integration and continuous delivery pipelines sooner or later. And we have to deploy this app somewhere. Initially we can start with deploying this app on one virtual machine on any cloud provider. But this is a Single point of failure which is something we never allow as an SRE (or even as an engineer). So an improvement here can be having multiple instances of applications deployed behind a load balancer. This certainly prevents problems of one machine going down. Scaling here would mean adding more instances behind the load balancer. But this is scalable upto only a certain point. After that, other bottlenecks in the system will start appearing. ie: DB will become the bottleneck, or perhaps the load balancer itself. How do you know what is the bottleneck? You need to have observability into each aspects of the application architecture. Only after you have metrics, you will be able to know what is going wrong where. What gets measured, gets fixed! Get deeper insights into scaling from School Of SRE's Scalability module and post going through it, apply your learnings and takeaways to this app. Think how will we make this app geographically distributed and highly available and scalable. Monitoring Strategy Once we have our application deployed. It will be working ok. But not forever. Reliability is in the title of our job and we make systems reliable by making the design in a certain way. But things still will go down. Machines will fail. Disks will behave weirdly. Buggy code will get pushed to production. And all these possible scenarios will make the system less reliable. So what do we do? We monitor! We keep an eye on the system's health and if anything is not going as expected, we want ourselves to get alerted. Now let's think in terms of the given url shortening app. We need to monitor it. And we would want to get notified in case something goes wrong. But we first need to decide what is that something that we want to keep an eye on. Since it's a web app serving HTTP requests, we want to keep an eye on HTTP Status codes and latencies Request volume again is a good candidate, if the app is receiving an unusual amount of traffic, something might be off. We also want to keep an eye on the database so depending on the database solution chosen. Query times, volumes, disk usage etc. Finally, there also needs to be some external monitoring which runs periodic tests from devices outside of your data centers. This emulates customers and ensures that from customer point of view, the system is working as expected. Applications in SRE role In the world of SRE, python is a widely used language. For small scripts and tooling developed for various purposes. Since tooling developed by SRE works with critical pieces of infrastructure and has great power (to bring things down), it is important to know what you are doing while using a programming language and its features. Also it is equally important to know the language and its characteristics while debugging the issues. As an SRE having a deeper understanding of python language, it has helped me a lot to debug very sneaky bugs and be generally more aware and informed while making certain design decisions. While developing tools may or may not be part of SRE job, supporting tools or services is more likely to be a daily duty. Building an application or tool is just a small part of productionization. While there is certainly that goes in the design of the application itself to make it more robust, as an SRE you are responsible for its reliability and stability once it is deployed and running. And to ensure that, you\u2019d need to understand the application first and then come up with a strategy to monitor it properly and be prepared for various failure scenarios. Optional Exercises Make a decorator that will cache function return values depending on input parameters. Host the URL shortening app on any cloud provider. Setup monitoring using many of the tools available like catchpoint, datadog etc. Create a minimal flask-like framework on top of TCP sockets. Conclusion This module, in the first part, aims to make you more aware of the things that will happen when you choose python as your programming language and what happens when you run a python program. With the knowledge of how python handles things internally as objects, lot of seemingly magic things in python will start to make more sense. The second part will first explain how a framework like flask works using the existing knowledge of protocols like TCP and HTTP. It then touches the whole lifecycle of an application development lifecycle including the SRE parts of it. While the design and areas in architecture considered will not be exhaustive, it will give a good overview of things that are also important being an SRE and why they are important.","title":"Conclusion"},{"location":"python_web/sre-conclusion/#conclusion","text":"","title":"Conclusion"},{"location":"python_web/sre-conclusion/#scaling-the-app","text":"The design and development is just a part of the journey. We will need to setup continuous integration and continuous delivery pipelines sooner or later. And we have to deploy this app somewhere. Initially we can start with deploying this app on one virtual machine on any cloud provider. But this is a Single point of failure which is something we never allow as an SRE (or even as an engineer). So an improvement here can be having multiple instances of applications deployed behind a load balancer. This certainly prevents problems of one machine going down. Scaling here would mean adding more instances behind the load balancer. But this is scalable upto only a certain point. After that, other bottlenecks in the system will start appearing. ie: DB will become the bottleneck, or perhaps the load balancer itself. How do you know what is the bottleneck? You need to have observability into each aspects of the application architecture. Only after you have metrics, you will be able to know what is going wrong where. What gets measured, gets fixed! Get deeper insights into scaling from School Of SRE's Scalability module and post going through it, apply your learnings and takeaways to this app. Think how will we make this app geographically distributed and highly available and scalable.","title":"Scaling The App"},{"location":"python_web/sre-conclusion/#monitoring-strategy","text":"Once we have our application deployed. It will be working ok. But not forever. Reliability is in the title of our job and we make systems reliable by making the design in a certain way. But things still will go down. Machines will fail. Disks will behave weirdly. Buggy code will get pushed to production. And all these possible scenarios will make the system less reliable. So what do we do? We monitor! We keep an eye on the system's health and if anything is not going as expected, we want ourselves to get alerted. Now let's think in terms of the given url shortening app. We need to monitor it. And we would want to get notified in case something goes wrong. But we first need to decide what is that something that we want to keep an eye on. Since it's a web app serving HTTP requests, we want to keep an eye on HTTP Status codes and latencies Request volume again is a good candidate, if the app is receiving an unusual amount of traffic, something might be off. We also want to keep an eye on the database so depending on the database solution chosen. Query times, volumes, disk usage etc. Finally, there also needs to be some external monitoring which runs periodic tests from devices outside of your data centers. This emulates customers and ensures that from customer point of view, the system is working as expected.","title":"Monitoring Strategy"},{"location":"python_web/sre-conclusion/#applications-in-sre-role","text":"In the world of SRE, python is a widely used language. For small scripts and tooling developed for various purposes. Since tooling developed by SRE works with critical pieces of infrastructure and has great power (to bring things down), it is important to know what you are doing while using a programming language and its features. Also it is equally important to know the language and its characteristics while debugging the issues. As an SRE having a deeper understanding of python language, it has helped me a lot to debug very sneaky bugs and be generally more aware and informed while making certain design decisions. While developing tools may or may not be part of SRE job, supporting tools or services is more likely to be a daily duty. Building an application or tool is just a small part of productionization. While there is certainly that goes in the design of the application itself to make it more robust, as an SRE you are responsible for its reliability and stability once it is deployed and running. And to ensure that, you\u2019d need to understand the application first and then come up with a strategy to monitor it properly and be prepared for various failure scenarios.","title":"Applications in SRE role"},{"location":"python_web/sre-conclusion/#optional-exercises","text":"Make a decorator that will cache function return values depending on input parameters. Host the URL shortening app on any cloud provider. Setup monitoring using many of the tools available like catchpoint, datadog etc. Create a minimal flask-like framework on top of TCP sockets.","title":"Optional Exercises"},{"location":"python_web/sre-conclusion/#conclusion_1","text":"This module, in the first part, aims to make you more aware of the things that will happen when you choose python as your programming language and what happens when you run a python program. With the knowledge of how python handles things internally as objects, lot of seemingly magic things in python will start to make more sense. The second part will first explain how a framework like flask works using the existing knowledge of protocols like TCP and HTTP. It then touches the whole lifecycle of an application development lifecycle including the SRE parts of it. While the design and areas in architecture considered will not be exhaustive, it will give a good overview of things that are also important being an SRE and why they are important.","title":"Conclusion"},{"location":"python_web/url-shorten-app/","text":"The URL Shortening App Let's build a very simple URL shortening app using flask and try to incorporate all aspects of the development process including the reliability aspects. We will not be building the UI and we will come up with a minimal set of API that will be enough for the app to function well. Design We don't jump directly to coding. First thing we do is gather requirements. Come up with an approach. Have the approach/design reviewed by peers. Evolve, iterate, document the decisions and tradeoffs. And then finally implement. While we will not do the full blown design document here, we will raise certain questions here that are important to the design. 1. High Level Operations and API Endpoints Since it's a URL shortening app, we will need an API for generating the shorten link given an original link. And an API/Endpoint which will accept the shorten link and redirect to original URL. We are not including the user aspect of the app to keep things minimal. These two API should make app functional and usable by anyone. 2. How to shorten? Given a url, we will need to generate a shortened version of it. One approach could be using random characters for each link. Another thing that can be done is to use some sort of hashing algorithm. The benefit here is we will reuse the same hash for the same link. ie: if lot of people are shortening https://www.linkedin.com they all will have the same value, compared to multiple entries in DB if chosen random characters. What about hash collisions? Even in random characters approach, though there is a less probability, hash collisions can happen. And we need to be mindful of them. In that case we might want to prepend/append the string with some random value to avoid conflict. Also, choice of hash algorithm matters. We will need to analyze algorithms. Their CPU requirements and their characteristics. Choose one that suits the most. 3. Is URL Valid? Given a URL to shorten, how do we verify if the URL is valid? Do we even verify or validate? One basic check that can be done is see if the URL matches a regex of a URL. To go even further we can try opening/visiting the URL. But there are certain gotchas here. We need to define success criteria. ie: HTTP 200 means it is valid. What is the URL is in private network? What if URL is temporarily down? 4. Storage Finally, storage. Where will we store the data that we will generate over time? There are multiple database solutions available and we will need to choose the one that suits this app the most. Relational database like MySQL would be a fair choice but be sure to checkout School of SRE's SQL database section and NoSQL databases section for deeper insights into making a more informed decision. 5. Other We are not accounting for users into our app and other possible features like rate limiting, customized links etc but it will eventually come up with time. Depending on the requirements, they too might need to get incorporated. The minimal working code is given below for reference but I'd encourage you to come up with your own. from flask import Flask, redirect, request from hashlib import md5 app = Flask(\"url_shortener\") mapping = {} @app.route(\"/shorten\", methods=[\"POST\"]) def shorten(): global mapping payload = request.json if \"url\" not in payload: return \"Missing URL Parameter\", 400 # TODO: check if URL is valid hash_ = md5() hash_.update(payload[\"url\"].encode()) digest = hash_.hexdigest()[:5] # limiting to 5 chars. Less the limit more the chances of collission if digest not in mapping: mapping[digest] = payload[\"url\"] return f\"Shortened: r/{digest}\\n\" else: # TODO: check for hash collission return f\"Already exists: r/{digest}\\n\" @app.route(\"/r/<hash_>\") def redirect_(hash_): if hash_ not in mapping: return \"URL Not Found\", 404 return redirect(mapping[hash_]) if __name__ == \"__main__\": app.run(debug=True) \"\"\" OUTPUT: ===> SHORTENING $ curl localhost:5000/shorten -H \"content-type: application/json\" --data '{\"url\":\"https://linkedin.com\"}' Shortened: r/a62a4 ===> REDIRECTING, notice the response code 302 and the location header $ curl localhost:5000/r/a62a4 -v * Uses proxy env variable NO_PROXY == '127.0.0.1' * Trying ::1... * TCP_NODELAY set * Connection failed * connect to ::1 port 5000 failed: Connection refused * Trying 127.0.0.1... * TCP_NODELAY set * Connected to localhost (127.0.0.1) port 5000 (#0) > GET /r/a62a4 HTTP/1.1 > Host: localhost:5000 > User-Agent: curl/7.64.1 > Accept: */* > * HTTP 1.0, assume close after body < HTTP/1.0 302 FOUND < Content-Type: text/html; charset=utf-8 < Content-Length: 247 < Location: https://linkedin.com < Server: Werkzeug/0.15.4 Python/3.7.7 < Date: Tue, 27 Oct 2020 09:37:12 GMT < <!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 3.2 Final//EN\"> <title>Redirecting...</title> <h1>Redirecting...</h1> * Closing connection 0 <p>You should be redirected automatically to target URL: <a href=\"https://linkedin.com\">https://linkedin.com</a>. If not click the link. \"\"\"","title":"The URL Shortening App"},{"location":"python_web/url-shorten-app/#the-url-shortening-app","text":"Let's build a very simple URL shortening app using flask and try to incorporate all aspects of the development process including the reliability aspects. We will not be building the UI and we will come up with a minimal set of API that will be enough for the app to function well.","title":"The URL Shortening App"},{"location":"python_web/url-shorten-app/#design","text":"We don't jump directly to coding. First thing we do is gather requirements. Come up with an approach. Have the approach/design reviewed by peers. Evolve, iterate, document the decisions and tradeoffs. And then finally implement. While we will not do the full blown design document here, we will raise certain questions here that are important to the design.","title":"Design"},{"location":"python_web/url-shorten-app/#1-high-level-operations-and-api-endpoints","text":"Since it's a URL shortening app, we will need an API for generating the shorten link given an original link. And an API/Endpoint which will accept the shorten link and redirect to original URL. We are not including the user aspect of the app to keep things minimal. These two API should make app functional and usable by anyone.","title":"1. High Level Operations and API Endpoints"},{"location":"python_web/url-shorten-app/#2-how-to-shorten","text":"Given a url, we will need to generate a shortened version of it. One approach could be using random characters for each link. Another thing that can be done is to use some sort of hashing algorithm. The benefit here is we will reuse the same hash for the same link. ie: if lot of people are shortening https://www.linkedin.com they all will have the same value, compared to multiple entries in DB if chosen random characters. What about hash collisions? Even in random characters approach, though there is a less probability, hash collisions can happen. And we need to be mindful of them. In that case we might want to prepend/append the string with some random value to avoid conflict. Also, choice of hash algorithm matters. We will need to analyze algorithms. Their CPU requirements and their characteristics. Choose one that suits the most.","title":"2. How to shorten?"},{"location":"python_web/url-shorten-app/#3-is-url-valid","text":"Given a URL to shorten, how do we verify if the URL is valid? Do we even verify or validate? One basic check that can be done is see if the URL matches a regex of a URL. To go even further we can try opening/visiting the URL. But there are certain gotchas here. We need to define success criteria. ie: HTTP 200 means it is valid. What is the URL is in private network? What if URL is temporarily down?","title":"3. Is URL Valid?"},{"location":"python_web/url-shorten-app/#4-storage","text":"Finally, storage. Where will we store the data that we will generate over time? There are multiple database solutions available and we will need to choose the one that suits this app the most. Relational database like MySQL would be a fair choice but be sure to checkout School of SRE's SQL database section and NoSQL databases section for deeper insights into making a more informed decision.","title":"4. Storage"},{"location":"python_web/url-shorten-app/#5-other","text":"We are not accounting for users into our app and other possible features like rate limiting, customized links etc but it will eventually come up with time. Depending on the requirements, they too might need to get incorporated. The minimal working code is given below for reference but I'd encourage you to come up with your own. from flask import Flask, redirect, request from hashlib import md5 app = Flask(\"url_shortener\") mapping = {} @app.route(\"/shorten\", methods=[\"POST\"]) def shorten(): global mapping payload = request.json if \"url\" not in payload: return \"Missing URL Parameter\", 400 # TODO: check if URL is valid hash_ = md5() hash_.update(payload[\"url\"].encode()) digest = hash_.hexdigest()[:5] # limiting to 5 chars. Less the limit more the chances of collission if digest not in mapping: mapping[digest] = payload[\"url\"] return f\"Shortened: r/{digest}\\n\" else: # TODO: check for hash collission return f\"Already exists: r/{digest}\\n\" @app.route(\"/r/<hash_>\") def redirect_(hash_): if hash_ not in mapping: return \"URL Not Found\", 404 return redirect(mapping[hash_]) if __name__ == \"__main__\": app.run(debug=True) \"\"\" OUTPUT: ===> SHORTENING $ curl localhost:5000/shorten -H \"content-type: application/json\" --data '{\"url\":\"https://linkedin.com\"}' Shortened: r/a62a4 ===> REDIRECTING, notice the response code 302 and the location header $ curl localhost:5000/r/a62a4 -v * Uses proxy env variable NO_PROXY == '127.0.0.1' * Trying ::1... * TCP_NODELAY set * Connection failed * connect to ::1 port 5000 failed: Connection refused * Trying 127.0.0.1... * TCP_NODELAY set * Connected to localhost (127.0.0.1) port 5000 (#0) > GET /r/a62a4 HTTP/1.1 > Host: localhost:5000 > User-Agent: curl/7.64.1 > Accept: */* > * HTTP 1.0, assume close after body < HTTP/1.0 302 FOUND < Content-Type: text/html; charset=utf-8 < Content-Length: 247 < Location: https://linkedin.com < Server: Werkzeug/0.15.4 Python/3.7.7 < Date: Tue, 27 Oct 2020 09:37:12 GMT < <!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 3.2 Final//EN\"> <title>Redirecting...</title> <h1>Redirecting...</h1> * Closing connection 0 <p>You should be redirected automatically to target URL: <a href=\"https://linkedin.com\">https://linkedin.com</a>. If not click the link. \"\"\"","title":"5. Other"},{"location":"security/conclusion/","text":"Conclusion Now that you have completed this course on Security you are now aware of the possible security threats to computer systems & networks. Not only that, but you are now better able to protect your systems as well as recommend security measures to others. This course provides fundamental everyday knowledge on security domain which will also help you keep security at the top of your priority. Other Resources Some books that would be a great resource Holistic Info-Sec for Web Developers https://holisticinfosecforwebdevelopers.com/ - Free and downloadable book series with very broad and deep coverage of what Web Developers and DevOps Engineers need to know in order to create robust, reliable, maintainable and secure software, networks and other, that are delivered continuously, on time, with no nasty surprises Docker Security - Quick Reference: For DevOps Engineers https://leanpub.com/dockersecurity-quickreference - A book on understanding the Docker security defaults, how to improve them (theory and practical), along with many tools and techniques. How to Hack Like a Legend https://amzn.to/2uWh1Up - A hacker\u2019s tale breaking into a secretive offshore company, Sparc Flow, 2018 How to Investigate Like a Rockstar https://books2read.com/u/4jDWoZ - Live a real crisis to master the secrets of forensic analysis, Sparc Flow, 2017 Real World Cryptography https://www.manning.com/books/real-world-cryptography - This early-access book teaches you applied cryptographic techniques to understand and apply security at every level of your systems and applications. AWS Security https://www.manning.com/books/aws-security?utm_source=github&utm_medium=organic&utm_campaign=book_shields_aws_1_31_20 - This early-access book covers commong AWS security issues and best practices for access policies, data protection, auditing, continuous monitoring, and incident response. Post Training asks/ Further Reading CTF Events like : https://github.com/apsdehal/awesome-ctf Penetration Testing : https://github.com/enaqx/awesome-pentest Threat Intelligence : https://github.com/hslatman/awesome-threat-intelligence Threat Detection & Hunting : https://github.com/0x4D31/awesome-threat-detection Web Security: https://github.com/qazbnm456/awesome-web-security Building Secure and Reliable Systems : https://landing.google.com/sre/resources/foundationsandprinciples/srs-book/","title":"Conclusion"},{"location":"security/conclusion/#conclusion","text":"Now that you have completed this course on Security you are now aware of the possible security threats to computer systems & networks. Not only that, but you are now better able to protect your systems as well as recommend security measures to others. This course provides fundamental everyday knowledge on security domain which will also help you keep security at the top of your priority.","title":"Conclusion"},{"location":"security/conclusion/#other-resources","text":"Some books that would be a great resource Holistic Info-Sec for Web Developers https://holisticinfosecforwebdevelopers.com/ - Free and downloadable book series with very broad and deep coverage of what Web Developers and DevOps Engineers need to know in order to create robust, reliable, maintainable and secure software, networks and other, that are delivered continuously, on time, with no nasty surprises Docker Security - Quick Reference: For DevOps Engineers https://leanpub.com/dockersecurity-quickreference - A book on understanding the Docker security defaults, how to improve them (theory and practical), along with many tools and techniques. How to Hack Like a Legend https://amzn.to/2uWh1Up - A hacker\u2019s tale breaking into a secretive offshore company, Sparc Flow, 2018 How to Investigate Like a Rockstar https://books2read.com/u/4jDWoZ - Live a real crisis to master the secrets of forensic analysis, Sparc Flow, 2017 Real World Cryptography https://www.manning.com/books/real-world-cryptography - This early-access book teaches you applied cryptographic techniques to understand and apply security at every level of your systems and applications. AWS Security https://www.manning.com/books/aws-security?utm_source=github&utm_medium=organic&utm_campaign=book_shields_aws_1_31_20 - This early-access book covers commong AWS security issues and best practices for access policies, data protection, auditing, continuous monitoring, and incident response.","title":"Other Resources"},{"location":"security/conclusion/#post-training-asks-further-reading","text":"CTF Events like : https://github.com/apsdehal/awesome-ctf Penetration Testing : https://github.com/enaqx/awesome-pentest Threat Intelligence : https://github.com/hslatman/awesome-threat-intelligence Threat Detection & Hunting : https://github.com/0x4D31/awesome-threat-detection Web Security: https://github.com/qazbnm456/awesome-web-security Building Secure and Reliable Systems : https://landing.google.com/sre/resources/foundationsandprinciples/srs-book/","title":"Post Training asks/ Further Reading"},{"location":"security/fundamentals/","text":"Part I: Fundamentals Introduction to Security Overview for SRE If you look closely, both Site Reliability Engineering and Security Engineering are concerned with keeping a system usable. Issues like broken releases, capacity shortages, and misconfigurations can make a system unusable (at least temporarily). Security or privacy incidents that break the trust of users also undermine the usefulness of a system. Consequently, system security should be top of mind for SREs. SREs should be involved in both significant design discussions and actual system changes. They have quite a big role in System design & hence are quite sometimes the first line of defence. SRE\u2019s help in preventing bad design & implementations which can affect the overall security of the infrastructure. Successfully designing, implementing, and maintaining systems requires a commitment to the full system lifecycle . This commitment is possible only when security and reliability are central elements in the architecture of systems. Core Pillars of Information Security : Confidentiality \u2013 only allow access to data for which the user is permitted Integrity \u2013 ensure data is not tampered or altered by unauthorized users Availability \u2013 ensure systems and data are available to authorized users when they need it Thinking like a Security Engineer When starting a new application or re-factoring an existing application, you should consider each functional feature, and consider: Is the process surrounding this feature as safe as possible? In other words, is this a flawed process? If I were evil, how would I abuse this feature? Or more specifically failing to address how a feature can be abused can cause design flaws. Is the feature required to be on by default? If so, are there limits or options that could help reduce the risk from this feature? Security Principles By OWASP (Open Web Application Security Project) Minimize attack surface area : Every feature that is added to an application adds a certain amount of risk to the overall application. The aim of secure development is to reduce the overall risk by reducing the attack surface area. For example, a web application implements online help with a search function. The search function may be vulnerable to SQL injection attacks. If the help feature was limited to authorized users, the attack likelihood is reduced. If the help feature\u2019s search function was gated through centralized data validation routines, the ability to perform SQL injection is dramatically reduced. However, if the help feature was re-written to eliminate the search function (through a better user interface, for example), this almost eliminates the attack surface area, even if the help feature was available to the Internet at large. Establish secure defaults: There are many ways to deliver an \u201cout of the box\u201d experience for users. However, by default, the experience should be secure, and it should be up to the user to reduce their security \u2013 if they are allowed. For example, by default, password ageing and complexity should be enabled. Users might be allowed to turn these two features off to simplify their use of the application and increase their risk. Default Passwords of routers, IoT devices should be changed Principle of Least privilege The principle of least privilege recommends that accounts have the least amount of privilege required to perform their business processes. This encompasses user rights, resource permissions such as CPU limits, memory, network, and file system permissions. For example, if a middleware server only requires access to the network, read access to a database table, and the ability to write to a log, this describes all the permissions that should be granted. Under no circumstances should the middleware be granted administrative privileges. Principle of Defense in depth The principle of defence in depth suggests that where one control would be reasonable, more controls that approach risks in different fashions are better. Controls, when used in depth, can make severe vulnerabilities extraordinarily difficult to exploit and thus unlikely to occur. With secure coding, this may take the form of tier-based validation, centralized auditing controls, and requiring users to be logged on all pages. For example, a flawed administrative interface is unlikely to be vulnerable to an anonymous attack if it correctly gates access to production management networks, checks for administrative user authorization, and logs all access. Fail securely Applications regularly fail to process transactions for many reasons. How they fail can determine if an application is secure or not. ``` is_admin = true; try { code_which_may_faile(); is_admin = is_user_assigned_role(\"Adminstrator\"); } catch (Exception err) { log.error(err.toString()); } ``` - If either codeWhichMayFail() or isUserInRole fails or throws an exception, the user is an admin by default. This is obviously a security risk. Don\u2019t trust services Many organizations utilize the processing capabilities of third-party partners, who more than likely have different security policies and posture than you. It is unlikely that you can influence or control any external third party, whether they are home users or major suppliers or partners. Therefore, the implicit trust of externally run systems is not warranted. All external systems should be treated similarly. For example, a loyalty program provider provides data that is used by Internet Banking, providing the number of reward points and a small list of potential redemption items. However, the data should be checked to ensure that it is safe to display to end-users and that the reward points are a positive number, and not improbably large. Separation of duties The key to fraud control is the separation of duties. For example, someone who requests a computer cannot also sign for it, nor should they directly receive the computer. This prevents the user from requesting many computers and claiming they never arrived. Certain roles have different levels of trust than normal users. In particular, administrators are different from normal users. In general, administrators should not be users of the application. For example, an administrator should be able to turn the system on or off, set password policy but shouldn\u2019t be able to log on to the storefront as a super privileged user, such as being able to \u201cbuy\u201d goods on behalf of other users. Avoid security by obscurity Security through obscurity is a weak security control, and nearly always fails when it is the only control. This is not to say that keeping secrets is a bad idea, it simply means that the security of systems should not be reliant upon keeping details hidden. For example, the security of an application should not rely upon knowledge of the source code being kept secret. The security should rely upon many other factors, including reasonable password policies, defence in depth, business transaction limits, solid network architecture, and fraud, and audit controls. A practical example is Linux. Linux\u2019s source code is widely available, and yet when properly secured, Linux is a secure and robust operating system. Keep security simple Attack surface area and simplicity go hand in hand. Certain software engineering practices prefer overly complex approaches to what would otherwise be a relatively straightforward and simple design. Developers should avoid the use of double negatives and complex architectures when a simpler approach would be faster and simpler. For example, although it might be fashionable to have a slew of singleton entity beans running on a separate middleware server, it is more secure and faster to simply use global variables with an appropriate mutex mechanism to protect against race conditions. Fix security issues correctly Once a security issue has been identified, it is important to develop a test for it and to understand the root cause of the issue. When design patterns are used, the security issue is likely widespread amongst all codebases, so developing the right fix without introducing regressions is essential. For example, a user has found that they can see another user\u2019s balance by adjusting their cookie. The fix seems to be relatively straightforward, but as the cookie handling code is shared among all applications, a change to just one application will trickle through to all other applications. The fix must, therefore, be tested on all affected applications. Reliability & Security Reliability and security are both crucial components of a truly trustworthy system, but building systems that are both reliable and secure is difficult. While the requirements for reliability and security share many common properties, they also require different design considerations. It is easy to miss the subtle interplay between reliability and security that can cause unexpected outcomes Ex: A password management application failure was triggered by a reliability problem i.e poor load-balancing and load-shedding strategies and its recovery were later complicated by multiple measures (HSM mechanism which needs to be plugged into server racks, which works as an authentication & the HSM token supposedly locked inside a case.. & the problem can be further elongated ) designed to increase the security of the system. Authentication vs Authorization Authentication is the act of validating that users are who they claim to be. Passwords are the most common authentication factor\u2014if a user enters the correct password, the system assumes the identity is valid and grants access. Other technologies such as One-Time Pins, authentication apps, and even biometrics can also be used to authenticate identity. In some instances, systems require the successful verification of more than one factor before granting access. This multi-factor authentication (MFA) requirement is often deployed to increase security beyond what passwords alone can provide. Authorization in system security is the process of giving the user permission to access a specific resource or function. This term is often used interchangeably with access control or client privilege. Giving someone permission to download a particular file on a server or providing individual users with administrative access to an application are good examples. In secure environments, authorization must always follow authentication, users should first prove that their identities are genuine before an organization\u2019s administrators grant them access to the requested resources. Common authentication flow (local authentication) The user registers using an identifier like username/email/mobile The application stores user credentials in the database The application sends a verification email/message to validate the registration Post successful registration, the user enters credentials for logging in On successful authentication, the user is allowed access to specific resources OpenID/OAuth OpenID is an authentication protocol that allows us to authenticate users without using a local auth system. In such a scenario, a user has to be registered with an OpenID Provider and the same provider should be integrated with the authentication flow of your application. To verify the details, we have to forward the authentication requests to the provider. On successful authentication, we receive a success message and/or profile details with which we can execute the necessary flow. OAuth is an authorization mechanism that allows your application user access to a provider(Gmail/Facebook/Instagram/etc). On successful response, we (your application) receive a token with which the application can access certain APIs on behalf of a user. OAuth is convenient in case your business use case requires some certain user-facing APIs like access to Google Drive or sending tweets on your behalf. Most OAuth 2.0 providers can be used for pseudo authentication. Having said that, it can get pretty complicated if you are using multiple OAuth providers to authenticate users on top of the local authentication system. Cryptography It is the science and study of hiding any text in such a way that only the intended recipients or authorized persons can read it and that any text can even use things such as invisible ink or the mechanical cryptography machines of the past. Cryptography is necessary for securing critical or proprietary information and is used to encode private data messages by converting some plain text into ciphertext. At its core, there are two ways of doing this, more advanced methods are all built upon. Ciphers Ciphers are the cornerstone of cryptography. A cipher is a set of algorithms that performs encryption or decryption on a message. An encryption algorithm (E) takes a secret key (k) and a message (m) and produces a ciphertext (c). Similarly, a Decryption algorithm (D) takes a secret key (K) and the previous resulting Ciphertext (C). They are represented as follows: E(k,m) = c D(k,c) = m This also means that for it to be a cipher, it must satisfy the consistency equation as follows, making it possible to decrypt. D(k,E(k,m)) = m Stream Ciphers: The message is broken into characters or bits and enciphered with a key or keystream(should be random and generated independently of the message stream) that is as long as the plaintext bitstream. If the keystream is random, this scheme would be unbreakable unless the keystream was acquired, making it unconditionally secure. The keystream must be provided to both parties in a secure way to prevent its release. Block Ciphers: Block ciphers \u2014 process messages in blocks, each of which is then encrypted or decrypted. A block cipher is a symmetric cipher in which blocks of plaintext are treated as a whole and used to produce ciphertext blocks. The block cipher takes blocks that are b bits long and encrypts them to blocks that are also b bits long. Block sizes are typically 64 or 128 bits long. Encryption Secret Key (Symmetric Key) : the same key is used for encryption and decryption Public Key (Asymmetric Key) in an asymmetric, the encryption and decryption keys are different but related. The encryption key is known as the public key and the decryption key is known as the private key. The public and private keys are known as a key pair. Symmetric Key Encryption DES The Data Encryption Standard (DES) has been the worldwide encryption standard for a long time. IBM developed DES in 1975, and it has held up remarkably well against years of cryptanalysis. DES is a symmetric encryption algorithm with a fixed key length of 56 bits. The algorithm is still good, but because of the short key length, it is susceptible to brute-force attacks that have sufficient resources. DES usually operates in block mode, whereby it encrypts data in 64-bit blocks. The same algorithm and key are used for both encryption and decryption. Because DES is based on simple mathematical functions, it can be easily implemented and accelerated in hardware. Triple DES With advances in computer processing power, the original 56-bit DES key became too short to withstand an attacker with even a limited budget. One way of increasing the effective key length of DES without changing the well-analyzed algorithm itself is to use the same algorithm with different keys several times in a row. The technique of applying DES three times in a row to a plain text block is called Triple DES (3DES). The 3DES technique is shown in Figure. Brute-force attacks on 3DES are considered unfeasible today. Because the basic algorithm has been tested in the field for more than 25 years, it is considered to be more trustworthy than its predecessor. AES On October 2, 2000, The U.S. National Institute of Standards and Technology (NIST) announced the selection of the Rijndael cipher as the AES algorithm. This cipher, developed by Joan Daemen and Vincent Rijmen, has a variable block length and key length. The algorithm currently specifies how to use keys with a length of 128, 192, or 256 bits to encrypt blocks with a length of 128, 192, or 256 bits (all nine combinations of key length and block length are possible). Both block and key lengths can be extended easily to multiples of 32 bits. AES was chosen to replace DES and 3DES because they are either too weak (DES, in terms of key length) or too slow (3DES) to run on modern, efficient hardware. AES is more efficient and much faster, usually by a factor of 5 compared to DES on the same hardware. AES is also more suitable for high throughput, especially if pure software encryption is used. However, AES is a relatively young algorithm, and as the golden rule of cryptography states, \u201cA more mature algorithm is always more trusted.\u201d Asymmetric Key Algorithm In a symmetric key system, Alice first puts the secret message in a box and then padlocks the box using a lock to which she has a key. She then sends the box to Bob through regular mail. When Bob receives the box, he uses an identical copy of Alice's key (which he has obtained previously) to open the box and read the message. In an asymmetric key system, instead of opening the box when he receives it, Bob simply adds his own personal lock to the box and returns the box through public mail to Alice. Alice uses her key to remove her lock and returns the box to Bob, with Bob's lock still in place. Finally, Bob uses his key to remove his lock and reads the message from Alice. The critical advantage in an asymmetric system is that Alice never needs to send a copy of her key to Bob. This reduces the possibility that a third party (for example, an unscrupulous postmaster) can copy the key while it is in transit to Bob, allowing that third party to spy on all future messages sent by Alice. In addition, if Bob is careless and allows someone else to copy his key, Alice's messages to Bob are compromised, but Alice's messages to other people remain secret NOTE : In terms of TLS key exchange, this is the common approach. Diffie-Hellman The protocol has two system parameters, p and g. They are both public and may be used by everybody. Parameter p is a prime number, and parameter g (usually called a generator) is an integer that is smaller than p, but with the following property: For every number n between 1 and p \u2013 1 inclusive, there is a power k of g such that n = gk mod p. Diffie Hellman algorithm is an asymmetric algorithm used to establish a shared secret for a symmetric key algorithm. Nowadays most of the people use hybrid cryptosystem i.e, a combination of symmetric and asymmetric encryption. Asymmetric Encryption is used as a technique in key exchange mechanism to share a secret key and after the key is shared between sender and receiver, the communication will take place using symmetric encryption. The shared secret key will be used to encrypt the communication. Refer: https://medium.com/@akhigbemmanuel/what-is-the-diffie-hellman-key-exchange-algorithm-84d60025a30d RSA The RSA algorithm is very flexible and has a variable key length where, if necessary, speed can be traded for the level of security of the algorithm. The RSA keys are usually 512 to 2048 bits long. RSA has withstood years of extensive cryptanalysis. Although those years neither proved nor disproved RSA's security, they attest to a confidence level in the algorithm. RSA security is based on the difficulty of factoring very large numbers. If an easy method of factoring these large numbers were discovered, the effectiveness of RSA would be destroyed. Refer: https://medium.com/curiositypapers/a-complete-explanation-of-rsa-asymmetric-encryption-742c5971e0f NOTE : RSA Keys can be used for key exchange just like Diffie Hellman Hashing Algorithms Hashing is one of the mechanisms used for data integrity assurance. Hashing is based on a one-way mathematical function, which is relatively easy to compute but significantly harder to reverse. A hash function, which is a one-way function to input data to produce a fixed-length digest (fingerprint) of output data. The digest is cryptographically strong; that is, it is impossible to recover input data from its digest. If the input data changes just a little, the digest (fingerprint) changes substantially in what is called an avalanche effect. More: https://medium.com/@rauljordan/the-state-of-hashing-algorithms-the-why-the-how-and-the-future-b21d5c0440de https://medium.com/@StevieCEllis/the-beautiful-hash-algorithm-f18d9d2b84fb MD5 MD5 is a one-way function with which it is easy to compute the hash from the given input data, but it is unfeasible to compute input data given only a hash. SHA-1 MD5 is considered less secure than SHA-1 because MD5 has some weaknesses. HA-1 also uses a stronger, 160-bit digest, which makes MD5 the second choice as hash methods are concerned. The algorithm takes a message of less than 264 bits in length and produces a 160-bit message digest. This algorithm is slightly slower than MD5. NOTE : SHA-1 is also recently demonstrated to be broken, Minimum current recommendation is SHA-256 Digital Certificates Digital signatures, provide a means to digitally authenticate devices and individual users. In public-key cryptography, such as the RSA encryption system, each user has a key-pair containing both a public key and a private key. The keys act as complements, and anything encrypted with one of the keys can be decrypted with the other. In simple terms, a signature is formed when data is encrypted with a user's private key. The receiver verifies the signature by decrypting the message with the sender's public key. Key management is often considered the most difficult task in designing and implementing cryptographic systems. Businesses can simplify some of the deployment and management issues that are encountered with secured data communications by employing a Public Key Infrastructure (PKI). Because corporations often move security-sensitive communications across the Internet, an effective mechanism must be implemented to protect sensitive information from the threats presented on the Internet. PKI provides a hierarchical framework for managing digital security attributes. Each PKI participant holds a digital certificate that has been issued by a CA (either public or private). The certificate contains several attributes that are used when parties negotiate a secure connection. These attributes must include the certificate validity period, end-host identity information, encryption keys that will be used for secure communications, and the signature of the issuing CA. Optional attributes may be included, depending on the requirements and capability of the PKI. A CA can be a trusted third party, such as VeriSign or Entrust, or a private (in-house) CA that you establish within your organization. The fact that the message could be decrypted using the sender's public key means that the holder of the private key created the message. This process relies on the receiver having a copy of the sender's public key and knowing with a high degree of certainty that it really does belong to the sender and not to someone pretending to be the sender. To validate the CA's signature, the receiver must know the CA's public key. Normally, this is handled out-of-band or through an operation performed during the installation of the certificate. For instance, most web browsers are configured with the root certificates of several CAs by default. CA Enrollment process The end host generates a private-public key pair. The end host generates a certificate request, which it forwards to the CA. Manual human intervention is required to approve the enrollment request, which is received by the CA. After the CA operator approves the request, the CA signs the certificate request with its private key and returns the completed certificate to the end host. The end host writes the certificate into a nonvolatile storage area (PC hard disk or NVRAM on Cisco routers). Refer : https://www.ssh.com/manuals/server-zos-product/55/ch06s03s01.html Login Security SSH SSH, the Secure Shell, is a popular, powerful, software-based approach to network security. Whenever data is sent by a computer to the network, SSH automatically encrypts (scrambles) it. Then, when the data reaches its intended recipient, SSH automatically decrypts (unscrambles) it. The result is transparent encryption: users can work normally, unaware that their communications are safely encrypted on the network. In addition, SSH can use modern, secure encryption algorithms based on how it's being configured and is effective enough to be found within mission-critical applications at major corporations. SSH has a client/server architecture An SSH server program, typically installed and run by a system administrator, accepts or rejects incoming connections to its host computer. Users then run SSH client programs, typically on other computers, to make requests of the SSH server, such as \u201cPlease log me in,\u201d \u201cPlease send me a file,\u201d or \u201cPlease execute this command.\u201d All communications between clients and servers are securely encrypted and protected from modification. What SSH is not: Although SSH stands for Secure Shell, it is not a true shell in the sense of the Unix Bourne shell and C shell. It is not a command interpreter, nor does it provide wildcard expansion, command history, and so forth. Rather, SSH creates a channel for running a shell on a remote computer, with end-to-end encryption between the two systems. The major features and guarantees of the SSH protocol are: Privacy of your data, via strong encryption Integrity of communications, guaranteeing they haven\u2019t been altered Authentication, i.e., proof of identity of senders and receivers Authorization, i.e., access control to accounts Forwarding or tunnelling to encrypt other TCP/IP-based sessions Kerberos According to Greek mythology Kerberos (Cerberus) was the gigantic, three-headed dog that guards the gates of the underworld to prevent the dead from leaving. So when it comes to Computer Science, Kerberos is a network authentication protocol and is currently the default authentication technology used by Microsoft Active Directory to authenticate users to services within a local area network. Kerberos uses symmetric-key cryptography and requires a trusted third-party authentication service to verify user identities. So they used the name of Kerberos for their computer network authentication protocol as the three heads of the Kerberos represent: a client: A user/ a service a server: Kerberos protected hosts reside - a Key Distribution Center (KDC), which acts as the trusted third-party authentication service. The KDC includes the following two servers: Authentication Server (AS) that performs the initial authentication and issues ticket-granting tickets (TGT) for users. Ticket-Granting Server (TGS) that issues service tickets that are based on the initial ticket-granting tickets (TGT). Certificate Chain The first part of the output of the OpenSSL command shows three certificates numbered 0, 1, and 2(not 2 anymore). Each certificate has a subject, s, and an issuer, i. The first certificate, number 0, is called the end-entity certificate. The subject line tells us it\u2019s valid for any subdomain of google.com because its subject is set to *.google.com. $ openssl s_client -connect www.google.com:443 -CApath /etc/ssl/certs CONNECTED(00000005) depth=2 OU = GlobalSign Root CA - R2, O = GlobalSign, CN = GlobalSign verify return:1 depth=1 C = US, O = Google Trust Services, CN = GTS CA 1O1 verify return:1 depth=0 C = US, ST = California, L = Mountain View, O = Google LLC, CN = www.google.com verify return:1 --- Certificate chain 0 s:/C=US/ST=California/L=Mountain View/O=Google LLC/CN=www.google.com i:/C=US/O=Google Trust Services/CN=GTS CA 1O1 1 s:/C=US/O=Google Trust Services/CN=GTS CA 1O1 i:/OU=GlobalSign Root CA - R2/O=GlobalSign/CN=GlobalSign --- Server certificate The issuer line indicates it\u2019s issued by Google Internet Authority G2, which also happens to be the subject of the second certificate, number 1 What the OpenSSL command line doesn\u2019t show here is the trust store that contains the list of CA certificates trusted by the system OpenSSL runs on. The public certificate of GlobalSign Authority must be present in the system\u2019s trust store to close the verification chain. This is called a chain of trust, and the figure below summarizes its behaviour at a high level. High-level view of the concept of chain of trust applied to verifying the authenticity of a website. The Root CA in the Firefox trust store provides the initial trust to verify the entire chain and trust the end-entity certificate. TLS Handshake The client sends a HELLO message to the server with a list of protocols and algorithms it supports. The server says HELLO back and sends its chain of certificates. Based on the capabilities of the client, the server picks a cipher suite. If the cipher suite supports ephemeral key exchange, like ECDHE does(ECDHE is an algorithm known as the Elliptic Curve Diffie-Hellman Exchange), the server and the client negotiate a pre-master key with the Diffie-Hellman algorithm. The pre-master key is never sent over the wire. The client and server create a session key that will be used to encrypt the data transiting through the connection. At the end of the handshake, both parties possess a secret session key used to encrypt data for the rest of the connection. This is what OpenSSL refers to as Master-Key NOTE There are 3 versions of TLS , TLS 1.0, 1.1 & 1.2 TLS 1.0 was released in 1999, making it a nearly two-decade-old protocol. It has been known to be vulnerable to attacks\u2014such as BEAST and POODLE\u2014for years, in addition to supporting weak cryptography, which doesn\u2019t keep modern-day connections sufficiently secure. TLS 1.1 is the forgotten \u201cmiddle child.\u201d It also has bad cryptography like its younger sibling. In most software, it was leapfrogged by TLS 1.2 and it\u2019s rare to see TLS 1.1 used. \u201cPerfect\u201d Forward Secrecy The term \u201cephemeral\u201d in the key exchange provides an important security feature mis-named perfect forward secrecy (PFS) or just \u201cForward Secrecy\u201d. In a non-ephemeral key exchange, the client sends the pre-master key to the server by encrypting it with the server\u2019s public key. The server then decrypts the pre-master key with its private key. If at a later point in time, the private key of the server is compromised, an attacker can go back to this handshake, decrypt the pre-master key, obtain the session key, and decrypt the entire traffic. Non-ephemeral key exchanges are vulnerable to attacks that may happen in the future on recorded traffic. And because people seldom change their password, decrypting data from the past may still be valuable for an attacker. An ephemeral key exchange like DHE, or its variant on elliptic curve, ECDHE, solves this problem by not transmitting the pre-master key over the wire. Instead, the pre-master key is computed by both the client and the server in isolation, using nonsensitive information exchanged publicly. Because the pre-master key can\u2019t be decrypted later by an attacker, the session key is safe from future attacks: hence, the term perfect forward secrecy. Keys are changed every X blocks along the stream. That prevents an attacker from simply sniffing the stream and applying brute force to crack the whole thing. \"Forward secrecy\" means that just because I can decrypt block M, does not mean that I can decrypt block Q Downside: The downside to PFS is that all those extra computational steps induce latency on the handshake and slow the user down. To avoid repeating this expensive work at every connection, both sides cache the session key for future use via a technique called session resumption. This is what the session-ID and TLS ticket are for: they allow a client and server that share a session ID to skip over the negotiation of a session key, because they already agreed on one previously, and go directly to exchanging data securely.","title":"Fundamentals of Security"},{"location":"security/fundamentals/#part-i-fundamentals","text":"","title":"Part I: Fundamentals"},{"location":"security/fundamentals/#introduction-to-security-overview-for-sre","text":"If you look closely, both Site Reliability Engineering and Security Engineering are concerned with keeping a system usable. Issues like broken releases, capacity shortages, and misconfigurations can make a system unusable (at least temporarily). Security or privacy incidents that break the trust of users also undermine the usefulness of a system. Consequently, system security should be top of mind for SREs. SREs should be involved in both significant design discussions and actual system changes. They have quite a big role in System design & hence are quite sometimes the first line of defence. SRE\u2019s help in preventing bad design & implementations which can affect the overall security of the infrastructure. Successfully designing, implementing, and maintaining systems requires a commitment to the full system lifecycle . This commitment is possible only when security and reliability are central elements in the architecture of systems. Core Pillars of Information Security : Confidentiality \u2013 only allow access to data for which the user is permitted Integrity \u2013 ensure data is not tampered or altered by unauthorized users Availability \u2013 ensure systems and data are available to authorized users when they need it Thinking like a Security Engineer When starting a new application or re-factoring an existing application, you should consider each functional feature, and consider: Is the process surrounding this feature as safe as possible? In other words, is this a flawed process? If I were evil, how would I abuse this feature? Or more specifically failing to address how a feature can be abused can cause design flaws. Is the feature required to be on by default? If so, are there limits or options that could help reduce the risk from this feature? Security Principles By OWASP (Open Web Application Security Project) Minimize attack surface area : Every feature that is added to an application adds a certain amount of risk to the overall application. The aim of secure development is to reduce the overall risk by reducing the attack surface area. For example, a web application implements online help with a search function. The search function may be vulnerable to SQL injection attacks. If the help feature was limited to authorized users, the attack likelihood is reduced. If the help feature\u2019s search function was gated through centralized data validation routines, the ability to perform SQL injection is dramatically reduced. However, if the help feature was re-written to eliminate the search function (through a better user interface, for example), this almost eliminates the attack surface area, even if the help feature was available to the Internet at large. Establish secure defaults: There are many ways to deliver an \u201cout of the box\u201d experience for users. However, by default, the experience should be secure, and it should be up to the user to reduce their security \u2013 if they are allowed. For example, by default, password ageing and complexity should be enabled. Users might be allowed to turn these two features off to simplify their use of the application and increase their risk. Default Passwords of routers, IoT devices should be changed Principle of Least privilege The principle of least privilege recommends that accounts have the least amount of privilege required to perform their business processes. This encompasses user rights, resource permissions such as CPU limits, memory, network, and file system permissions. For example, if a middleware server only requires access to the network, read access to a database table, and the ability to write to a log, this describes all the permissions that should be granted. Under no circumstances should the middleware be granted administrative privileges. Principle of Defense in depth The principle of defence in depth suggests that where one control would be reasonable, more controls that approach risks in different fashions are better. Controls, when used in depth, can make severe vulnerabilities extraordinarily difficult to exploit and thus unlikely to occur. With secure coding, this may take the form of tier-based validation, centralized auditing controls, and requiring users to be logged on all pages. For example, a flawed administrative interface is unlikely to be vulnerable to an anonymous attack if it correctly gates access to production management networks, checks for administrative user authorization, and logs all access. Fail securely Applications regularly fail to process transactions for many reasons. How they fail can determine if an application is secure or not. ``` is_admin = true; try { code_which_may_faile(); is_admin = is_user_assigned_role(\"Adminstrator\"); } catch (Exception err) { log.error(err.toString()); } ``` - If either codeWhichMayFail() or isUserInRole fails or throws an exception, the user is an admin by default. This is obviously a security risk. Don\u2019t trust services Many organizations utilize the processing capabilities of third-party partners, who more than likely have different security policies and posture than you. It is unlikely that you can influence or control any external third party, whether they are home users or major suppliers or partners. Therefore, the implicit trust of externally run systems is not warranted. All external systems should be treated similarly. For example, a loyalty program provider provides data that is used by Internet Banking, providing the number of reward points and a small list of potential redemption items. However, the data should be checked to ensure that it is safe to display to end-users and that the reward points are a positive number, and not improbably large. Separation of duties The key to fraud control is the separation of duties. For example, someone who requests a computer cannot also sign for it, nor should they directly receive the computer. This prevents the user from requesting many computers and claiming they never arrived. Certain roles have different levels of trust than normal users. In particular, administrators are different from normal users. In general, administrators should not be users of the application. For example, an administrator should be able to turn the system on or off, set password policy but shouldn\u2019t be able to log on to the storefront as a super privileged user, such as being able to \u201cbuy\u201d goods on behalf of other users. Avoid security by obscurity Security through obscurity is a weak security control, and nearly always fails when it is the only control. This is not to say that keeping secrets is a bad idea, it simply means that the security of systems should not be reliant upon keeping details hidden. For example, the security of an application should not rely upon knowledge of the source code being kept secret. The security should rely upon many other factors, including reasonable password policies, defence in depth, business transaction limits, solid network architecture, and fraud, and audit controls. A practical example is Linux. Linux\u2019s source code is widely available, and yet when properly secured, Linux is a secure and robust operating system. Keep security simple Attack surface area and simplicity go hand in hand. Certain software engineering practices prefer overly complex approaches to what would otherwise be a relatively straightforward and simple design. Developers should avoid the use of double negatives and complex architectures when a simpler approach would be faster and simpler. For example, although it might be fashionable to have a slew of singleton entity beans running on a separate middleware server, it is more secure and faster to simply use global variables with an appropriate mutex mechanism to protect against race conditions. Fix security issues correctly Once a security issue has been identified, it is important to develop a test for it and to understand the root cause of the issue. When design patterns are used, the security issue is likely widespread amongst all codebases, so developing the right fix without introducing regressions is essential. For example, a user has found that they can see another user\u2019s balance by adjusting their cookie. The fix seems to be relatively straightforward, but as the cookie handling code is shared among all applications, a change to just one application will trickle through to all other applications. The fix must, therefore, be tested on all affected applications. Reliability & Security Reliability and security are both crucial components of a truly trustworthy system, but building systems that are both reliable and secure is difficult. While the requirements for reliability and security share many common properties, they also require different design considerations. It is easy to miss the subtle interplay between reliability and security that can cause unexpected outcomes Ex: A password management application failure was triggered by a reliability problem i.e poor load-balancing and load-shedding strategies and its recovery were later complicated by multiple measures (HSM mechanism which needs to be plugged into server racks, which works as an authentication & the HSM token supposedly locked inside a case.. & the problem can be further elongated ) designed to increase the security of the system.","title":"Introduction to Security Overview for SRE"},{"location":"security/fundamentals/#authentication-vs-authorization","text":"Authentication is the act of validating that users are who they claim to be. Passwords are the most common authentication factor\u2014if a user enters the correct password, the system assumes the identity is valid and grants access. Other technologies such as One-Time Pins, authentication apps, and even biometrics can also be used to authenticate identity. In some instances, systems require the successful verification of more than one factor before granting access. This multi-factor authentication (MFA) requirement is often deployed to increase security beyond what passwords alone can provide. Authorization in system security is the process of giving the user permission to access a specific resource or function. This term is often used interchangeably with access control or client privilege. Giving someone permission to download a particular file on a server or providing individual users with administrative access to an application are good examples. In secure environments, authorization must always follow authentication, users should first prove that their identities are genuine before an organization\u2019s administrators grant them access to the requested resources.","title":"Authentication vs Authorization"},{"location":"security/fundamentals/#common-authentication-flow-local-authentication","text":"The user registers using an identifier like username/email/mobile The application stores user credentials in the database The application sends a verification email/message to validate the registration Post successful registration, the user enters credentials for logging in On successful authentication, the user is allowed access to specific resources","title":"Common authentication flow (local authentication)"},{"location":"security/fundamentals/#openidoauth","text":"OpenID is an authentication protocol that allows us to authenticate users without using a local auth system. In such a scenario, a user has to be registered with an OpenID Provider and the same provider should be integrated with the authentication flow of your application. To verify the details, we have to forward the authentication requests to the provider. On successful authentication, we receive a success message and/or profile details with which we can execute the necessary flow. OAuth is an authorization mechanism that allows your application user access to a provider(Gmail/Facebook/Instagram/etc). On successful response, we (your application) receive a token with which the application can access certain APIs on behalf of a user. OAuth is convenient in case your business use case requires some certain user-facing APIs like access to Google Drive or sending tweets on your behalf. Most OAuth 2.0 providers can be used for pseudo authentication. Having said that, it can get pretty complicated if you are using multiple OAuth providers to authenticate users on top of the local authentication system.","title":"OpenID/OAuth"},{"location":"security/fundamentals/#cryptography","text":"It is the science and study of hiding any text in such a way that only the intended recipients or authorized persons can read it and that any text can even use things such as invisible ink or the mechanical cryptography machines of the past. Cryptography is necessary for securing critical or proprietary information and is used to encode private data messages by converting some plain text into ciphertext. At its core, there are two ways of doing this, more advanced methods are all built upon.","title":"Cryptography"},{"location":"security/fundamentals/#ciphers","text":"Ciphers are the cornerstone of cryptography. A cipher is a set of algorithms that performs encryption or decryption on a message. An encryption algorithm (E) takes a secret key (k) and a message (m) and produces a ciphertext (c). Similarly, a Decryption algorithm (D) takes a secret key (K) and the previous resulting Ciphertext (C). They are represented as follows: E(k,m) = c D(k,c) = m This also means that for it to be a cipher, it must satisfy the consistency equation as follows, making it possible to decrypt. D(k,E(k,m)) = m Stream Ciphers: The message is broken into characters or bits and enciphered with a key or keystream(should be random and generated independently of the message stream) that is as long as the plaintext bitstream. If the keystream is random, this scheme would be unbreakable unless the keystream was acquired, making it unconditionally secure. The keystream must be provided to both parties in a secure way to prevent its release. Block Ciphers: Block ciphers \u2014 process messages in blocks, each of which is then encrypted or decrypted. A block cipher is a symmetric cipher in which blocks of plaintext are treated as a whole and used to produce ciphertext blocks. The block cipher takes blocks that are b bits long and encrypts them to blocks that are also b bits long. Block sizes are typically 64 or 128 bits long. Encryption Secret Key (Symmetric Key) : the same key is used for encryption and decryption Public Key (Asymmetric Key) in an asymmetric, the encryption and decryption keys are different but related. The encryption key is known as the public key and the decryption key is known as the private key. The public and private keys are known as a key pair. Symmetric Key Encryption DES The Data Encryption Standard (DES) has been the worldwide encryption standard for a long time. IBM developed DES in 1975, and it has held up remarkably well against years of cryptanalysis. DES is a symmetric encryption algorithm with a fixed key length of 56 bits. The algorithm is still good, but because of the short key length, it is susceptible to brute-force attacks that have sufficient resources. DES usually operates in block mode, whereby it encrypts data in 64-bit blocks. The same algorithm and key are used for both encryption and decryption. Because DES is based on simple mathematical functions, it can be easily implemented and accelerated in hardware. Triple DES With advances in computer processing power, the original 56-bit DES key became too short to withstand an attacker with even a limited budget. One way of increasing the effective key length of DES without changing the well-analyzed algorithm itself is to use the same algorithm with different keys several times in a row. The technique of applying DES three times in a row to a plain text block is called Triple DES (3DES). The 3DES technique is shown in Figure. Brute-force attacks on 3DES are considered unfeasible today. Because the basic algorithm has been tested in the field for more than 25 years, it is considered to be more trustworthy than its predecessor. AES On October 2, 2000, The U.S. National Institute of Standards and Technology (NIST) announced the selection of the Rijndael cipher as the AES algorithm. This cipher, developed by Joan Daemen and Vincent Rijmen, has a variable block length and key length. The algorithm currently specifies how to use keys with a length of 128, 192, or 256 bits to encrypt blocks with a length of 128, 192, or 256 bits (all nine combinations of key length and block length are possible). Both block and key lengths can be extended easily to multiples of 32 bits. AES was chosen to replace DES and 3DES because they are either too weak (DES, in terms of key length) or too slow (3DES) to run on modern, efficient hardware. AES is more efficient and much faster, usually by a factor of 5 compared to DES on the same hardware. AES is also more suitable for high throughput, especially if pure software encryption is used. However, AES is a relatively young algorithm, and as the golden rule of cryptography states, \u201cA more mature algorithm is always more trusted.\u201d Asymmetric Key Algorithm In a symmetric key system, Alice first puts the secret message in a box and then padlocks the box using a lock to which she has a key. She then sends the box to Bob through regular mail. When Bob receives the box, he uses an identical copy of Alice's key (which he has obtained previously) to open the box and read the message. In an asymmetric key system, instead of opening the box when he receives it, Bob simply adds his own personal lock to the box and returns the box through public mail to Alice. Alice uses her key to remove her lock and returns the box to Bob, with Bob's lock still in place. Finally, Bob uses his key to remove his lock and reads the message from Alice. The critical advantage in an asymmetric system is that Alice never needs to send a copy of her key to Bob. This reduces the possibility that a third party (for example, an unscrupulous postmaster) can copy the key while it is in transit to Bob, allowing that third party to spy on all future messages sent by Alice. In addition, if Bob is careless and allows someone else to copy his key, Alice's messages to Bob are compromised, but Alice's messages to other people remain secret NOTE : In terms of TLS key exchange, this is the common approach. Diffie-Hellman The protocol has two system parameters, p and g. They are both public and may be used by everybody. Parameter p is a prime number, and parameter g (usually called a generator) is an integer that is smaller than p, but with the following property: For every number n between 1 and p \u2013 1 inclusive, there is a power k of g such that n = gk mod p. Diffie Hellman algorithm is an asymmetric algorithm used to establish a shared secret for a symmetric key algorithm. Nowadays most of the people use hybrid cryptosystem i.e, a combination of symmetric and asymmetric encryption. Asymmetric Encryption is used as a technique in key exchange mechanism to share a secret key and after the key is shared between sender and receiver, the communication will take place using symmetric encryption. The shared secret key will be used to encrypt the communication. Refer: https://medium.com/@akhigbemmanuel/what-is-the-diffie-hellman-key-exchange-algorithm-84d60025a30d RSA The RSA algorithm is very flexible and has a variable key length where, if necessary, speed can be traded for the level of security of the algorithm. The RSA keys are usually 512 to 2048 bits long. RSA has withstood years of extensive cryptanalysis. Although those years neither proved nor disproved RSA's security, they attest to a confidence level in the algorithm. RSA security is based on the difficulty of factoring very large numbers. If an easy method of factoring these large numbers were discovered, the effectiveness of RSA would be destroyed. Refer: https://medium.com/curiositypapers/a-complete-explanation-of-rsa-asymmetric-encryption-742c5971e0f NOTE : RSA Keys can be used for key exchange just like Diffie Hellman Hashing Algorithms Hashing is one of the mechanisms used for data integrity assurance. Hashing is based on a one-way mathematical function, which is relatively easy to compute but significantly harder to reverse. A hash function, which is a one-way function to input data to produce a fixed-length digest (fingerprint) of output data. The digest is cryptographically strong; that is, it is impossible to recover input data from its digest. If the input data changes just a little, the digest (fingerprint) changes substantially in what is called an avalanche effect. More: https://medium.com/@rauljordan/the-state-of-hashing-algorithms-the-why-the-how-and-the-future-b21d5c0440de https://medium.com/@StevieCEllis/the-beautiful-hash-algorithm-f18d9d2b84fb MD5 MD5 is a one-way function with which it is easy to compute the hash from the given input data, but it is unfeasible to compute input data given only a hash. SHA-1 MD5 is considered less secure than SHA-1 because MD5 has some weaknesses. HA-1 also uses a stronger, 160-bit digest, which makes MD5 the second choice as hash methods are concerned. The algorithm takes a message of less than 264 bits in length and produces a 160-bit message digest. This algorithm is slightly slower than MD5. NOTE : SHA-1 is also recently demonstrated to be broken, Minimum current recommendation is SHA-256 Digital Certificates Digital signatures, provide a means to digitally authenticate devices and individual users. In public-key cryptography, such as the RSA encryption system, each user has a key-pair containing both a public key and a private key. The keys act as complements, and anything encrypted with one of the keys can be decrypted with the other. In simple terms, a signature is formed when data is encrypted with a user's private key. The receiver verifies the signature by decrypting the message with the sender's public key. Key management is often considered the most difficult task in designing and implementing cryptographic systems. Businesses can simplify some of the deployment and management issues that are encountered with secured data communications by employing a Public Key Infrastructure (PKI). Because corporations often move security-sensitive communications across the Internet, an effective mechanism must be implemented to protect sensitive information from the threats presented on the Internet. PKI provides a hierarchical framework for managing digital security attributes. Each PKI participant holds a digital certificate that has been issued by a CA (either public or private). The certificate contains several attributes that are used when parties negotiate a secure connection. These attributes must include the certificate validity period, end-host identity information, encryption keys that will be used for secure communications, and the signature of the issuing CA. Optional attributes may be included, depending on the requirements and capability of the PKI. A CA can be a trusted third party, such as VeriSign or Entrust, or a private (in-house) CA that you establish within your organization. The fact that the message could be decrypted using the sender's public key means that the holder of the private key created the message. This process relies on the receiver having a copy of the sender's public key and knowing with a high degree of certainty that it really does belong to the sender and not to someone pretending to be the sender. To validate the CA's signature, the receiver must know the CA's public key. Normally, this is handled out-of-band or through an operation performed during the installation of the certificate. For instance, most web browsers are configured with the root certificates of several CAs by default. CA Enrollment process The end host generates a private-public key pair. The end host generates a certificate request, which it forwards to the CA. Manual human intervention is required to approve the enrollment request, which is received by the CA. After the CA operator approves the request, the CA signs the certificate request with its private key and returns the completed certificate to the end host. The end host writes the certificate into a nonvolatile storage area (PC hard disk or NVRAM on Cisco routers). Refer : https://www.ssh.com/manuals/server-zos-product/55/ch06s03s01.html","title":"Ciphers"},{"location":"security/fundamentals/#login-security","text":"","title":"Login Security"},{"location":"security/fundamentals/#ssh","text":"SSH, the Secure Shell, is a popular, powerful, software-based approach to network security. Whenever data is sent by a computer to the network, SSH automatically encrypts (scrambles) it. Then, when the data reaches its intended recipient, SSH automatically decrypts (unscrambles) it. The result is transparent encryption: users can work normally, unaware that their communications are safely encrypted on the network. In addition, SSH can use modern, secure encryption algorithms based on how it's being configured and is effective enough to be found within mission-critical applications at major corporations. SSH has a client/server architecture An SSH server program, typically installed and run by a system administrator, accepts or rejects incoming connections to its host computer. Users then run SSH client programs, typically on other computers, to make requests of the SSH server, such as \u201cPlease log me in,\u201d \u201cPlease send me a file,\u201d or \u201cPlease execute this command.\u201d All communications between clients and servers are securely encrypted and protected from modification. What SSH is not: Although SSH stands for Secure Shell, it is not a true shell in the sense of the Unix Bourne shell and C shell. It is not a command interpreter, nor does it provide wildcard expansion, command history, and so forth. Rather, SSH creates a channel for running a shell on a remote computer, with end-to-end encryption between the two systems. The major features and guarantees of the SSH protocol are: Privacy of your data, via strong encryption Integrity of communications, guaranteeing they haven\u2019t been altered Authentication, i.e., proof of identity of senders and receivers Authorization, i.e., access control to accounts Forwarding or tunnelling to encrypt other TCP/IP-based sessions","title":"SSH"},{"location":"security/fundamentals/#kerberos","text":"According to Greek mythology Kerberos (Cerberus) was the gigantic, three-headed dog that guards the gates of the underworld to prevent the dead from leaving. So when it comes to Computer Science, Kerberos is a network authentication protocol and is currently the default authentication technology used by Microsoft Active Directory to authenticate users to services within a local area network. Kerberos uses symmetric-key cryptography and requires a trusted third-party authentication service to verify user identities. So they used the name of Kerberos for their computer network authentication protocol as the three heads of the Kerberos represent: a client: A user/ a service a server: Kerberos protected hosts reside - a Key Distribution Center (KDC), which acts as the trusted third-party authentication service. The KDC includes the following two servers: Authentication Server (AS) that performs the initial authentication and issues ticket-granting tickets (TGT) for users. Ticket-Granting Server (TGS) that issues service tickets that are based on the initial ticket-granting tickets (TGT).","title":"Kerberos"},{"location":"security/fundamentals/#certificate-chain","text":"The first part of the output of the OpenSSL command shows three certificates numbered 0, 1, and 2(not 2 anymore). Each certificate has a subject, s, and an issuer, i. The first certificate, number 0, is called the end-entity certificate. The subject line tells us it\u2019s valid for any subdomain of google.com because its subject is set to *.google.com. $ openssl s_client -connect www.google.com:443 -CApath /etc/ssl/certs CONNECTED(00000005) depth=2 OU = GlobalSign Root CA - R2, O = GlobalSign, CN = GlobalSign verify return:1 depth=1 C = US, O = Google Trust Services, CN = GTS CA 1O1 verify return:1 depth=0 C = US, ST = California, L = Mountain View, O = Google LLC, CN = www.google.com verify return:1 --- Certificate chain 0 s:/C=US/ST=California/L=Mountain View/O=Google LLC/CN=www.google.com i:/C=US/O=Google Trust Services/CN=GTS CA 1O1 1 s:/C=US/O=Google Trust Services/CN=GTS CA 1O1 i:/OU=GlobalSign Root CA - R2/O=GlobalSign/CN=GlobalSign --- Server certificate The issuer line indicates it\u2019s issued by Google Internet Authority G2, which also happens to be the subject of the second certificate, number 1 What the OpenSSL command line doesn\u2019t show here is the trust store that contains the list of CA certificates trusted by the system OpenSSL runs on. The public certificate of GlobalSign Authority must be present in the system\u2019s trust store to close the verification chain. This is called a chain of trust, and the figure below summarizes its behaviour at a high level. High-level view of the concept of chain of trust applied to verifying the authenticity of a website. The Root CA in the Firefox trust store provides the initial trust to verify the entire chain and trust the end-entity certificate.","title":"Certificate Chain"},{"location":"security/fundamentals/#tls-handshake","text":"The client sends a HELLO message to the server with a list of protocols and algorithms it supports. The server says HELLO back and sends its chain of certificates. Based on the capabilities of the client, the server picks a cipher suite. If the cipher suite supports ephemeral key exchange, like ECDHE does(ECDHE is an algorithm known as the Elliptic Curve Diffie-Hellman Exchange), the server and the client negotiate a pre-master key with the Diffie-Hellman algorithm. The pre-master key is never sent over the wire. The client and server create a session key that will be used to encrypt the data transiting through the connection. At the end of the handshake, both parties possess a secret session key used to encrypt data for the rest of the connection. This is what OpenSSL refers to as Master-Key NOTE There are 3 versions of TLS , TLS 1.0, 1.1 & 1.2 TLS 1.0 was released in 1999, making it a nearly two-decade-old protocol. It has been known to be vulnerable to attacks\u2014such as BEAST and POODLE\u2014for years, in addition to supporting weak cryptography, which doesn\u2019t keep modern-day connections sufficiently secure. TLS 1.1 is the forgotten \u201cmiddle child.\u201d It also has bad cryptography like its younger sibling. In most software, it was leapfrogged by TLS 1.2 and it\u2019s rare to see TLS 1.1 used.","title":"TLS Handshake"},{"location":"security/fundamentals/#perfect-forward-secrecy","text":"The term \u201cephemeral\u201d in the key exchange provides an important security feature mis-named perfect forward secrecy (PFS) or just \u201cForward Secrecy\u201d. In a non-ephemeral key exchange, the client sends the pre-master key to the server by encrypting it with the server\u2019s public key. The server then decrypts the pre-master key with its private key. If at a later point in time, the private key of the server is compromised, an attacker can go back to this handshake, decrypt the pre-master key, obtain the session key, and decrypt the entire traffic. Non-ephemeral key exchanges are vulnerable to attacks that may happen in the future on recorded traffic. And because people seldom change their password, decrypting data from the past may still be valuable for an attacker. An ephemeral key exchange like DHE, or its variant on elliptic curve, ECDHE, solves this problem by not transmitting the pre-master key over the wire. Instead, the pre-master key is computed by both the client and the server in isolation, using nonsensitive information exchanged publicly. Because the pre-master key can\u2019t be decrypted later by an attacker, the session key is safe from future attacks: hence, the term perfect forward secrecy. Keys are changed every X blocks along the stream. That prevents an attacker from simply sniffing the stream and applying brute force to crack the whole thing. \"Forward secrecy\" means that just because I can decrypt block M, does not mean that I can decrypt block Q Downside: The downside to PFS is that all those extra computational steps induce latency on the handshake and slow the user down. To avoid repeating this expensive work at every connection, both sides cache the session key for future use via a technique called session resumption. This is what the session-ID and TLS ticket are for: they allow a client and server that share a session ID to skip over the negotiation of a session key, because they already agreed on one previously, and go directly to exchanging data securely.","title":"\u201cPerfect\u201d Forward Secrecy"},{"location":"security/intro/","text":"Security Prerequisites Linux Basics Linux Networking What to expect from this course The course covers fundamentals of information security along with touching on subjects of system security, network & web security. This course aims to get you familiar with the basics of information security in day to day operations & then as an SRE develop the mindset of ensuring that security takes a front-seat while developing solutions. The course also serves as an introduction to common risks and best practices along with practical ways to find out vulnerable systems and loopholes which might become compromised if not secured. What is not covered under this course The courseware is not an ethical hacking workshop or a very deep dive into the fundamentals of the problems. The course does not deal with hacking or breaking into systems but rather an approach on how to ensure you don\u2019t get into those situations and also to make you aware of different ways a system can be compromised. Course Contents Fundamentals Network Security Threats, Attacks & Defence Writing Secure Code & More Conclusion","title":"Introduction"},{"location":"security/intro/#security","text":"","title":"Security"},{"location":"security/intro/#prerequisites","text":"Linux Basics Linux Networking","title":"Prerequisites"},{"location":"security/intro/#what-to-expect-from-this-course","text":"The course covers fundamentals of information security along with touching on subjects of system security, network & web security. This course aims to get you familiar with the basics of information security in day to day operations & then as an SRE develop the mindset of ensuring that security takes a front-seat while developing solutions. The course also serves as an introduction to common risks and best practices along with practical ways to find out vulnerable systems and loopholes which might become compromised if not secured.","title":"What to expect from this course"},{"location":"security/intro/#what-is-not-covered-under-this-course","text":"The courseware is not an ethical hacking workshop or a very deep dive into the fundamentals of the problems. The course does not deal with hacking or breaking into systems but rather an approach on how to ensure you don\u2019t get into those situations and also to make you aware of different ways a system can be compromised.","title":"What is not covered under this course"},{"location":"security/intro/#course-contents","text":"Fundamentals Network Security Threats, Attacks & Defence Writing Secure Code & More Conclusion","title":"Course Contents"},{"location":"security/network_security/","text":"Part II: Network Security Introduction TCP/IP is the dominant networking technology today. It is a five-layer architecture. These layers are, from top to bottom, the application layer, the transport layer (TCP), the network layer (IP), the data-link layer, and the physical layer. In addition to TCP/IP, there also are other networking technologies. For convenience, we use the OSI network model to represent non-TCP/IP network technologies. Different networks are interconnected using gateways. A gateway can be placed at any layer. The OSI model is a seven-layer architecture. The OSI architecture is similar to the TCP/IP architecture, except that the OSI model specifies two additional layers between the application layer and the transport layer in the TCP/IP architecture. These two layers are the presentation layer and the session layer. Figure 5.1 shows the relationship between the TCP/IP layers and the OSI layers. The application layer in TCP/IP corresponds to the application layer and the presentation layer in OSI. The transport layer in TCP/IP corresponds to the session layer and the transport layer in OSI. The remaining three layers in the TCP/IP architecture are one-to-one correspondent to the remaining three layers in the OSI model. Correspondence between layers of the TCP/IP architecture and the OSI model. Also shown are placements of cryptographic algorithms in network layers, where the dotted arrows indicate actual communications of cryptographic algorithms The functionalities of OSI layers are briefly described as follows: The application layer serves as an interface between applications and network programs. It supports application programs and end-user processing. Common application-layer programs include remote logins, file transfer, email, and Web browsing. The presentation layer is responsible for dealing with data that is formed differently. This protocol layer allows application-layer programs residing on different sides of a communication channel with different platforms to understand each other's data formats regardless of how they are presented. The session layer is responsible for creating, managing, and closing a communication connection. The transport layer is responsible for providing reliable connections, such as packet sequencing, traffic control, and congestion control. The network layer is responsible for routing device-independent data packets from the current hop to the next hop. The data-link layer is responsible for encapsulating device-independent data packets into device-dependent data frames. It has two sublayers: logical link control and media access control. The physical layer is responsible for transmitting device-dependent frames through some physical media. Starting from the application layer, data generated from an application program is passed down layer-by-layer to the physical layer. Data from the previous layer is enclosed in a new envelope at the current layer, where the data from the previous layer is also just an envelope containing the data from the layer before it. This is similar to enclosing a smaller envelope in a larger one. The envelope added at each layer contains sufficient information for handling the packet. Application-layer data are divided into blocks small enough to be encapsulated in an envelope at the next layer. Application data blocks are \u201cdressed up\u201d in the TCP/IP architecture according to the following basic steps. At the sending side, an application data block is encapsulated in a TCP packet when it is passed down to the TCP layer. In other words, a TCP packet consists of a header and a payload, where the header corresponds to the TCP envelope and the payload is the application data block. Likewise, the TCP packet will be encapsulated in an IP packet when it is passed down to the IP layer. An IP packet consists of a header and a payload, which is the TCP packet passed down from the TCP layer. The IP packet will be encapsulated in a device-dependent frame (e.g., an Ethernet frame) when it is passed down to the data-link layer. A frame has a header, and it may also have a trailer. For example, in addition to having a header, an Ethernet frame also has a 32-bit cyclic redundancy check (CRC) trailer. When it is passed down to the physical layer, a frame will be transformed into a sequence of media signals for transmission Flow Diagram of a Packet Generation At the destination side, the medium signals are converted by the physical layer into a frame, which is passed up to the data-link layer. The data-link layer passes the frame payload (i.e., the IP packet encapsulated in the frame) up to the IP layer. The IP layer passes the IP payload, namely, the TCP packet encapsulated in the IP packet, up to the TCP layer. The TCP layer passes the TCP payload, namely, the application data block, up to the application layer. When a packet arrives at a router, it only goes up to the IP layer, where certain fields in the IP header are modified (e.g., the value of TTL is decreased by 1). This modified packet is then passed back down layer-by-layer to the physical layer for further transmission. Public Key Infrastructure To deploy cryptographic algorithms in network applications, we need a way to distribute secret keys using open networks. Public-key cryptography is the best way to distribute these secret keys. To use public-key cryptography, we need to build a public-key infrastructure (PKI) to support and manage public-key certificates and certificate authority (CA) networks. In particular, PKIs are set up to perform the following functions: Determine the legitimacy of users before issuing public-key certificates to them. Issue public-key certificates upon user requests. Extend public-key certificates valid time upon user requests. Revoke public-key certificates upon users' requests or when the corresponding private keys are compromised. Store and manage public-key certificates. Prevent digital signature signers from denying their signatures. Support CA networks to allow different CAs to authenticate public-key certificates issued by other CAs. X.509: https://certificatedecoder.dev/?gclid=EAIaIQobChMI0M731O6G6gIVVSQrCh04bQaAEAAYASAAEgKRkPD_BwE IPsec: A Security Protocol at the Network Layer IPsec is a major security protocol at the network layer IPsec provides a potent platform for constructing virtual private networks (VPN). VPNs are private networks overlayed on public networks. The purpose of deploying cryptographic algorithms at the network layer is to encrypt or authenticate IP packets (either just the payloads or the whole packets). IPsec also specifies how to exchange keys. Thus, IPsec consists of authentication protocols, encryption protocols, and key exchange protocols. They are referred to, respectively, as authentication header (AH), encapsulating security payload (ESP), and Internet key exchange (IKE). PGP & S/MIME : Email Security There are several security protocols at the application layer. The most used of these protocols are email security protocols namely PGP and S/MIME. SMTP (\u201cSimple Mail Transfer Protocol\u201d) is used for sending and delivering from a client to a server via port 25: it\u2019s the outgoing server. On the contrary, POP (\u201cPost Office Protocol\u201d) allows the users to pick up the message and download it into their inbox: it\u2019s the incoming server. The latest version of the Post Office Protocol is named POP3, and it\u2019s been used since 1996; it uses port 110 PGP PGP implements all major cryptographic algorithms, the ZIP compression algorithm, and the Base64 encoding algorithm. It can be used to authenticate a message, encrypt a message, or both. PGP follows the following general process: authentication, ZIP compression, encryption, and Base64 encoding. The Base64 encoding procedure makes the message ready for SMTP transmission GPG (GnuPG) GnuPG is another free encryption standard that companies may use that is based on OpenPGP. GnuPG serves as a replacement for Symantec\u2019s PGP. The main difference is the supported algorithms. However, GnuPG plays nice with PGP by design. Because GnuPG is open, some businesses would prefer the technical support and the user interface that comes with Symantec\u2019s PGP. It is important to note that there are some nuances between the compatibility of GnuPG and PGP, such as the compatibility between certain algorithms, but in most applications such as email, there are workarounds. One such algorithm is the IDEA Module which isn\u2019t included in GnuPG out of the box due to patent issues. S/MIME SMTP can only handle 7-bit ASCII text (You can use UTF-8 extensions to alleviate these limitations, ) messages. While POP can handle other content types besides 7-bit ASCII, POP may, under a common default setting, download all the messages stored in the mail server to the user's local computer. After that, if POP removes these messages from the mail server. This makes it difficult for the users to read their messages from multiple computers. The Multipurpose Internet Mail Extension protocol (MIME) was designed to support sending and receiving email messages in various formats, including nontext files generated by word processors, graphics files, sound files, and video clips. Moreover, MIME allows a single message to include mixed types of data in any combination of these formats. The Internet Mail Access Protocol (IMAP), operated on TCP port 143(only for non-encrypted), stores (Configurable on both server & client just like PoP) incoming email messages in the mail server until the user deletes them deliberately. This allows the users to access their mailbox from multiple machines and download messages to a local machine without deleting it from the mailbox in the mail server. SSL/TLS SSL uses a PKI to decide if a server\u2019s public key is trustworthy by requiring servers to use a security certificate signed by a trusted CA. When Netscape Navigator 1.0 was released, it trusted a single CA operated by the RSA Data Security corporation. The server\u2019s public RSA keys were used to be stored in the security certificate, which can then be used by the browser to establish a secure communication channel. The security certificates we use today still rely on the same standard (named X.509) that Netscape Navigator 1.0 used back then. Netscape intended to train users(though this didn\u2019t work out later) to differentiate secure communications from insecure ones, so they put a lock icon next to the address bar. When the lock is open, the communication is insecure. A closed lock means communication has been secured with SSL, which required the server to provide a signed certificate. You\u2019re obviously familiar with this icon as it\u2019s been in every browser ever since. The engineers at Netscape truly created a standard for secure internet communications. A year after releasing SSL 2.0, Netscape fixed several security issues and released SSL 3.0, a protocol that, albeit being officially deprecated since June 2015, remains in use in certain parts of the world more than 20 years after its introduction. To standardize SSL, the Internet Engineering Task Force (IETF) created a slightly modified SSL 3.0 and, in 1999, unveiled it as Transport Layer Security (TLS) 1.0. The name change between SSL and TLS continues to confuse people today. Officially, TLS is the new SSL, but in practice, people use SSL and TLS interchangeably to talk about any version of the protocol. Must See: https://tls.ulfheim.net/ https://davidwong.fr/tls13/ Network Perimeter Security Let us see how we keep a check on the perimeter i.e the edges, the first layer of protection General Firewall Framework Firewalls are needed because encryption algorithms cannot effectively stop malicious packets from getting into an edge network. This is because IP packets, regardless of whether they are encrypted, can always be forwarded into an edge network. Firewalls that were developed in the 1990s are important instruments to help restrict network access. A firewall may be a hardware device, a software package, or a combination of both. Packets flowing into the internal network from the outside should be evaluated before they are allowed to enter. One of the critical elements of a firewall is its ability to examine packets without imposing a negative impact on communication speed while providing security protections for the internal network. The packet inspection that is carried out by firewalls can be done using several different methods. Based on the particular method used by the firewall, it can be characterized as either a packet filter, circuit gateway, application gateway, or dynamic packet filter. Packet Filters It inspects ingress packets coming to an internal network from outside and inspects egress packets going outside from an internal network Packing filtering only inspects IP headers and TCP headers, not the payloads generated at the application layer A packet-filtering firewall uses a set of rules to determine whether a packet should be allowed or denied to pass through. 2 types: Stateless It treats each packet as an independent object, and it does not keep track of any previously processed packets. In other words, stateless filtering inspects a packet when it arrives and makes a decision without leaving any record of the packet being inspected. Stateful Stateful filtering, also referred to as connection-state filtering, keeps track of connections between an internal host and an external host. A connection state (or state, for short) indicates whether it is a TCP connection or a UDP connection and whether the connection is established. Circuit Gateways Circuit gateways, also referred to as circuit-level gateways, are typically operated at the transportation layer They evaluate the information of the IP addresses and the port numbers contained in TCP (or UDP) headers and use it to determine whether to allow or to disallow an internal host and an external host to establish a connection. It is common practice to combine packet filters and circuit gateways to form a dynamic packet filter (DPF). Application Gateways(ALG) Aka PROXY Servers An Application Level Gateway (ALG) acts as a proxy for internal hosts, processing service requests from external clients. An ALG performs deep inspections on each IP packet (ingress or egress). In particular, an ALG inspects application program formats contained in the packet (e.g., MIME format or SQL format) and examines whether its payload is permitted. Thus, an ALG may be able to detect a computer virus contained in the payload. Because an ALG inspects packet payloads, it may be able to detect malicious code and quarantine suspicious packets, in addition to blocking packets with suspicious IP addresses and TCP ports. On the other hand, an ALG also incurs substantial computation and space overheads. Trusted Systems & Bastion Hosts A Trusted Operating System (TOS) is an operating system that meets a particular set of security requirements. Whether an operating system can be trusted or not depends on several elements. For example, for an operating system on a particular computer to be certified trusted, one needs to validate that, among other things, the following four requirements are satisfied: Its system design contains no defects; Its system software contains no loopholes; Its system is configured properly; and Its system management is appropriate. Bastion Hosts Bastion hosts are computers with strong defence mechanisms. They often serve as host computers for implementing application gateways, circuit gateways, and other types of firewalls. A bastion host is operated on a trusted operating system that must not contain unnecessary functionalities or programs. This measure helps to reduce error probabilities and makes it easier to conduct security checks. Only those network application programs that are necessary, for example, SSH, DNS, SMTP, and authentication programs, are installed on a bastion host. Bastion hosts are also primarily used as controlled ingress points so that the security monitoring can focus more narrowly on actions happening at a single point closely. Common Techniques & Scannings, Packet Capturing Scanning Ports with Nmap Nmap (\"Network Mapper\") is a free and open-source (license) utility for network discovery and security auditing. Many systems and network administrators also find it useful for tasks such as network inventory, managing service upgrade schedules, and monitoring host or service uptime. The best thing about Nmap is it\u2019s free and open-source and is very flexible and versatile Nmap is often used to determine alive hosts in a network, open ports on those hosts, services running on those open ports, and version identification of that service on that port. More at http://scanme.nmap.org/ nmap [scan type] [options] [target specification] Nmap uses 6 different port states: Open \u2014 An open port is one that is actively accepting TCP, UDP or SCTP connections. Open ports are what interests us the most because they are the ones that are vulnerable to attacks. Open ports also show the available services on a network. Closed \u2014 A port that receives and responds to Nmap probe packets but there is no application listening on that port. Useful for identifying that the host exists and for OS detection. Filtered \u2014 Nmap can\u2019t determine whether the port is open because packet filtering prevents its probes from reaching the port. Filtering could come from firewalls or router rules. Often little information is given from filtered ports during scans as the filters can drop the probes without responding or respond with useless error messages e.g. destination unreachable. Unfiltered \u2014 Port is accessible but Nmap doesn\u2019t know if it is open or closed. Only used in ACK scan which is used to map firewall rulesets. Other scan types can be used to identify whether the port is open. Open/filtered \u2014 Nmap is unable to determine between open and filtered. This happens when an open port gives no response. No response could mean that the probe was dropped by a packet filter or any response is blocked. Closed/filtered \u2014 Nmap is unable to determine whether a port is closed or filtered. Only used in the IP ID idle scan. Types of Nmap Scan: TCP Connect TCP Connect scan completes the 3-way handshake. If a port is open, the operating system completes the TCP three-way handshake and the port scanner immediately closes the connection to avoid DOS. This is \u201cnoisy\u201d because the services can log the sender IP address and might trigger Intrusion Detection Systems. UDP Scan This scan checks to see if any UDP ports are listening. Since UDP does not respond with a positive acknowledgement like TCP and only responds to an incoming UDP packet when the port is closed, SYN Scan SYN scan is another form of TCP scanning. This scan type is also known as \u201chalf-open scanning\u201d because it never actually opens a full TCP connection. The port scanner generates a SYN packet. If the target port is open, it will respond with an SYN-ACK packet. The scanner host responds with an RST packet, closing the connection before the handshake is completed. If the port is closed but unfiltered, the target will instantly respond with an RST packet. SYN scan has the advantage that the individual services never actually receive a connection. FIN Scan This is a stealthy scan, like the SYN scan, but sends a TCP FIN packet instead. ACK Scan Ack scanning determines whether the port is filtered or not. Null Scan Another very stealthy scan that sets all the TCP header flags to off or null. This is not normally a valid packet and some hosts will not know what to do with this. XMAS Scan Similar to the NULL scan except for all the flags in the TCP header is set to on RPC Scan This special type of scan looks for machine answering to RPC (Remote Procedure Call) services IDLE Scan It is a super stealthy method whereby the scan packets are bounced off an external host. You don\u2019t need to have control over the other host but it does have to set up and meet certain requirements. You must input the IP address of our \u201czombie\u201d host and what port number to use. It is one of the more controversial options in Nmap since it only has a use for malicious attacks. Scan Techniques A couple of scan techniques which can be used to gain more information about a system and its ports. You can read more at https://medium.com/infosec-adventures/nmap-cheatsheet-a423fcdda0ca OpenVAS OpenVAS is a full-featured vulnerability scanner. OpenVAS is a framework of services and tools that provides a comprehensive and powerful vulnerability scanning and management package OpenVAS, which is an open-source program, began as a fork of the once-more-popular scanning program, Nessus. OpenVAS is made up of three main parts. These are: a regularly updated feed of Network Vulnerability Tests (NVTs); a scanner, which runs the NVTs; and an SQLite 3 database for storing both your test configurations and the NVTs\u2019 results and configurations. https://www.greenbone.net/en/install_use_gce/ WireShark Wireshark is a protocol analyzer. This means Wireshark is designed to decode not only packet bits and bytes but also the relations between packets and protocols. Wireshark understands protocol sequences. A simple demo of Wireshark Capture only udp packets: Capture filter = \u201cudp\u201d Capture only tcp packets Capture filter = \u201ctcp\u201d TCP/IP 3 way Handshake Filter by IP address: displays all traffic from IP, be it source or destination ip.addr == 192.168.1.1 Filter by source address: display traffic only from IP source ip.src == 192.168.0.1 Filter by destination: display traffic only form IP destination ip.dst == 192.168.0.1 Filter by IP subnet: display traffic from subnet, be it source or destination ip.addr = 192.168.0.1/24 Filter by protocol: filter traffic by protocol name dns http ftp arp ssh telnet icmp Exclude IP address: remove traffic from and to IP address !ip.addr ==192.168.0.1 Display traffic between two specific subnet ip.addr == 192.168.0.1/24 and ip.addr == 192.168.1.1/24 Display traffic between two specific workstations ip.addr == 192.168.0.1 and ip.addr == 192.168.0.2 Filter by MAC eth.addr = 00:50:7f:c5:b6:78 Filter TCP port tcp.port == 80 Filter TCP port source tcp.srcport == 80 Filter TCP port destination tcp.dstport == 80 Find user agents http.user_agent contains Firefox !http.user_agent contains || !http.user_agent contains Chrome Filter broadcast traffic !(arp or icmp or dns) Filter IP address and port tcp.port == 80 && ip.addr == 192.168.0.1 Filter all http get requests http.request Filter all http get requests and responses http.request or http.response Filter three way handshake tcp.flags.syn==1 or (tcp.seq==1 and tcp.ack==1 and tcp.len==0 and tcp.analysis.initial_rtt) Find files by type frame contains \u201c(attachment|tar|exe|zip|pdf)\u201d Find traffic based on keyword tcp contains facebook frame contains facebook Detecting SYN Floods tcp.flags.syn == 1 and tcp.flags.ack == 0 Wireshark Promiscuous Mode - By default, Wireshark only captures packets going to and from the computer where it runs. By checking the box to run Wireshark in Promiscuous Mode in the Capture Settings, you can capture most of the traffic on the LAN. DumpCap Dumpcap is a network traffic dump tool. It captures packet data from a live network and writes the packets to a file. Dumpcap\u2019s native capture file format is pcapng, which is also the format used by Wireshark. By default, Dumpcap uses the pcap library to capture traffic from the first available network interface and writes the received raw packet data, along with the packets\u2019 time stamps into a pcapng file. The capture filter syntax follows the rules of the pcap library. The Wireshark command-line utility called 'dumpcap.exe' can be used to capture LAN traffic over an extended period of time. Wireshark itself can also be used, but dumpcap does not significantly utilize the computer's memory while capturing for long periods. DaemonLogger Daemonlogger is a packet logging application designed specifically for use in Network and Systems Management (NSM) environments. The biggest benefit Daemonlogger provides is that, like Dumpcap, it is simple to use for capturing packets. In order to begin capturing, you need only to invoke the command and specify an interface. daemonlogger \u2013i eth1 This option, by default, will begin capturing packets and logging them to the current working directory. Packets will be collected until the capture file size reaches 2 GB, and then a new file will be created. This will continue indefinitely until the process is halted. NetSniff-NG Netsniff-NG is a high-performance packet capture utility While the utilities we\u2019ve discussed to this point rely on Libpcap for capture, Netsniff-NG utilizes zero-copy mechanisms to capture packets. This is done with the intent to support full packet capture over high throughput links. To begin capturing packets with Netsniff-NG, we have to specify an input and output. In most cases, the input will be a network interface, and the output will be a file or folder on disk. netsniff-ng \u2013i eth1 \u2013o data.pcap Netflow NetFlow is a feature that was introduced on Cisco routers around 1996 that provides the ability to collect IP network traffic as it enters or exits an interface. By analyzing the data provided by NetFlow, a network administrator can determine things such as the source and destination of traffic, class of service, and the causes of congestion. A typical flow monitoring setup (using NetFlow) consists of three main components:[1] Flow exporter: aggregates packets into flows and exports flow records towards one or more flow collectors. Flow collector: responsible for reception, storage and pre-processing of flow data received from a flow exporter. Analysis application: analyzes received flow data in the context of intrusion detection or traffic profiling, for example. Routers and switches that support NetFlow can collect IP traffic statistics on all interfaces where NetFlow is enabled, and later export those statistics as NetFlow records toward at least one NetFlow collector\u2014typically a server that does the actual traffic analysis. IDS A security solution that detects security-related events in your environment but does not block them. IDS sensors can be software and hardware-based used to collect and analyze the network traffic. These sensors are available in two varieties, network IDS and host IDS. A host IDS is a server-specific agent running on a server with a minimum of overhead to monitor the operating system. A network IDS can be embedded in a networking device, a standalone appliance, or a module monitoring the network traffic. Signature Based IDS The signature-based IDS monitors the network traffic or observes the system and sends an alarm if a known malicious event is happening. It does so by comparing the data flow against a database of known attack patterns These signatures explicitly define what traffic or activity should be considered as malicious. Signature-based detection has been the bread and butter of network-based defensive security for over a decade, partially because it is very similar to how malicious activity is detected at the host level with antivirus utilities The formula is fairly simple: an analyst observes a malicious activity, derives indicators from the activity and develops them into signatures, and then those signatures will alert whenever the activity occurs again. ex: SNORT & SURICATA Policy-Based IDS The policy-based IDSs (mainly host IDSs) trigger an alarm whenever a violation occurs against the configured policy. This configured policy is or should be a representation of the security policies. This type of IDS is flexible and can be customized to a company's network requirements because it knows exactly what is permitted and what is not. On the other hand, the signature-based systems rely on vendor specifics and default settings. Anomaly Based IDS The anomaly-based IDS looks for traffic that deviates from the normal, but the definition of what is a normal network traffic pattern is the tricky part Two types of anomaly-based IDS exist: statistical and nonstatistical anomaly detection Statistical anomaly detection learns the traffic patterns interactively over a period of time. In the nonstatistical approach, the IDS has a predefined configuration of the supposedly acceptable and valid traffic patterns. Host-Based IDS & Network-Based IDS A host IDS can be described as a distributed agent residing on each server of the network that needs protection. These distributed agents are tied very closely to the underlying operating system. Network IDSs, on the other hand, can be described as intelligent sniffing devices. Data (raw packets) is captured from the network by a network IDS, whereas host IDSs capture the data from the host on which they are installed. Honeypots The use of decoy machines to direct intruders' attention away from the machines under protection is a major technique to preclude intrusion attacks. Any device, system, directory, or file used as a decoy to lure attackers away from important assets and to collect intrusion or abusive behaviours is referred to as a honeypot. A honeypot may be implemented as a physical device or as an emulation system. The idea is to set up decoy machines in a LAN, or decoy directories/files in a file system and make them appear important, but with several exploitable loopholes, to lure attackers to attack these machines or directories/files, so that other machines, directories, and files can evade intruders' attentions. A decoy machine may be a host computer or a server computer. Likewise, we may also set up decoy routers or even decoy LANs. Chinks In The Armour (TCP/IP Security Issues) IP Spoofing In this type of attack, the attacker replaces the IP address of the sender, or in some rare cases the destination, with a different address. IP spoofing is normally used to exploit a target host. In other cases, it is used to start a denial-of-service (DoS) attack. In a DoS attack, an attacker modifies the IP packet to mislead the target host into accepting the original packet as a packet sourced at a trusted host. The attacker must know the IP address of the trusted host to modify the packet headers (source IP address) so that it appears that the packets are coming from that host. IP Spoofing Detection Techniques Direct TTL Probes In this technique we send a packet to a host of suspect spoofed IP that triggers reply and compares TTL with suspect packet; if the TTL in the reply is not the same as the packet being checked; it is a spoofed packet. This Technique is successful when the attacker is in a different subnet from the victim. IP Identification Number. Send a probe to the host of suspect spoofed traffic that triggers a reply and compares IP ID with suspect traffic. If IP IDs are not in the near value of packet being checked, suspect traffic is spoofed TCP Flow Control Method Attackers sending spoofed TCP packets will not receive the target\u2019s SYN-ACK packets. Attackers cannot, therefore, be responsive to change in the congestion window size When the receiver still receives traffic even after a windows size is exhausted, most probably the packets are spoofed. Covert Channel A covert or clandestine channel can be best described as a pipe or communication channel between two entities that can be exploited by a process or application transferring information in a manner that violates the system's security specifications. More specifically for TCP/IP, in some instances, covert channels are established, and data can be secretly passed between two end systems. Ex: ICMP resides at the Internet layer of the TCP/IP protocol suite and is implemented in all TCP/IP hosts. Based on the specifications of the ICMP Protocol, an ICMP Echo Request message should have an 8-byte header and a 56-byte payload. The ICMP Echo Request packet should not carry any data in the payload. However, these packets are often used to carry secret information. The ICMP packets are altered slightly to carry secret data in the payload. This makes the size of the packet larger, but no control exists in the protocol stack to defeat this behaviour. The alteration of ICMP packets allows intruders to program specialized client-server pairs. These small pieces of code export confidential information without alerting the network administrator. ICMP can be leveraged for more than data exfiltration. For eg. some C&C tools such as Loki used ICMP channel to establish encrypted interactive session back in 1996. Deep packet inspection has since come a long way. A lot of IDS/IPS detect ICMP tunnelling. Check for echo responses that do not contain the same payload as request Check for the volume of ICMP traffic especially for volumes beyond an acceptable threshold IP Fragmentation Attack The TCP/IP protocol suite, or more specifically IP, allows the fragmentation of packets.(this is a feature & not a bug) IP fragmentation offset is used to keep track of the different parts of a datagram. The information or content in this field is used at the destination to reassemble the datagrams All such fragments have the same Identification field value, and the fragmentation offset indicates the position of the current fragment in the context of the original packet. Many access routers and firewalls do not perform packet reassembly. In normal operation, IP fragments do not overlap, but attackers can create artificially fragmented packets to mislead the routers or firewalls. Usually, these packets are small and almost impractical for end systems because of data and computational overhead. A good example of an IP fragmentation attack is the Ping of Death attack. The Ping of Death attack sends fragments that, when reassembled at the end station, create a larger packet than the maximum permissible length. TCP Flags Data exchange using TCP does not happen until a three-way handshake has been completed. This handshake uses different flags to influence the way TCP segments are processed. There are 6 bits in the TCP header that are often called flags. Namely: 6 different flags are part of the TCP header: Urgent pointer field (URG), Acknowledgment field (ACK), Push function (PSH), Reset the connection (RST), Synchronize sequence numbers (SYN), and the sender is finished with this connection (FIN). Abuse of the normal operation or settings of these flags can be used by attackers to launch DoS attacks. This causes network servers or web servers to crash or hang. | SYN | FIN | PSH | RST | Validity| |------|------|-------|------|---------| | 1 |1 |0 |0 |Illegal Combination | 1 |1 |1 |0 |Illegal Combination | 1 |1 |0 |1 |Illegal Combination | 1 |1 |1 |1 |Illegal Combination The attacker's ultimate goal is to write special programs or pieces of code that can construct these illegal combinations resulting in an efficient DoS attack. SYN FLOOD The timers (or lack of certain timers) in 3 way handshake are often used and exploited by attackers to disable services or even to enter systems. After step 2 of the three-way handshake, no limit is set on the time to wait after receiving a SYN. The attacker initiates many connection requests to the webserver of Company XYZ (almost certainly with a spoofed IP address). The SYN+ACK packets (Step 2) sent by the web server back to the originating source IP address are not replied to. This leaves a TCP session half-open on the webserver. Multiple packets cause multiple TCP sessions to stay open. Based on the hardware limitations of the server, a limited number of TCP sessions can stay open, and as a result, the webserver refuses further connection establishments attempts from any host as soon as a certain limit is reached. These half-open connections need to be completed or timed out before new connections can be established. FIN Attack In normal operation, the sender sets the TCP FIN flag indicating that no more data will be transmitted and the connection can be closed down. This is a four-way handshake mechanism, with both sender and receiver expected to send an acknowledgement on a received FIN packet. During an attack that is trying to kill connections, a spoofed FIN packet is constructed. This packet also has the correct sequence number, so the packets are seen as valid by the targeted host. These sequence numbers are easy to predict. This process is referred to as TCP sequence number prediction, whereby the attacker either sniffs the current Sequence and Acknowledgment (SEQ/ACK) numbers of the connection or can algorithmically predict these numbers. Connection Hijacking An authorized user (Employee X) sends HTTP requests over a TCP session with the webserver. The web server accepts the packets from Employee X only when the packet has the correct SEQ/ACK numbers. As seen previously, these numbers are important for the webserver to distinguish between different sessions and to make sure it is still talking to Employee X. Imagine that the cracker starts sending packets to the web server spoofing the IP address of Employee X, using the correct SEQ/ACK combination. The web server accepts the packet and increments the ACK number. In the meantime, Employee X continues to send packets but with incorrect SEQ/ACK numbers. As a result of sending unsynchronized packets, all data from Employee X is discarded when received by the webserver. The attacker pretends to be Employee X using the correct numbers. This finally results in the cracker hijacking the connection, whereby Employee X is completely confused and the webserver replies assuming the cracker is sending correct synchronized data. STEPS: The attacker examines the traffic flows with a network monitor and notices traffic from Employee X to a web server. The web server returns or echoes data back to the origination station (Employee X). Employee X acknowledges the packet. The cracker launches a spoofed packet to the server. The web server responds to the cracker. The cracker starts verifying SEQ/ACK numbers to double-check success. At this time, the cracker takes over the session from Employee X, which results in a session hanging for Employee X. The cracker can start sending traffic to the webserver. The web server returns the requested data to confirm delivery with the correct ACK number. The cracker can continue to send data (keeping track of the correct SEQ/ACK numbers) until eventually setting the FIN flag to terminate the session. Buffer Overflow A buffer is a temporary data storage area used to store program code and data. When a program or process tries to store more data in a buffer than it was originally anticipated to hold, a buffer overflow occurs. Buffers are temporary storage locations in memory (memory or buffer sizes are often measured in bytes) that can store a fixed amount of data in bytes. When more data is retrieved than can be stored in a buffer location, the additional information must go into an adjacent buffer, resulting in overwriting the valid data held in them. Mechanism: Buffer overflow vulnerabilities exist in different types. But the overall goal for all buffer overflow attacks is to take over the control of a privileged program and, if possible, the host. The attacker has two tasks to achieve this goal. First, the dirty code needs to be available in the program's code address space. Second, the privileged program should jump to that particular part of the code, which ensures that the proper parameters are loaded into memory. The first task can be achieved in two ways: by injecting the code in the right address space or by using the existing code and modifying certain parameters slightly. The second task is a little more complex because the program's control flow needs to be modified to make the program jump to the dirty code. CounterMeasure: The most important approach is to have a concerted focus on writing correct code. A second method is to make the data buffers (memory locations) address space of the program code non-executable. This type of address space makes it impossible to execute code, which might be infiltrated in the program's buffers during an attack. More Spoofing Address Resolution Protocol Spoofing The Address Resolution Protocol (ARP) provides a mechanism to resolve, or map, a known IP address to a MAC sublayer address. Using ARP spoofing, the cracker can exploit this hardware address authentication mechanism by spoofing the hardware address of Host B. Basically, the attacker can convince any host or network device on the local network that the cracker's workstation is the host to be trusted. This is a common method used in a switched environment. ARP spoofing can be prevented with the implementation of static ARP tables in all the hosts and routers of your network. Alternatively, you can implement an ARP server that responds to ARP requests on behalf of the target host. DNS Spoofing DNS spoofing is the method whereby the hacker convinces the target machine that the system it wants to connect to is the machine of the cracker. The cracker modifies some records so that name entries of hosts correspond to the attacker's IP address. There have been instances in which the complete DNS server was compromised by an attack. To counter DNS spoofing, the reverse lookup detects these attacks. The reverse lookup is a mechanism to verify the IP address against a name. The IP address and name files are usually kept on different servers to make compromise much more difficult","title":"Network Security"},{"location":"security/network_security/#part-ii-network-security","text":"","title":"Part II: Network Security"},{"location":"security/network_security/#introduction","text":"TCP/IP is the dominant networking technology today. It is a five-layer architecture. These layers are, from top to bottom, the application layer, the transport layer (TCP), the network layer (IP), the data-link layer, and the physical layer. In addition to TCP/IP, there also are other networking technologies. For convenience, we use the OSI network model to represent non-TCP/IP network technologies. Different networks are interconnected using gateways. A gateway can be placed at any layer. The OSI model is a seven-layer architecture. The OSI architecture is similar to the TCP/IP architecture, except that the OSI model specifies two additional layers between the application layer and the transport layer in the TCP/IP architecture. These two layers are the presentation layer and the session layer. Figure 5.1 shows the relationship between the TCP/IP layers and the OSI layers. The application layer in TCP/IP corresponds to the application layer and the presentation layer in OSI. The transport layer in TCP/IP corresponds to the session layer and the transport layer in OSI. The remaining three layers in the TCP/IP architecture are one-to-one correspondent to the remaining three layers in the OSI model. Correspondence between layers of the TCP/IP architecture and the OSI model. Also shown are placements of cryptographic algorithms in network layers, where the dotted arrows indicate actual communications of cryptographic algorithms The functionalities of OSI layers are briefly described as follows: The application layer serves as an interface between applications and network programs. It supports application programs and end-user processing. Common application-layer programs include remote logins, file transfer, email, and Web browsing. The presentation layer is responsible for dealing with data that is formed differently. This protocol layer allows application-layer programs residing on different sides of a communication channel with different platforms to understand each other's data formats regardless of how they are presented. The session layer is responsible for creating, managing, and closing a communication connection. The transport layer is responsible for providing reliable connections, such as packet sequencing, traffic control, and congestion control. The network layer is responsible for routing device-independent data packets from the current hop to the next hop. The data-link layer is responsible for encapsulating device-independent data packets into device-dependent data frames. It has two sublayers: logical link control and media access control. The physical layer is responsible for transmitting device-dependent frames through some physical media. Starting from the application layer, data generated from an application program is passed down layer-by-layer to the physical layer. Data from the previous layer is enclosed in a new envelope at the current layer, where the data from the previous layer is also just an envelope containing the data from the layer before it. This is similar to enclosing a smaller envelope in a larger one. The envelope added at each layer contains sufficient information for handling the packet. Application-layer data are divided into blocks small enough to be encapsulated in an envelope at the next layer. Application data blocks are \u201cdressed up\u201d in the TCP/IP architecture according to the following basic steps. At the sending side, an application data block is encapsulated in a TCP packet when it is passed down to the TCP layer. In other words, a TCP packet consists of a header and a payload, where the header corresponds to the TCP envelope and the payload is the application data block. Likewise, the TCP packet will be encapsulated in an IP packet when it is passed down to the IP layer. An IP packet consists of a header and a payload, which is the TCP packet passed down from the TCP layer. The IP packet will be encapsulated in a device-dependent frame (e.g., an Ethernet frame) when it is passed down to the data-link layer. A frame has a header, and it may also have a trailer. For example, in addition to having a header, an Ethernet frame also has a 32-bit cyclic redundancy check (CRC) trailer. When it is passed down to the physical layer, a frame will be transformed into a sequence of media signals for transmission Flow Diagram of a Packet Generation At the destination side, the medium signals are converted by the physical layer into a frame, which is passed up to the data-link layer. The data-link layer passes the frame payload (i.e., the IP packet encapsulated in the frame) up to the IP layer. The IP layer passes the IP payload, namely, the TCP packet encapsulated in the IP packet, up to the TCP layer. The TCP layer passes the TCP payload, namely, the application data block, up to the application layer. When a packet arrives at a router, it only goes up to the IP layer, where certain fields in the IP header are modified (e.g., the value of TTL is decreased by 1). This modified packet is then passed back down layer-by-layer to the physical layer for further transmission.","title":"Introduction"},{"location":"security/network_security/#public-key-infrastructure","text":"To deploy cryptographic algorithms in network applications, we need a way to distribute secret keys using open networks. Public-key cryptography is the best way to distribute these secret keys. To use public-key cryptography, we need to build a public-key infrastructure (PKI) to support and manage public-key certificates and certificate authority (CA) networks. In particular, PKIs are set up to perform the following functions: Determine the legitimacy of users before issuing public-key certificates to them. Issue public-key certificates upon user requests. Extend public-key certificates valid time upon user requests. Revoke public-key certificates upon users' requests or when the corresponding private keys are compromised. Store and manage public-key certificates. Prevent digital signature signers from denying their signatures. Support CA networks to allow different CAs to authenticate public-key certificates issued by other CAs. X.509: https://certificatedecoder.dev/?gclid=EAIaIQobChMI0M731O6G6gIVVSQrCh04bQaAEAAYASAAEgKRkPD_BwE","title":"Public Key Infrastructure"},{"location":"security/network_security/#ipsec-a-security-protocol-at-the-network-layer","text":"IPsec is a major security protocol at the network layer IPsec provides a potent platform for constructing virtual private networks (VPN). VPNs are private networks overlayed on public networks. The purpose of deploying cryptographic algorithms at the network layer is to encrypt or authenticate IP packets (either just the payloads or the whole packets). IPsec also specifies how to exchange keys. Thus, IPsec consists of authentication protocols, encryption protocols, and key exchange protocols. They are referred to, respectively, as authentication header (AH), encapsulating security payload (ESP), and Internet key exchange (IKE).","title":"IPsec: A Security Protocol at the Network Layer"},{"location":"security/network_security/#pgp-smime-email-security","text":"There are several security protocols at the application layer. The most used of these protocols are email security protocols namely PGP and S/MIME. SMTP (\u201cSimple Mail Transfer Protocol\u201d) is used for sending and delivering from a client to a server via port 25: it\u2019s the outgoing server. On the contrary, POP (\u201cPost Office Protocol\u201d) allows the users to pick up the message and download it into their inbox: it\u2019s the incoming server. The latest version of the Post Office Protocol is named POP3, and it\u2019s been used since 1996; it uses port 110 PGP PGP implements all major cryptographic algorithms, the ZIP compression algorithm, and the Base64 encoding algorithm. It can be used to authenticate a message, encrypt a message, or both. PGP follows the following general process: authentication, ZIP compression, encryption, and Base64 encoding. The Base64 encoding procedure makes the message ready for SMTP transmission GPG (GnuPG) GnuPG is another free encryption standard that companies may use that is based on OpenPGP. GnuPG serves as a replacement for Symantec\u2019s PGP. The main difference is the supported algorithms. However, GnuPG plays nice with PGP by design. Because GnuPG is open, some businesses would prefer the technical support and the user interface that comes with Symantec\u2019s PGP. It is important to note that there are some nuances between the compatibility of GnuPG and PGP, such as the compatibility between certain algorithms, but in most applications such as email, there are workarounds. One such algorithm is the IDEA Module which isn\u2019t included in GnuPG out of the box due to patent issues. S/MIME SMTP can only handle 7-bit ASCII text (You can use UTF-8 extensions to alleviate these limitations, ) messages. While POP can handle other content types besides 7-bit ASCII, POP may, under a common default setting, download all the messages stored in the mail server to the user's local computer. After that, if POP removes these messages from the mail server. This makes it difficult for the users to read their messages from multiple computers. The Multipurpose Internet Mail Extension protocol (MIME) was designed to support sending and receiving email messages in various formats, including nontext files generated by word processors, graphics files, sound files, and video clips. Moreover, MIME allows a single message to include mixed types of data in any combination of these formats. The Internet Mail Access Protocol (IMAP), operated on TCP port 143(only for non-encrypted), stores (Configurable on both server & client just like PoP) incoming email messages in the mail server until the user deletes them deliberately. This allows the users to access their mailbox from multiple machines and download messages to a local machine without deleting it from the mailbox in the mail server. SSL/TLS SSL uses a PKI to decide if a server\u2019s public key is trustworthy by requiring servers to use a security certificate signed by a trusted CA. When Netscape Navigator 1.0 was released, it trusted a single CA operated by the RSA Data Security corporation. The server\u2019s public RSA keys were used to be stored in the security certificate, which can then be used by the browser to establish a secure communication channel. The security certificates we use today still rely on the same standard (named X.509) that Netscape Navigator 1.0 used back then. Netscape intended to train users(though this didn\u2019t work out later) to differentiate secure communications from insecure ones, so they put a lock icon next to the address bar. When the lock is open, the communication is insecure. A closed lock means communication has been secured with SSL, which required the server to provide a signed certificate. You\u2019re obviously familiar with this icon as it\u2019s been in every browser ever since. The engineers at Netscape truly created a standard for secure internet communications. A year after releasing SSL 2.0, Netscape fixed several security issues and released SSL 3.0, a protocol that, albeit being officially deprecated since June 2015, remains in use in certain parts of the world more than 20 years after its introduction. To standardize SSL, the Internet Engineering Task Force (IETF) created a slightly modified SSL 3.0 and, in 1999, unveiled it as Transport Layer Security (TLS) 1.0. The name change between SSL and TLS continues to confuse people today. Officially, TLS is the new SSL, but in practice, people use SSL and TLS interchangeably to talk about any version of the protocol. Must See: https://tls.ulfheim.net/ https://davidwong.fr/tls13/","title":"PGP &amp; S/MIME : Email Security"},{"location":"security/network_security/#network-perimeter-security","text":"Let us see how we keep a check on the perimeter i.e the edges, the first layer of protection","title":"Network  Perimeter Security"},{"location":"security/network_security/#general-firewall-framework","text":"Firewalls are needed because encryption algorithms cannot effectively stop malicious packets from getting into an edge network. This is because IP packets, regardless of whether they are encrypted, can always be forwarded into an edge network. Firewalls that were developed in the 1990s are important instruments to help restrict network access. A firewall may be a hardware device, a software package, or a combination of both. Packets flowing into the internal network from the outside should be evaluated before they are allowed to enter. One of the critical elements of a firewall is its ability to examine packets without imposing a negative impact on communication speed while providing security protections for the internal network. The packet inspection that is carried out by firewalls can be done using several different methods. Based on the particular method used by the firewall, it can be characterized as either a packet filter, circuit gateway, application gateway, or dynamic packet filter.","title":"General Firewall Framework"},{"location":"security/network_security/#packet-filters","text":"It inspects ingress packets coming to an internal network from outside and inspects egress packets going outside from an internal network Packing filtering only inspects IP headers and TCP headers, not the payloads generated at the application layer A packet-filtering firewall uses a set of rules to determine whether a packet should be allowed or denied to pass through. 2 types: Stateless It treats each packet as an independent object, and it does not keep track of any previously processed packets. In other words, stateless filtering inspects a packet when it arrives and makes a decision without leaving any record of the packet being inspected. Stateful Stateful filtering, also referred to as connection-state filtering, keeps track of connections between an internal host and an external host. A connection state (or state, for short) indicates whether it is a TCP connection or a UDP connection and whether the connection is established.","title":"Packet Filters"},{"location":"security/network_security/#circuit-gateways","text":"Circuit gateways, also referred to as circuit-level gateways, are typically operated at the transportation layer They evaluate the information of the IP addresses and the port numbers contained in TCP (or UDP) headers and use it to determine whether to allow or to disallow an internal host and an external host to establish a connection. It is common practice to combine packet filters and circuit gateways to form a dynamic packet filter (DPF).","title":"Circuit Gateways"},{"location":"security/network_security/#application-gatewaysalg","text":"Aka PROXY Servers An Application Level Gateway (ALG) acts as a proxy for internal hosts, processing service requests from external clients. An ALG performs deep inspections on each IP packet (ingress or egress). In particular, an ALG inspects application program formats contained in the packet (e.g., MIME format or SQL format) and examines whether its payload is permitted. Thus, an ALG may be able to detect a computer virus contained in the payload. Because an ALG inspects packet payloads, it may be able to detect malicious code and quarantine suspicious packets, in addition to blocking packets with suspicious IP addresses and TCP ports. On the other hand, an ALG also incurs substantial computation and space overheads.","title":"Application Gateways(ALG)"},{"location":"security/network_security/#trusted-systems-bastion-hosts","text":"A Trusted Operating System (TOS) is an operating system that meets a particular set of security requirements. Whether an operating system can be trusted or not depends on several elements. For example, for an operating system on a particular computer to be certified trusted, one needs to validate that, among other things, the following four requirements are satisfied: Its system design contains no defects; Its system software contains no loopholes; Its system is configured properly; and Its system management is appropriate. Bastion Hosts Bastion hosts are computers with strong defence mechanisms. They often serve as host computers for implementing application gateways, circuit gateways, and other types of firewalls. A bastion host is operated on a trusted operating system that must not contain unnecessary functionalities or programs. This measure helps to reduce error probabilities and makes it easier to conduct security checks. Only those network application programs that are necessary, for example, SSH, DNS, SMTP, and authentication programs, are installed on a bastion host. Bastion hosts are also primarily used as controlled ingress points so that the security monitoring can focus more narrowly on actions happening at a single point closely.","title":"Trusted Systems &amp; Bastion Hosts"},{"location":"security/network_security/#common-techniques-scannings-packet-capturing","text":"","title":"Common Techniques &amp; Scannings, Packet Capturing"},{"location":"security/network_security/#scanning-ports-with-nmap","text":"Nmap (\"Network Mapper\") is a free and open-source (license) utility for network discovery and security auditing. Many systems and network administrators also find it useful for tasks such as network inventory, managing service upgrade schedules, and monitoring host or service uptime. The best thing about Nmap is it\u2019s free and open-source and is very flexible and versatile Nmap is often used to determine alive hosts in a network, open ports on those hosts, services running on those open ports, and version identification of that service on that port. More at http://scanme.nmap.org/ nmap [scan type] [options] [target specification] Nmap uses 6 different port states: Open \u2014 An open port is one that is actively accepting TCP, UDP or SCTP connections. Open ports are what interests us the most because they are the ones that are vulnerable to attacks. Open ports also show the available services on a network. Closed \u2014 A port that receives and responds to Nmap probe packets but there is no application listening on that port. Useful for identifying that the host exists and for OS detection. Filtered \u2014 Nmap can\u2019t determine whether the port is open because packet filtering prevents its probes from reaching the port. Filtering could come from firewalls or router rules. Often little information is given from filtered ports during scans as the filters can drop the probes without responding or respond with useless error messages e.g. destination unreachable. Unfiltered \u2014 Port is accessible but Nmap doesn\u2019t know if it is open or closed. Only used in ACK scan which is used to map firewall rulesets. Other scan types can be used to identify whether the port is open. Open/filtered \u2014 Nmap is unable to determine between open and filtered. This happens when an open port gives no response. No response could mean that the probe was dropped by a packet filter or any response is blocked. Closed/filtered \u2014 Nmap is unable to determine whether a port is closed or filtered. Only used in the IP ID idle scan.","title":"Scanning Ports with Nmap"},{"location":"security/network_security/#types-of-nmap-scan","text":"TCP Connect TCP Connect scan completes the 3-way handshake. If a port is open, the operating system completes the TCP three-way handshake and the port scanner immediately closes the connection to avoid DOS. This is \u201cnoisy\u201d because the services can log the sender IP address and might trigger Intrusion Detection Systems. UDP Scan This scan checks to see if any UDP ports are listening. Since UDP does not respond with a positive acknowledgement like TCP and only responds to an incoming UDP packet when the port is closed, SYN Scan SYN scan is another form of TCP scanning. This scan type is also known as \u201chalf-open scanning\u201d because it never actually opens a full TCP connection. The port scanner generates a SYN packet. If the target port is open, it will respond with an SYN-ACK packet. The scanner host responds with an RST packet, closing the connection before the handshake is completed. If the port is closed but unfiltered, the target will instantly respond with an RST packet. SYN scan has the advantage that the individual services never actually receive a connection. FIN Scan This is a stealthy scan, like the SYN scan, but sends a TCP FIN packet instead. ACK Scan Ack scanning determines whether the port is filtered or not. Null Scan Another very stealthy scan that sets all the TCP header flags to off or null. This is not normally a valid packet and some hosts will not know what to do with this. XMAS Scan Similar to the NULL scan except for all the flags in the TCP header is set to on RPC Scan This special type of scan looks for machine answering to RPC (Remote Procedure Call) services IDLE Scan It is a super stealthy method whereby the scan packets are bounced off an external host. You don\u2019t need to have control over the other host but it does have to set up and meet certain requirements. You must input the IP address of our \u201czombie\u201d host and what port number to use. It is one of the more controversial options in Nmap since it only has a use for malicious attacks. Scan Techniques A couple of scan techniques which can be used to gain more information about a system and its ports. You can read more at https://medium.com/infosec-adventures/nmap-cheatsheet-a423fcdda0ca","title":"Types of Nmap Scan:"},{"location":"security/network_security/#openvas","text":"OpenVAS is a full-featured vulnerability scanner. OpenVAS is a framework of services and tools that provides a comprehensive and powerful vulnerability scanning and management package OpenVAS, which is an open-source program, began as a fork of the once-more-popular scanning program, Nessus. OpenVAS is made up of three main parts. These are: a regularly updated feed of Network Vulnerability Tests (NVTs); a scanner, which runs the NVTs; and an SQLite 3 database for storing both your test configurations and the NVTs\u2019 results and configurations. https://www.greenbone.net/en/install_use_gce/","title":"OpenVAS"},{"location":"security/network_security/#wireshark","text":"Wireshark is a protocol analyzer. This means Wireshark is designed to decode not only packet bits and bytes but also the relations between packets and protocols. Wireshark understands protocol sequences. A simple demo of Wireshark Capture only udp packets: Capture filter = \u201cudp\u201d Capture only tcp packets Capture filter = \u201ctcp\u201d TCP/IP 3 way Handshake Filter by IP address: displays all traffic from IP, be it source or destination ip.addr == 192.168.1.1 Filter by source address: display traffic only from IP source ip.src == 192.168.0.1 Filter by destination: display traffic only form IP destination ip.dst == 192.168.0.1 Filter by IP subnet: display traffic from subnet, be it source or destination ip.addr = 192.168.0.1/24 Filter by protocol: filter traffic by protocol name dns http ftp arp ssh telnet icmp Exclude IP address: remove traffic from and to IP address !ip.addr ==192.168.0.1 Display traffic between two specific subnet ip.addr == 192.168.0.1/24 and ip.addr == 192.168.1.1/24 Display traffic between two specific workstations ip.addr == 192.168.0.1 and ip.addr == 192.168.0.2 Filter by MAC eth.addr = 00:50:7f:c5:b6:78 Filter TCP port tcp.port == 80 Filter TCP port source tcp.srcport == 80 Filter TCP port destination tcp.dstport == 80 Find user agents http.user_agent contains Firefox !http.user_agent contains || !http.user_agent contains Chrome Filter broadcast traffic !(arp or icmp or dns) Filter IP address and port tcp.port == 80 && ip.addr == 192.168.0.1 Filter all http get requests http.request Filter all http get requests and responses http.request or http.response Filter three way handshake tcp.flags.syn==1 or (tcp.seq==1 and tcp.ack==1 and tcp.len==0 and tcp.analysis.initial_rtt) Find files by type frame contains \u201c(attachment|tar|exe|zip|pdf)\u201d Find traffic based on keyword tcp contains facebook frame contains facebook Detecting SYN Floods tcp.flags.syn == 1 and tcp.flags.ack == 0 Wireshark Promiscuous Mode - By default, Wireshark only captures packets going to and from the computer where it runs. By checking the box to run Wireshark in Promiscuous Mode in the Capture Settings, you can capture most of the traffic on the LAN.","title":"WireShark"},{"location":"security/network_security/#dumpcap","text":"Dumpcap is a network traffic dump tool. It captures packet data from a live network and writes the packets to a file. Dumpcap\u2019s native capture file format is pcapng, which is also the format used by Wireshark. By default, Dumpcap uses the pcap library to capture traffic from the first available network interface and writes the received raw packet data, along with the packets\u2019 time stamps into a pcapng file. The capture filter syntax follows the rules of the pcap library. The Wireshark command-line utility called 'dumpcap.exe' can be used to capture LAN traffic over an extended period of time. Wireshark itself can also be used, but dumpcap does not significantly utilize the computer's memory while capturing for long periods.","title":"DumpCap"},{"location":"security/network_security/#daemonlogger","text":"Daemonlogger is a packet logging application designed specifically for use in Network and Systems Management (NSM) environments. The biggest benefit Daemonlogger provides is that, like Dumpcap, it is simple to use for capturing packets. In order to begin capturing, you need only to invoke the command and specify an interface. daemonlogger \u2013i eth1 This option, by default, will begin capturing packets and logging them to the current working directory. Packets will be collected until the capture file size reaches 2 GB, and then a new file will be created. This will continue indefinitely until the process is halted.","title":"DaemonLogger"},{"location":"security/network_security/#netsniff-ng","text":"Netsniff-NG is a high-performance packet capture utility While the utilities we\u2019ve discussed to this point rely on Libpcap for capture, Netsniff-NG utilizes zero-copy mechanisms to capture packets. This is done with the intent to support full packet capture over high throughput links. To begin capturing packets with Netsniff-NG, we have to specify an input and output. In most cases, the input will be a network interface, and the output will be a file or folder on disk. netsniff-ng \u2013i eth1 \u2013o data.pcap","title":"NetSniff-NG"},{"location":"security/network_security/#netflow","text":"NetFlow is a feature that was introduced on Cisco routers around 1996 that provides the ability to collect IP network traffic as it enters or exits an interface. By analyzing the data provided by NetFlow, a network administrator can determine things such as the source and destination of traffic, class of service, and the causes of congestion. A typical flow monitoring setup (using NetFlow) consists of three main components:[1] Flow exporter: aggregates packets into flows and exports flow records towards one or more flow collectors. Flow collector: responsible for reception, storage and pre-processing of flow data received from a flow exporter. Analysis application: analyzes received flow data in the context of intrusion detection or traffic profiling, for example. Routers and switches that support NetFlow can collect IP traffic statistics on all interfaces where NetFlow is enabled, and later export those statistics as NetFlow records toward at least one NetFlow collector\u2014typically a server that does the actual traffic analysis.","title":"Netflow"},{"location":"security/network_security/#ids","text":"A security solution that detects security-related events in your environment but does not block them. IDS sensors can be software and hardware-based used to collect and analyze the network traffic. These sensors are available in two varieties, network IDS and host IDS. A host IDS is a server-specific agent running on a server with a minimum of overhead to monitor the operating system. A network IDS can be embedded in a networking device, a standalone appliance, or a module monitoring the network traffic. Signature Based IDS The signature-based IDS monitors the network traffic or observes the system and sends an alarm if a known malicious event is happening. It does so by comparing the data flow against a database of known attack patterns These signatures explicitly define what traffic or activity should be considered as malicious. Signature-based detection has been the bread and butter of network-based defensive security for over a decade, partially because it is very similar to how malicious activity is detected at the host level with antivirus utilities The formula is fairly simple: an analyst observes a malicious activity, derives indicators from the activity and develops them into signatures, and then those signatures will alert whenever the activity occurs again. ex: SNORT & SURICATA Policy-Based IDS The policy-based IDSs (mainly host IDSs) trigger an alarm whenever a violation occurs against the configured policy. This configured policy is or should be a representation of the security policies. This type of IDS is flexible and can be customized to a company's network requirements because it knows exactly what is permitted and what is not. On the other hand, the signature-based systems rely on vendor specifics and default settings. Anomaly Based IDS The anomaly-based IDS looks for traffic that deviates from the normal, but the definition of what is a normal network traffic pattern is the tricky part Two types of anomaly-based IDS exist: statistical and nonstatistical anomaly detection Statistical anomaly detection learns the traffic patterns interactively over a period of time. In the nonstatistical approach, the IDS has a predefined configuration of the supposedly acceptable and valid traffic patterns. Host-Based IDS & Network-Based IDS A host IDS can be described as a distributed agent residing on each server of the network that needs protection. These distributed agents are tied very closely to the underlying operating system. Network IDSs, on the other hand, can be described as intelligent sniffing devices. Data (raw packets) is captured from the network by a network IDS, whereas host IDSs capture the data from the host on which they are installed. Honeypots The use of decoy machines to direct intruders' attention away from the machines under protection is a major technique to preclude intrusion attacks. Any device, system, directory, or file used as a decoy to lure attackers away from important assets and to collect intrusion or abusive behaviours is referred to as a honeypot. A honeypot may be implemented as a physical device or as an emulation system. The idea is to set up decoy machines in a LAN, or decoy directories/files in a file system and make them appear important, but with several exploitable loopholes, to lure attackers to attack these machines or directories/files, so that other machines, directories, and files can evade intruders' attentions. A decoy machine may be a host computer or a server computer. Likewise, we may also set up decoy routers or even decoy LANs.","title":"IDS"},{"location":"security/network_security/#chinks-in-the-armour-tcpip-security-issues","text":"","title":"Chinks In The Armour (TCP/IP Security Issues)"},{"location":"security/network_security/#ip-spoofing","text":"In this type of attack, the attacker replaces the IP address of the sender, or in some rare cases the destination, with a different address. IP spoofing is normally used to exploit a target host. In other cases, it is used to start a denial-of-service (DoS) attack. In a DoS attack, an attacker modifies the IP packet to mislead the target host into accepting the original packet as a packet sourced at a trusted host. The attacker must know the IP address of the trusted host to modify the packet headers (source IP address) so that it appears that the packets are coming from that host. IP Spoofing Detection Techniques Direct TTL Probes In this technique we send a packet to a host of suspect spoofed IP that triggers reply and compares TTL with suspect packet; if the TTL in the reply is not the same as the packet being checked; it is a spoofed packet. This Technique is successful when the attacker is in a different subnet from the victim. IP Identification Number. Send a probe to the host of suspect spoofed traffic that triggers a reply and compares IP ID with suspect traffic. If IP IDs are not in the near value of packet being checked, suspect traffic is spoofed TCP Flow Control Method Attackers sending spoofed TCP packets will not receive the target\u2019s SYN-ACK packets. Attackers cannot, therefore, be responsive to change in the congestion window size When the receiver still receives traffic even after a windows size is exhausted, most probably the packets are spoofed.","title":"IP Spoofing"},{"location":"security/network_security/#covert-channel","text":"A covert or clandestine channel can be best described as a pipe or communication channel between two entities that can be exploited by a process or application transferring information in a manner that violates the system's security specifications. More specifically for TCP/IP, in some instances, covert channels are established, and data can be secretly passed between two end systems. Ex: ICMP resides at the Internet layer of the TCP/IP protocol suite and is implemented in all TCP/IP hosts. Based on the specifications of the ICMP Protocol, an ICMP Echo Request message should have an 8-byte header and a 56-byte payload. The ICMP Echo Request packet should not carry any data in the payload. However, these packets are often used to carry secret information. The ICMP packets are altered slightly to carry secret data in the payload. This makes the size of the packet larger, but no control exists in the protocol stack to defeat this behaviour. The alteration of ICMP packets allows intruders to program specialized client-server pairs. These small pieces of code export confidential information without alerting the network administrator. ICMP can be leveraged for more than data exfiltration. For eg. some C&C tools such as Loki used ICMP channel to establish encrypted interactive session back in 1996. Deep packet inspection has since come a long way. A lot of IDS/IPS detect ICMP tunnelling. Check for echo responses that do not contain the same payload as request Check for the volume of ICMP traffic especially for volumes beyond an acceptable threshold","title":"Covert Channel"},{"location":"security/network_security/#ip-fragmentation-attack","text":"The TCP/IP protocol suite, or more specifically IP, allows the fragmentation of packets.(this is a feature & not a bug) IP fragmentation offset is used to keep track of the different parts of a datagram. The information or content in this field is used at the destination to reassemble the datagrams All such fragments have the same Identification field value, and the fragmentation offset indicates the position of the current fragment in the context of the original packet. Many access routers and firewalls do not perform packet reassembly. In normal operation, IP fragments do not overlap, but attackers can create artificially fragmented packets to mislead the routers or firewalls. Usually, these packets are small and almost impractical for end systems because of data and computational overhead. A good example of an IP fragmentation attack is the Ping of Death attack. The Ping of Death attack sends fragments that, when reassembled at the end station, create a larger packet than the maximum permissible length. TCP Flags Data exchange using TCP does not happen until a three-way handshake has been completed. This handshake uses different flags to influence the way TCP segments are processed. There are 6 bits in the TCP header that are often called flags. Namely: 6 different flags are part of the TCP header: Urgent pointer field (URG), Acknowledgment field (ACK), Push function (PSH), Reset the connection (RST), Synchronize sequence numbers (SYN), and the sender is finished with this connection (FIN). Abuse of the normal operation or settings of these flags can be used by attackers to launch DoS attacks. This causes network servers or web servers to crash or hang. | SYN | FIN | PSH | RST | Validity| |------|------|-------|------|---------| | 1 |1 |0 |0 |Illegal Combination | 1 |1 |1 |0 |Illegal Combination | 1 |1 |0 |1 |Illegal Combination | 1 |1 |1 |1 |Illegal Combination The attacker's ultimate goal is to write special programs or pieces of code that can construct these illegal combinations resulting in an efficient DoS attack. SYN FLOOD The timers (or lack of certain timers) in 3 way handshake are often used and exploited by attackers to disable services or even to enter systems. After step 2 of the three-way handshake, no limit is set on the time to wait after receiving a SYN. The attacker initiates many connection requests to the webserver of Company XYZ (almost certainly with a spoofed IP address). The SYN+ACK packets (Step 2) sent by the web server back to the originating source IP address are not replied to. This leaves a TCP session half-open on the webserver. Multiple packets cause multiple TCP sessions to stay open. Based on the hardware limitations of the server, a limited number of TCP sessions can stay open, and as a result, the webserver refuses further connection establishments attempts from any host as soon as a certain limit is reached. These half-open connections need to be completed or timed out before new connections can be established. FIN Attack In normal operation, the sender sets the TCP FIN flag indicating that no more data will be transmitted and the connection can be closed down. This is a four-way handshake mechanism, with both sender and receiver expected to send an acknowledgement on a received FIN packet. During an attack that is trying to kill connections, a spoofed FIN packet is constructed. This packet also has the correct sequence number, so the packets are seen as valid by the targeted host. These sequence numbers are easy to predict. This process is referred to as TCP sequence number prediction, whereby the attacker either sniffs the current Sequence and Acknowledgment (SEQ/ACK) numbers of the connection or can algorithmically predict these numbers.","title":"IP Fragmentation Attack"},{"location":"security/network_security/#connection-hijacking","text":"An authorized user (Employee X) sends HTTP requests over a TCP session with the webserver. The web server accepts the packets from Employee X only when the packet has the correct SEQ/ACK numbers. As seen previously, these numbers are important for the webserver to distinguish between different sessions and to make sure it is still talking to Employee X. Imagine that the cracker starts sending packets to the web server spoofing the IP address of Employee X, using the correct SEQ/ACK combination. The web server accepts the packet and increments the ACK number. In the meantime, Employee X continues to send packets but with incorrect SEQ/ACK numbers. As a result of sending unsynchronized packets, all data from Employee X is discarded when received by the webserver. The attacker pretends to be Employee X using the correct numbers. This finally results in the cracker hijacking the connection, whereby Employee X is completely confused and the webserver replies assuming the cracker is sending correct synchronized data. STEPS: The attacker examines the traffic flows with a network monitor and notices traffic from Employee X to a web server. The web server returns or echoes data back to the origination station (Employee X). Employee X acknowledges the packet. The cracker launches a spoofed packet to the server. The web server responds to the cracker. The cracker starts verifying SEQ/ACK numbers to double-check success. At this time, the cracker takes over the session from Employee X, which results in a session hanging for Employee X. The cracker can start sending traffic to the webserver. The web server returns the requested data to confirm delivery with the correct ACK number. The cracker can continue to send data (keeping track of the correct SEQ/ACK numbers) until eventually setting the FIN flag to terminate the session.","title":"Connection Hijacking"},{"location":"security/network_security/#buffer-overflow","text":"A buffer is a temporary data storage area used to store program code and data. When a program or process tries to store more data in a buffer than it was originally anticipated to hold, a buffer overflow occurs. Buffers are temporary storage locations in memory (memory or buffer sizes are often measured in bytes) that can store a fixed amount of data in bytes. When more data is retrieved than can be stored in a buffer location, the additional information must go into an adjacent buffer, resulting in overwriting the valid data held in them. Mechanism: Buffer overflow vulnerabilities exist in different types. But the overall goal for all buffer overflow attacks is to take over the control of a privileged program and, if possible, the host. The attacker has two tasks to achieve this goal. First, the dirty code needs to be available in the program's code address space. Second, the privileged program should jump to that particular part of the code, which ensures that the proper parameters are loaded into memory. The first task can be achieved in two ways: by injecting the code in the right address space or by using the existing code and modifying certain parameters slightly. The second task is a little more complex because the program's control flow needs to be modified to make the program jump to the dirty code. CounterMeasure: The most important approach is to have a concerted focus on writing correct code. A second method is to make the data buffers (memory locations) address space of the program code non-executable. This type of address space makes it impossible to execute code, which might be infiltrated in the program's buffers during an attack.","title":"Buffer Overflow"},{"location":"security/network_security/#more-spoofing","text":"Address Resolution Protocol Spoofing The Address Resolution Protocol (ARP) provides a mechanism to resolve, or map, a known IP address to a MAC sublayer address. Using ARP spoofing, the cracker can exploit this hardware address authentication mechanism by spoofing the hardware address of Host B. Basically, the attacker can convince any host or network device on the local network that the cracker's workstation is the host to be trusted. This is a common method used in a switched environment. ARP spoofing can be prevented with the implementation of static ARP tables in all the hosts and routers of your network. Alternatively, you can implement an ARP server that responds to ARP requests on behalf of the target host. DNS Spoofing DNS spoofing is the method whereby the hacker convinces the target machine that the system it wants to connect to is the machine of the cracker. The cracker modifies some records so that name entries of hosts correspond to the attacker's IP address. There have been instances in which the complete DNS server was compromised by an attack. To counter DNS spoofing, the reverse lookup detects these attacks. The reverse lookup is a mechanism to verify the IP address against a name. The IP address and name files are usually kept on different servers to make compromise much more difficult","title":"More Spoofing"},{"location":"security/threats_attacks_defences/","text":"Part III: Threats, Attacks & Defense DNS Protection Cache Poisoning Attack Since DNS responses are cached, a quick response can be provided for repeated translations. DNS negative queries are also cached, e.g., misspelt words, and all cached data periodically times out. Cache poisoning is an issue in what is known as pharming. This term is used to describe a hacker\u2019s attack in which a website\u2019s traffic is redirected to a bogus website by forging the DNS mapping. In this case, an attacker attempts to insert a fake address record for an Internet domain into the DNS. If the server accepts the fake record, the cache is poisoned and subsequent requests for the address of the domain are answered with the address of a server controlled by the attacker. As long as the fake entry is cached by the server, browsers or e-mail servers will automatically go to the address provided by the compromised DNS server. the typical time to live (TTL) for cached entries is a couple of hours, thereby permitting ample time for numerous users to be affected by the attack. DNSSEC (Security Extension) The long-term solution to these DNS problems is authentication. If a resolver cannot distinguish between valid and invalid data in a response, then add source authentication to verify that the data received in response is equal to the data entered by the zone administrator DNS Security Extensions (DNSSEC) protects against data spoofing and corruption and provides mechanisms to authenticate servers and requests, as well as mechanisms to establish authenticity and integrity. When authenticating DNS responses, each DNS zone signs its data using a private key. It is recommended that this signing be done offline and in advance. The query for a particular record returns the requested resource record set (RRset) and signature (RRSIG) of the requested resource record set. The resolver then authenticates the response using a public key, which is pre-configured or learned via a sequence of key records in the DNS hierarchy. The goals of DNSSEC are to provide authentication and integrity for DNS responses without confidentiality or DDoS protection. BGP BGP stands for border gateway protocol. It is a routing protocol that exchanges routing information among multiple Autonomous Systems (AS) An Autonomous System is a collection of routers or networks with the same network policy usually under single administrative control. BGP tells routers which hop to use in order to reach the destination network. BGP is used for both communicating information among routers in an AS (interior) and between multiple ASes (exterior). How BGP Works BGP is responsible for finding a path to a destination router & the path it chooses should be the shortest and most reliable one. This decision is done through a protocol known as Link state. With the link-state protocol, each router broadcasts to all other routers in the network the state of its links and IP subnets. Each router then receives information from the other routers and constructs a complete topology view of the entire network. The next-hop routing table is based on this topology view. The link-state protocol uses a famous algorithm in the field of computer science, Dijkstra\u2019s shortest path algorithm: We start from our router considering the path cost to all our direct neighbours. The shortest path is then taken We then re-look at all our neighbours that we can reach and update our link state table with the cost information. We then continue taking the shortest path until every router has been visited. BGP Vulnerabilities By corrupting the BGP routing table we are able to influence the direction traffic flows on the internet! This action is known as BGP hijacking. Injecting bogus route advertising information into the BGP-distributed routing database by malicious sources, accidentally or routers can disrupt Internet backbone operations. Blackholing traffic: Blackhole route is a network route, i.e., routing table entry, that goes nowhere and packets matching the route prefix are dropped or ignored. Blackhole routes can only be detected by monitoring the lost traffic. Blackhole routes are the best defence against many common viral attacks where the traffic is dropped from infected machines to/from command & control hosts. Infamous BGP Injection attack on Youtube Ex: In 2008, Pakistan decided to block YouTube by creating a BGP route that led into a black hole. Instead, this routing information got transmitted to a hong kong ISP and from there accidentally got propagated to the rest of the world meaning millions were routed through to this black hole and therefore unable to access YouTube. Potentially, the greatest risk to BGP occurs in a denial of service attack in which a router is flooded with more packets than it can handle. Network overload and router resource exhaustion happen when the network begins carrying an excessive number of BGP messages, overloading the router control processors, memory, routing table and reducing the bandwidth available for data traffic. Refer: https://medium.com/bugbountywriteup/bgp-the-weak-link-in-the-internet-what-is-bgp-and-how-do-hackers-exploit-it-d899a68ba5bb Router flapping is another type of attack. Route flapping refers to repetitive changes to the BGP routing table, often several times a minute. Withdrawing and re-advertising at a high-rate can cause a serious problem for routers since they propagate the announcements of routes. If these route flaps happen fast enough, e.g., 30 to 50 times per second, the router becomes overloaded, which eventually prevents convergence on valid routes. The potential impact for Internet users is a slowdown in message delivery, and in some cases, packets may not be delivered at all. BGP Security Border Gateway Protocol Security recommends the use of BGP peer authentication since it is one of the strongest mechanisms for preventing malicious activity. The authentication mechanisms are Internet Protocol Security (IPsec) or BGP MD5. Another method, known as prefix limits, can be used to avoid filling router tables. In this approach, routers should be configured to disable or terminate a BGP peering session, and issue warning messages to administrators when a neighbour sends in excess of a preset number of prefixes. IETF is currently working on improving this space Web-Based Attacks HTTP Response Splitting Attacks HTTP response splitting attack may happen where the server script embeds user data in HTTP response headers without appropriate sanitation. This typically happens when the script embeds user data in the redirection URL of a redirection response (HTTP status code 3xx), or when the script embeds user data in a cookie value or name when the response sets a cookie. HTTP response splitting attacks can be used to perform web cache poisoning and cross-site scripting attacks. HTTP response splitting is the attacker\u2019s ability to send a single HTTP request that forces the webserver to form an output stream, which is then interpreted by the target as two HTTP responses instead of one response. Cross-Site Request Forgery (CSRF or XSRF) A Cross-Site Request Forgery attack tricks the victim\u2019s browser into issuing a command to a vulnerable web application. Vulnerability is caused by browsers automatically including user authentication data, session ID, IP address, Windows domain credentials, etc. with each request. Attackers typically use CSRF to initiate transactions such as transfer funds, login/logout user, close account, access sensitive data, and change account details. The vulnerability is caused by web browsers that automatically include credentials with each request, even for requests caused by a form, script, or image on another site. CSRF can also be dynamically constructed as part of a payload for a cross-site scripting attack All sites relying on automatic credentials are vulnerable. Popular browsers cannot prevent cross-site request forgery. Logging out of high-value sites as soon as possible can mitigate CSRF risk. It is recommended that a high-value website must require a client to manually provide authentication data in the same HTTP request used to perform any operation with security implications. Limiting the lifetime of session cookies can also reduce the chance of being used by other malicious sites. OWASP recommends website developers include a required security token in HTTP requests associated with sensitive business functions in order to mitigate CSRF attacks Cross-Site Scripting (XSS) Attacks Cross-Site Scripting occurs when dynamically generated web pages display user input, such as login information, that is not properly validated, allowing an attacker to embed malicious scripts into the generated page and then execute the script on the machine of any user that views the site. If successful, Cross-Site Scripting vulnerabilities can be exploited to manipulate or steal cookies, create requests that can be mistaken for those of a valid user, compromise confidential information, or execute malicious code on end-user systems. Cross-Site Scripting (XSS or CSS) attacks involve the execution of malicious scripts on the victim\u2019s browser. The victim is simply a user\u2019s host and not the server. XSS results from a failure to validate user input by a web-based application. Document Object Model (DOM) XSS Attacks The Document Object Model (DOM) based XSS does not require the webserver to receive the XSS payload for a successful attack. The attacker abuses the runtime by embedding their data on the client-side. An attacker can force the client (browser) to render the page with parts of the DOM controlled by the attacker. When the page is rendered and the data is processed by the page, typically by a client-side HTML-embedded script such as JavaScript, the page\u2019s code may insecurely embed the data in the page itself, thus delivering the cross-site scripting payload. There are several DOM objects which can serve as an attack vehicle for delivering malicious script to victims browser. Clickjacking The technique works by hiding malicious link/scripts under the cover of the content of a legitimate site. Buttons on a website actually contain invisible links, placed there by the attacker. So, an individual who clicks on an object they can visually see is actually being duped into visiting a malicious page or executing a malicious script. When mouseover is used together with clickjacking, the outcome is devastating. Facebook users have been hit by a clickjacking attack, which tricks people into \u201cliking\u201d a particular Facebook page, thus enabling the attack to spread since Memorial Day 2010. There is not yet effective defence against clickjacking, and disabling JavaScript is the only viable method DataBase Attacks & Defenses SQL injection Attacks It exploits improper input validation in database queries. A successful exploit will allow attackers to access, modify, or delete information in the database. It permits attackers to steal sensitive information stored within the backend databases of affected websites, which may include such things as user credentials, email addresses, personal information, and credit card numbers SELECT USERNAME,PASSWORD from USERS where USERNAME='<username>' AND PASSWORD='<password>'; Here the username & password is the input provided by the user. Suppose an attacker gives the input as \" OR '1'='1'\" in both fields. Therefore the SQL query will look like: SELECT USERNAME,PASSWORD from USERS where USERNAME='' OR '1'='1' AND PASSOWRD='' OR '1'='1'; This query results in a true statement & the user gets logged in. This example depicts the bost basic type of SQL injection SQL Injection Attack Defenses SQL injection can be protected by filtering the query to eliminate malicious syntax, which involves the employment of some tools in order to (a) scan the source code. In addition, the input fields should be restricted to the absolute minimum, typically anywhere from 7-12 characters, and validate any data, e.g., if a user inputs an age make sure the input is an integer with a maximum of 3 digits. VPN A virtual private network (VPN) is a service that offers a secure, reliable connection over a shared public infrastructure such as the Internet. Cisco defines a VPN as an encrypted connection between private networks over a public network. To date, there are three types of VPNs: Remote access Site-to-site Firewall-based Security Breach In spite of the most aggressive steps to protect computers from attacks, attackers sometimes get through. Any event that results in a violation of any of the confidentiality, integrity, or availability (CIA) security tenets is a security breach. Denial of Service Attacks Denial of service (DoS) attacks result in downtime or inability of a user to access a system. DoS attacks impact the availability of tenet of information systems security. A DoS attack is a coordinated attempt to deny service by occupying a computer to perform large amounts of unnecessary tasks. This excessive activity makes the system unavailable to perform legitimate operations Two common types of DoS attacks are as follows: Logic attacks\u2014Logic attacks use software flaws to crash or seriously hinder the performance of remote servers. You can prevent many of these attacks by installing the latest patches to keep your software up to date. Flooding attacks\u2014Flooding attacks overwhelm the victim computer\u2019s CPU, memory, or network resources by sending large numbers of useless requests to the machine. Most DoS attacks target weaknesses in the overall system architecture rather than a software bug or security flaw One popular technique for launching a packet flood is a SYN flood. One of the best defences against DoS attacks is to use intrusion prevention system (IPS) software or devices to detect and stop the attack. Distributed Denial of Service Attacks DDoS attacks differ from regular DoS attacks in their scope. In a DDoS attack, attackers hijack hundreds or even thousands of Internet computers, planting automated attack agents on those systems. The attacker then instructs the agents to bombard the target site with forged messages. This overloads the site and blocks legitimate traffic. The key here is strength in numbers. The attacker does more damage by distributing the attack across multiple computers. Wiretapping Although the term wiretapping is generally associated with voice telephone communications, attackers can also use wiretapping to intercept data communications. Attackers can tap telephone lines and data communication lines. Wiretapping can be active, where the attacker makes modifications to the line. It can also be passive, where an unauthorized user simply listens to the transmission without changing the contents. Passive intrusion can include the copying of data for a subsequent active attack. Two methods of active wiretapping are as follows: Between-the-lines wiretapping\u2014This type of wiretapping does not alter the messages sent by the legitimate user but inserts additional messages into the communication line when the legitimate user pauses. Piggyback-entry wiretapping\u2014This type of wiretapping intercepts and modifies the original message by breaking the communications line and routing the message to another computer that acts as a host. Backdoors Software developers sometimes include hidden access methods, called backdoors, in their programs. Backdoors give developers or support personnel easy access to a system without having to struggle with security controls. The problem is that backdoors don\u2019t always stay hidden. When an attacker discovers a backdoor, he or she can use it to bypass existing security controls such as passwords, encryption, and so on. Where legitimate users log on through front doors using a user ID and password, attackers use backdoors to bypass these normal access controls. Malicious Attacks Birthday Attack Once an attacker compromises a hashed password file, a birthday attack is performed. A birthday attack is a type of cryptographic attack that is used to make a brute-force attack of one-way hashes easier. It is a mathematical exploit that is based on the birthday problem in probability theory. Further Reading: https://www.sciencedirect.com/topics/computer-science/birthday-attack https://www.internetsecurity.tips/birthday-attack/ Brute-Force Password Attacks In a brute-force password attack, the attacker tries different passwords on a system until one of them is successful. Usually, the attacker employs a software program to try all possible combinations of a likely password, user ID, or security code until it locates a match. This occurs rapidly and in sequence. This type of attack is called a brute-force password attack because the attacker simply hammers away at the code. There is no skill or stealth involved\u2014just brute force that eventually breaks the code. Further Reading: https://owasp.org/www-community/attacks/Brute_force_attack https://owasp.org/www-community/controls/Blocking_Brute_Force_Attacks Dictionary Password Attacks A dictionary password attack is a simple attack that relies on users making poor password choices. In a dictionary password attack, a simple password-cracker program takes all the words from a dictionary file and attempts to log on by entering each dictionary entry as a password. Further Reading: https://capec.mitre.org/data/definitions/16.html Replay Attacks Replay attacks involve capturing data packets from a network and retransmitting them to produce an unauthorized effect. The receipt of duplicate, authenticated IP packets may disrupt service or have some other undesired consequence. Systems can be broken through replay attacks when attackers reuse old messages or parts of old messages to deceive system users. This helps intruders to gain information that allows unauthorized access into a system. Further reading: https://study.com/academy/lesson/replay-attack-definition-examples-prevention.html Man-in-the-Middle Attacks A man-in-the-middle attack takes advantage of the multihop process used by many types of networks. In this type of attack, an attacker intercepts messages between two parties before transferring them on to their intended destination. Web spoofing is a type of man-in-the-middle attack in which the user believes a secure session exists with a particular web server. In reality, the secure connection exists only with the attacker, not the webserver. The attacker then establishes a secure connection with the webserver, acting as an invisible go-between. The attacker passes traffic between the user and the webserver. In this way, the attacker can trick the user into supplying passwords, credit card information, and other private data. Further Reading: https://owasp.org/www-community/attacks/Man-in-the-middle_attack Masquerading In a masquerade attack, one user or computer pretends to be another user or computer. Masquerade attacks usually include one of the other forms of active attacks, such as IP address spoofing or replaying. Attackers can capture authentication sequences and then replay them later to log on again to an application or operating system. For example, an attacker might monitor usernames and passwords sent to a weak web application. The attacker could then use the intercepted credentials to log on to the web application and impersonate the user. Further Reading: https://dl.acm.org/doi/book/10.5555/2521792 https://ieeexplore.ieee.org/document/1653228 Eavesdropping Eavesdropping, or sniffing, occurs when a host sets its network interface on promiscuous mode and copies packets that pass by for later analysis. Promiscuous mode enables a network device to intercept and read each network packet(of course given some conditions) given sec, even if the packet\u2019s address doesn\u2019t match the network device. It is possible to attach hardware and software to monitor and analyze all packets on that segment of the transmission media without alerting any other users. Candidates for eavesdropping include satellite, wireless, mobile, and other transmission methods. Social Engineering Attackers often use a deception technique called social engineering to gain access to resources in an IT infrastructure. In nearly all cases, social engineering involves tricking authorized users into carrying out actions for unauthorized users. The success of social engineering attacks depends on the basic tendency of people to want to be helpful. Phreaking Phone phreaking, or simply phreaking, is a slang term that describes the activity of a subculture of people who study, experiment with, or explore telephone systems, telephone company equipment, and systems connected to public telephone networks. Phreaking is the art of exploiting bugs and glitches that exist in the telephone system. Phishing Phishing is a type of fraud in which an attacker attempts to trick the victim into providing private information such as credit card numbers, passwords, dates of birth, bank account numbers, automated teller machine (ATM) PINs, and Social Security numbers. Pharming Pharming is another type of attack that seeks to obtain personal or private financial information through domain spoofing. A pharming attack doesn\u2019t use messages to trick victims into visiting spoofed websites that appear legitimate, however. Instead, pharming \u201cpoisons\u201d a domain name on the domain name server (DNS), a process known as DNS poisoning. The result is that when a user enters the poisoned server\u2019s web address into his or her address bar, that user navigates to the attacker\u2019s site. The user\u2019s browser still shows the correct website, which makes pharming difficult to detect\u2014and therefore more serious. Where phishing attempts to scam people one at a time with an email or instant message, pharming enables scammers to target large groups of people at one time through domain spoofing.","title":"Threat, Attacks & Defences"},{"location":"security/threats_attacks_defences/#part-iii-threats-attacks-defense","text":"","title":"Part III: Threats, Attacks &amp; Defense"},{"location":"security/threats_attacks_defences/#dns-protection","text":"","title":"DNS Protection"},{"location":"security/threats_attacks_defences/#cache-poisoning-attack","text":"Since DNS responses are cached, a quick response can be provided for repeated translations. DNS negative queries are also cached, e.g., misspelt words, and all cached data periodically times out. Cache poisoning is an issue in what is known as pharming. This term is used to describe a hacker\u2019s attack in which a website\u2019s traffic is redirected to a bogus website by forging the DNS mapping. In this case, an attacker attempts to insert a fake address record for an Internet domain into the DNS. If the server accepts the fake record, the cache is poisoned and subsequent requests for the address of the domain are answered with the address of a server controlled by the attacker. As long as the fake entry is cached by the server, browsers or e-mail servers will automatically go to the address provided by the compromised DNS server. the typical time to live (TTL) for cached entries is a couple of hours, thereby permitting ample time for numerous users to be affected by the attack.","title":"Cache Poisoning Attack"},{"location":"security/threats_attacks_defences/#dnssec-security-extension","text":"The long-term solution to these DNS problems is authentication. If a resolver cannot distinguish between valid and invalid data in a response, then add source authentication to verify that the data received in response is equal to the data entered by the zone administrator DNS Security Extensions (DNSSEC) protects against data spoofing and corruption and provides mechanisms to authenticate servers and requests, as well as mechanisms to establish authenticity and integrity. When authenticating DNS responses, each DNS zone signs its data using a private key. It is recommended that this signing be done offline and in advance. The query for a particular record returns the requested resource record set (RRset) and signature (RRSIG) of the requested resource record set. The resolver then authenticates the response using a public key, which is pre-configured or learned via a sequence of key records in the DNS hierarchy. The goals of DNSSEC are to provide authentication and integrity for DNS responses without confidentiality or DDoS protection.","title":"DNSSEC (Security Extension)"},{"location":"security/threats_attacks_defences/#bgp","text":"BGP stands for border gateway protocol. It is a routing protocol that exchanges routing information among multiple Autonomous Systems (AS) An Autonomous System is a collection of routers or networks with the same network policy usually under single administrative control. BGP tells routers which hop to use in order to reach the destination network. BGP is used for both communicating information among routers in an AS (interior) and between multiple ASes (exterior).","title":"BGP"},{"location":"security/threats_attacks_defences/#how-bgp-works","text":"BGP is responsible for finding a path to a destination router & the path it chooses should be the shortest and most reliable one. This decision is done through a protocol known as Link state. With the link-state protocol, each router broadcasts to all other routers in the network the state of its links and IP subnets. Each router then receives information from the other routers and constructs a complete topology view of the entire network. The next-hop routing table is based on this topology view. The link-state protocol uses a famous algorithm in the field of computer science, Dijkstra\u2019s shortest path algorithm: We start from our router considering the path cost to all our direct neighbours. The shortest path is then taken We then re-look at all our neighbours that we can reach and update our link state table with the cost information. We then continue taking the shortest path until every router has been visited.","title":"How BGP Works"},{"location":"security/threats_attacks_defences/#bgp-vulnerabilities","text":"By corrupting the BGP routing table we are able to influence the direction traffic flows on the internet! This action is known as BGP hijacking. Injecting bogus route advertising information into the BGP-distributed routing database by malicious sources, accidentally or routers can disrupt Internet backbone operations. Blackholing traffic: Blackhole route is a network route, i.e., routing table entry, that goes nowhere and packets matching the route prefix are dropped or ignored. Blackhole routes can only be detected by monitoring the lost traffic. Blackhole routes are the best defence against many common viral attacks where the traffic is dropped from infected machines to/from command & control hosts. Infamous BGP Injection attack on Youtube Ex: In 2008, Pakistan decided to block YouTube by creating a BGP route that led into a black hole. Instead, this routing information got transmitted to a hong kong ISP and from there accidentally got propagated to the rest of the world meaning millions were routed through to this black hole and therefore unable to access YouTube. Potentially, the greatest risk to BGP occurs in a denial of service attack in which a router is flooded with more packets than it can handle. Network overload and router resource exhaustion happen when the network begins carrying an excessive number of BGP messages, overloading the router control processors, memory, routing table and reducing the bandwidth available for data traffic. Refer: https://medium.com/bugbountywriteup/bgp-the-weak-link-in-the-internet-what-is-bgp-and-how-do-hackers-exploit-it-d899a68ba5bb Router flapping is another type of attack. Route flapping refers to repetitive changes to the BGP routing table, often several times a minute. Withdrawing and re-advertising at a high-rate can cause a serious problem for routers since they propagate the announcements of routes. If these route flaps happen fast enough, e.g., 30 to 50 times per second, the router becomes overloaded, which eventually prevents convergence on valid routes. The potential impact for Internet users is a slowdown in message delivery, and in some cases, packets may not be delivered at all. BGP Security Border Gateway Protocol Security recommends the use of BGP peer authentication since it is one of the strongest mechanisms for preventing malicious activity. The authentication mechanisms are Internet Protocol Security (IPsec) or BGP MD5. Another method, known as prefix limits, can be used to avoid filling router tables. In this approach, routers should be configured to disable or terminate a BGP peering session, and issue warning messages to administrators when a neighbour sends in excess of a preset number of prefixes. IETF is currently working on improving this space","title":"BGP Vulnerabilities"},{"location":"security/threats_attacks_defences/#web-based-attacks","text":"","title":"Web-Based Attacks"},{"location":"security/threats_attacks_defences/#http-response-splitting-attacks","text":"HTTP response splitting attack may happen where the server script embeds user data in HTTP response headers without appropriate sanitation. This typically happens when the script embeds user data in the redirection URL of a redirection response (HTTP status code 3xx), or when the script embeds user data in a cookie value or name when the response sets a cookie. HTTP response splitting attacks can be used to perform web cache poisoning and cross-site scripting attacks. HTTP response splitting is the attacker\u2019s ability to send a single HTTP request that forces the webserver to form an output stream, which is then interpreted by the target as two HTTP responses instead of one response.","title":"HTTP Response Splitting Attacks"},{"location":"security/threats_attacks_defences/#cross-site-request-forgery-csrf-or-xsrf","text":"A Cross-Site Request Forgery attack tricks the victim\u2019s browser into issuing a command to a vulnerable web application. Vulnerability is caused by browsers automatically including user authentication data, session ID, IP address, Windows domain credentials, etc. with each request. Attackers typically use CSRF to initiate transactions such as transfer funds, login/logout user, close account, access sensitive data, and change account details. The vulnerability is caused by web browsers that automatically include credentials with each request, even for requests caused by a form, script, or image on another site. CSRF can also be dynamically constructed as part of a payload for a cross-site scripting attack All sites relying on automatic credentials are vulnerable. Popular browsers cannot prevent cross-site request forgery. Logging out of high-value sites as soon as possible can mitigate CSRF risk. It is recommended that a high-value website must require a client to manually provide authentication data in the same HTTP request used to perform any operation with security implications. Limiting the lifetime of session cookies can also reduce the chance of being used by other malicious sites. OWASP recommends website developers include a required security token in HTTP requests associated with sensitive business functions in order to mitigate CSRF attacks","title":"Cross-Site Request Forgery (CSRF or XSRF)"},{"location":"security/threats_attacks_defences/#cross-site-scripting-xss-attacks","text":"Cross-Site Scripting occurs when dynamically generated web pages display user input, such as login information, that is not properly validated, allowing an attacker to embed malicious scripts into the generated page and then execute the script on the machine of any user that views the site. If successful, Cross-Site Scripting vulnerabilities can be exploited to manipulate or steal cookies, create requests that can be mistaken for those of a valid user, compromise confidential information, or execute malicious code on end-user systems. Cross-Site Scripting (XSS or CSS) attacks involve the execution of malicious scripts on the victim\u2019s browser. The victim is simply a user\u2019s host and not the server. XSS results from a failure to validate user input by a web-based application.","title":"Cross-Site Scripting (XSS) Attacks"},{"location":"security/threats_attacks_defences/#document-object-model-dom-xss-attacks","text":"The Document Object Model (DOM) based XSS does not require the webserver to receive the XSS payload for a successful attack. The attacker abuses the runtime by embedding their data on the client-side. An attacker can force the client (browser) to render the page with parts of the DOM controlled by the attacker. When the page is rendered and the data is processed by the page, typically by a client-side HTML-embedded script such as JavaScript, the page\u2019s code may insecurely embed the data in the page itself, thus delivering the cross-site scripting payload. There are several DOM objects which can serve as an attack vehicle for delivering malicious script to victims browser.","title":"Document Object Model (DOM) XSS Attacks"},{"location":"security/threats_attacks_defences/#clickjacking","text":"The technique works by hiding malicious link/scripts under the cover of the content of a legitimate site. Buttons on a website actually contain invisible links, placed there by the attacker. So, an individual who clicks on an object they can visually see is actually being duped into visiting a malicious page or executing a malicious script. When mouseover is used together with clickjacking, the outcome is devastating. Facebook users have been hit by a clickjacking attack, which tricks people into \u201cliking\u201d a particular Facebook page, thus enabling the attack to spread since Memorial Day 2010. There is not yet effective defence against clickjacking, and disabling JavaScript is the only viable method","title":"Clickjacking"},{"location":"security/threats_attacks_defences/#database-attacks-defenses","text":"","title":"DataBase Attacks &amp; Defenses"},{"location":"security/threats_attacks_defences/#sql-injection-attacks","text":"It exploits improper input validation in database queries. A successful exploit will allow attackers to access, modify, or delete information in the database. It permits attackers to steal sensitive information stored within the backend databases of affected websites, which may include such things as user credentials, email addresses, personal information, and credit card numbers SELECT USERNAME,PASSWORD from USERS where USERNAME='<username>' AND PASSWORD='<password>'; Here the username & password is the input provided by the user. Suppose an attacker gives the input as \" OR '1'='1'\" in both fields. Therefore the SQL query will look like: SELECT USERNAME,PASSWORD from USERS where USERNAME='' OR '1'='1' AND PASSOWRD='' OR '1'='1'; This query results in a true statement & the user gets logged in. This example depicts the bost basic type of SQL injection","title":"SQL injection Attacks"},{"location":"security/threats_attacks_defences/#sql-injection-attack-defenses","text":"SQL injection can be protected by filtering the query to eliminate malicious syntax, which involves the employment of some tools in order to (a) scan the source code. In addition, the input fields should be restricted to the absolute minimum, typically anywhere from 7-12 characters, and validate any data, e.g., if a user inputs an age make sure the input is an integer with a maximum of 3 digits.","title":"SQL Injection Attack Defenses"},{"location":"security/threats_attacks_defences/#vpn","text":"A virtual private network (VPN) is a service that offers a secure, reliable connection over a shared public infrastructure such as the Internet. Cisco defines a VPN as an encrypted connection between private networks over a public network. To date, there are three types of VPNs: Remote access Site-to-site Firewall-based","title":"VPN"},{"location":"security/threats_attacks_defences/#security-breach","text":"In spite of the most aggressive steps to protect computers from attacks, attackers sometimes get through. Any event that results in a violation of any of the confidentiality, integrity, or availability (CIA) security tenets is a security breach.","title":"Security Breach"},{"location":"security/threats_attacks_defences/#denial-of-service-attacks","text":"Denial of service (DoS) attacks result in downtime or inability of a user to access a system. DoS attacks impact the availability of tenet of information systems security. A DoS attack is a coordinated attempt to deny service by occupying a computer to perform large amounts of unnecessary tasks. This excessive activity makes the system unavailable to perform legitimate operations Two common types of DoS attacks are as follows: Logic attacks\u2014Logic attacks use software flaws to crash or seriously hinder the performance of remote servers. You can prevent many of these attacks by installing the latest patches to keep your software up to date. Flooding attacks\u2014Flooding attacks overwhelm the victim computer\u2019s CPU, memory, or network resources by sending large numbers of useless requests to the machine. Most DoS attacks target weaknesses in the overall system architecture rather than a software bug or security flaw One popular technique for launching a packet flood is a SYN flood. One of the best defences against DoS attacks is to use intrusion prevention system (IPS) software or devices to detect and stop the attack.","title":"Denial of Service Attacks"},{"location":"security/threats_attacks_defences/#distributed-denial-of-service-attacks","text":"DDoS attacks differ from regular DoS attacks in their scope. In a DDoS attack, attackers hijack hundreds or even thousands of Internet computers, planting automated attack agents on those systems. The attacker then instructs the agents to bombard the target site with forged messages. This overloads the site and blocks legitimate traffic. The key here is strength in numbers. The attacker does more damage by distributing the attack across multiple computers.","title":"Distributed Denial of Service Attacks"},{"location":"security/threats_attacks_defences/#wiretapping","text":"Although the term wiretapping is generally associated with voice telephone communications, attackers can also use wiretapping to intercept data communications. Attackers can tap telephone lines and data communication lines. Wiretapping can be active, where the attacker makes modifications to the line. It can also be passive, where an unauthorized user simply listens to the transmission without changing the contents. Passive intrusion can include the copying of data for a subsequent active attack. Two methods of active wiretapping are as follows: Between-the-lines wiretapping\u2014This type of wiretapping does not alter the messages sent by the legitimate user but inserts additional messages into the communication line when the legitimate user pauses. Piggyback-entry wiretapping\u2014This type of wiretapping intercepts and modifies the original message by breaking the communications line and routing the message to another computer that acts as a host.","title":"Wiretapping"},{"location":"security/threats_attacks_defences/#backdoors","text":"Software developers sometimes include hidden access methods, called backdoors, in their programs. Backdoors give developers or support personnel easy access to a system without having to struggle with security controls. The problem is that backdoors don\u2019t always stay hidden. When an attacker discovers a backdoor, he or she can use it to bypass existing security controls such as passwords, encryption, and so on. Where legitimate users log on through front doors using a user ID and password, attackers use backdoors to bypass these normal access controls.","title":"Backdoors"},{"location":"security/threats_attacks_defences/#malicious-attacks","text":"","title":"Malicious Attacks"},{"location":"security/threats_attacks_defences/#birthday-attack","text":"Once an attacker compromises a hashed password file, a birthday attack is performed. A birthday attack is a type of cryptographic attack that is used to make a brute-force attack of one-way hashes easier. It is a mathematical exploit that is based on the birthday problem in probability theory. Further Reading: https://www.sciencedirect.com/topics/computer-science/birthday-attack https://www.internetsecurity.tips/birthday-attack/","title":"Birthday Attack"},{"location":"security/threats_attacks_defences/#brute-force-password-attacks","text":"In a brute-force password attack, the attacker tries different passwords on a system until one of them is successful. Usually, the attacker employs a software program to try all possible combinations of a likely password, user ID, or security code until it locates a match. This occurs rapidly and in sequence. This type of attack is called a brute-force password attack because the attacker simply hammers away at the code. There is no skill or stealth involved\u2014just brute force that eventually breaks the code. Further Reading: https://owasp.org/www-community/attacks/Brute_force_attack https://owasp.org/www-community/controls/Blocking_Brute_Force_Attacks","title":"Brute-Force Password Attacks"},{"location":"security/threats_attacks_defences/#dictionary-password-attacks","text":"A dictionary password attack is a simple attack that relies on users making poor password choices. In a dictionary password attack, a simple password-cracker program takes all the words from a dictionary file and attempts to log on by entering each dictionary entry as a password. Further Reading: https://capec.mitre.org/data/definitions/16.html","title":"Dictionary Password Attacks"},{"location":"security/threats_attacks_defences/#replay-attacks","text":"Replay attacks involve capturing data packets from a network and retransmitting them to produce an unauthorized effect. The receipt of duplicate, authenticated IP packets may disrupt service or have some other undesired consequence. Systems can be broken through replay attacks when attackers reuse old messages or parts of old messages to deceive system users. This helps intruders to gain information that allows unauthorized access into a system. Further reading: https://study.com/academy/lesson/replay-attack-definition-examples-prevention.html","title":"Replay Attacks"},{"location":"security/threats_attacks_defences/#man-in-the-middle-attacks","text":"A man-in-the-middle attack takes advantage of the multihop process used by many types of networks. In this type of attack, an attacker intercepts messages between two parties before transferring them on to their intended destination. Web spoofing is a type of man-in-the-middle attack in which the user believes a secure session exists with a particular web server. In reality, the secure connection exists only with the attacker, not the webserver. The attacker then establishes a secure connection with the webserver, acting as an invisible go-between. The attacker passes traffic between the user and the webserver. In this way, the attacker can trick the user into supplying passwords, credit card information, and other private data. Further Reading: https://owasp.org/www-community/attacks/Man-in-the-middle_attack","title":"Man-in-the-Middle Attacks"},{"location":"security/threats_attacks_defences/#masquerading","text":"In a masquerade attack, one user or computer pretends to be another user or computer. Masquerade attacks usually include one of the other forms of active attacks, such as IP address spoofing or replaying. Attackers can capture authentication sequences and then replay them later to log on again to an application or operating system. For example, an attacker might monitor usernames and passwords sent to a weak web application. The attacker could then use the intercepted credentials to log on to the web application and impersonate the user. Further Reading: https://dl.acm.org/doi/book/10.5555/2521792 https://ieeexplore.ieee.org/document/1653228","title":"Masquerading"},{"location":"security/threats_attacks_defences/#eavesdropping","text":"Eavesdropping, or sniffing, occurs when a host sets its network interface on promiscuous mode and copies packets that pass by for later analysis. Promiscuous mode enables a network device to intercept and read each network packet(of course given some conditions) given sec, even if the packet\u2019s address doesn\u2019t match the network device. It is possible to attach hardware and software to monitor and analyze all packets on that segment of the transmission media without alerting any other users. Candidates for eavesdropping include satellite, wireless, mobile, and other transmission methods.","title":"Eavesdropping"},{"location":"security/threats_attacks_defences/#social-engineering","text":"Attackers often use a deception technique called social engineering to gain access to resources in an IT infrastructure. In nearly all cases, social engineering involves tricking authorized users into carrying out actions for unauthorized users. The success of social engineering attacks depends on the basic tendency of people to want to be helpful.","title":"Social Engineering"},{"location":"security/threats_attacks_defences/#phreaking","text":"Phone phreaking, or simply phreaking, is a slang term that describes the activity of a subculture of people who study, experiment with, or explore telephone systems, telephone company equipment, and systems connected to public telephone networks. Phreaking is the art of exploiting bugs and glitches that exist in the telephone system.","title":"Phreaking"},{"location":"security/threats_attacks_defences/#phishing","text":"Phishing is a type of fraud in which an attacker attempts to trick the victim into providing private information such as credit card numbers, passwords, dates of birth, bank account numbers, automated teller machine (ATM) PINs, and Social Security numbers.","title":"Phishing"},{"location":"security/threats_attacks_defences/#pharming","text":"Pharming is another type of attack that seeks to obtain personal or private financial information through domain spoofing. A pharming attack doesn\u2019t use messages to trick victims into visiting spoofed websites that appear legitimate, however. Instead, pharming \u201cpoisons\u201d a domain name on the domain name server (DNS), a process known as DNS poisoning. The result is that when a user enters the poisoned server\u2019s web address into his or her address bar, that user navigates to the attacker\u2019s site. The user\u2019s browser still shows the correct website, which makes pharming difficult to detect\u2014and therefore more serious. Where phishing attempts to scam people one at a time with an email or instant message, pharming enables scammers to target large groups of people at one time through domain spoofing.","title":"Pharming"},{"location":"security/writing_secure_code/","text":"PART IV: Writing Secure Code & More The first and most important step in reducing security and reliability issues is to educate developers. However, even the best-trained engineers make mistakes, security experts can write insecure code and SREs can miss reliability issues. It\u2019s difficult to keep the many considerations and tradeoffs involved in building secure and reliable systems in mind simultaneously, especially if you\u2019re also responsible for producing software. Use frameworks to enforce security and reliability while writing code A better approach is to handle security and reliability in common frameworks, languages, and libraries. Ideally, libraries only expose an interface that makes writing code with common classes of security vulnerabilities impossible. Multiple applications can use each library or framework. When domain experts fix an issue, they remove it from all the applications the framework supports, allowing this engineering approach to scale better. Common Security Vulnerabilities In large codebases, a handful of classes account for the majority of security vulnerabilities, despite ongoing efforts to educate developers and introduce code review. OWASP and SANS publish lists of common vulnerability classes Write Simple Code Try to keep your code clean and simple. Avoid Multi-Level Nesting Multilevel nesting is a common anti-pattern that can lead to simple mistakes. If the error is in the most common code path, it will likely be captured by the unit tests. However, unit tests don\u2019t always check error handling paths in multilevel nested code. The error might result in decreased reliability (for example, if the service crashes when it mishandles an error) or a security vulnerability (like a mishandled authorization check error). Eliminate YAGNI Smells Sometimes developers overengineer solutions by adding functionality that may be useful in the future, \u201cjust in case.\u201d This goes against the YAGNI (You Aren\u2019t Gonna Need It) principle, which recommends implementing only the code that you need. YAGNI code adds unnecessary complexity because it needs to be documented, tested, and maintained. To summarize, avoiding YAGNI code leads to improved reliability, and simpler code leads to fewer security bugs, fewer opportunities to make mistakes, and less developer time spent maintaining unused code. Repay Technical Debt It is a common practice for developers to mark places that require further attention with TODO or FIXME annotations. In the short term, this habit can accelerate the delivery velocity for the most critical functionality, and allow a team to meet early deadlines\u2014but it also incurs technical debt. Still, it\u2019s not necessarily a bad practice, as long as you have a clear process (and allocate time) for repaying such debt. Refactoring Refactoring is the most effective way to keep a codebase clean and simple. Even a healthy codebase occasionally needs to be Regardless of the reasons behind refactoring, you should always follow one golden rule: never mix refactoring and functional changes in a single commit to the code repository. Refactoring changes are typically significant and can be difficult to understand. If a commit also includes functional changes, there\u2019s a higher risk that an author or reviewer might overlook bugs. Unit Testing Unit testing can increase system security and reliability by pinpointing a wide range of bugs in individual software components before a release. This technique involves breaking software components into smaller, self-contained \u201cunits\u201d that have no external dependencies, and then testing each unit. Fuzz Testing Fuzz testing is a technique that complements the previously mentioned testing techniques. Fuzzing involves using a fuzzing engine to generate a large number of candidate inputs that are then passed through a fuzz driver to the fuzz target. The fuzzer then analyzes how the system handles the input. Complex inputs handled by all kinds of software are popular targets for fuzzing - for example, file parsers, compression algorithms, network protocol implementation and audio codec. Integration Testing Integration testing moves beyond individual units and abstractions, replacing fake or stubbed-out implementations of abstractions like databases or network services with real implementations. As a result, integration tests exercise more complete code paths. Because you must initialize and configure these other dependencies, integration testing may be slower and flakier than unit testing\u2014to execute the test, this approach incorporates real-world variables like network latency as services communicate end-to-end. As you move from testing individual low-level units of code to testing how they interact when composed together, the net result is a higher degree of confidence that the system is behaving as expected. Last But not the least Code Reviews Rely on Automation Don\u2019t check in Secrets Verifiable Builds","title":"Writing Secure code"},{"location":"security/writing_secure_code/#part-iv-writing-secure-code-more","text":"The first and most important step in reducing security and reliability issues is to educate developers. However, even the best-trained engineers make mistakes, security experts can write insecure code and SREs can miss reliability issues. It\u2019s difficult to keep the many considerations and tradeoffs involved in building secure and reliable systems in mind simultaneously, especially if you\u2019re also responsible for producing software.","title":"PART IV: Writing Secure Code &amp; More"},{"location":"security/writing_secure_code/#use-frameworks-to-enforce-security-and-reliability-while-writing-code","text":"A better approach is to handle security and reliability in common frameworks, languages, and libraries. Ideally, libraries only expose an interface that makes writing code with common classes of security vulnerabilities impossible. Multiple applications can use each library or framework. When domain experts fix an issue, they remove it from all the applications the framework supports, allowing this engineering approach to scale better.","title":"Use frameworks to enforce security and reliability while writing code"},{"location":"security/writing_secure_code/#common-security-vulnerabilities","text":"In large codebases, a handful of classes account for the majority of security vulnerabilities, despite ongoing efforts to educate developers and introduce code review. OWASP and SANS publish lists of common vulnerability classes","title":"Common Security Vulnerabilities"},{"location":"security/writing_secure_code/#write-simple-code","text":"Try to keep your code clean and simple.","title":"Write Simple Code"},{"location":"security/writing_secure_code/#avoid-multi-level-nesting","text":"Multilevel nesting is a common anti-pattern that can lead to simple mistakes. If the error is in the most common code path, it will likely be captured by the unit tests. However, unit tests don\u2019t always check error handling paths in multilevel nested code. The error might result in decreased reliability (for example, if the service crashes when it mishandles an error) or a security vulnerability (like a mishandled authorization check error).","title":"Avoid Multi-Level Nesting"},{"location":"security/writing_secure_code/#eliminate-yagni-smells","text":"Sometimes developers overengineer solutions by adding functionality that may be useful in the future, \u201cjust in case.\u201d This goes against the YAGNI (You Aren\u2019t Gonna Need It) principle, which recommends implementing only the code that you need. YAGNI code adds unnecessary complexity because it needs to be documented, tested, and maintained. To summarize, avoiding YAGNI code leads to improved reliability, and simpler code leads to fewer security bugs, fewer opportunities to make mistakes, and less developer time spent maintaining unused code.","title":"Eliminate YAGNI Smells"},{"location":"security/writing_secure_code/#repay-technical-debt","text":"It is a common practice for developers to mark places that require further attention with TODO or FIXME annotations. In the short term, this habit can accelerate the delivery velocity for the most critical functionality, and allow a team to meet early deadlines\u2014but it also incurs technical debt. Still, it\u2019s not necessarily a bad practice, as long as you have a clear process (and allocate time) for repaying such debt.","title":"Repay Technical Debt"},{"location":"security/writing_secure_code/#refactoring","text":"Refactoring is the most effective way to keep a codebase clean and simple. Even a healthy codebase occasionally needs to be Regardless of the reasons behind refactoring, you should always follow one golden rule: never mix refactoring and functional changes in a single commit to the code repository. Refactoring changes are typically significant and can be difficult to understand. If a commit also includes functional changes, there\u2019s a higher risk that an author or reviewer might overlook bugs.","title":"Refactoring"},{"location":"security/writing_secure_code/#unit-testing","text":"Unit testing can increase system security and reliability by pinpointing a wide range of bugs in individual software components before a release. This technique involves breaking software components into smaller, self-contained \u201cunits\u201d that have no external dependencies, and then testing each unit.","title":"Unit Testing"},{"location":"security/writing_secure_code/#fuzz-testing","text":"Fuzz testing is a technique that complements the previously mentioned testing techniques. Fuzzing involves using a fuzzing engine to generate a large number of candidate inputs that are then passed through a fuzz driver to the fuzz target. The fuzzer then analyzes how the system handles the input. Complex inputs handled by all kinds of software are popular targets for fuzzing - for example, file parsers, compression algorithms, network protocol implementation and audio codec.","title":"Fuzz Testing"},{"location":"security/writing_secure_code/#integration-testing","text":"Integration testing moves beyond individual units and abstractions, replacing fake or stubbed-out implementations of abstractions like databases or network services with real implementations. As a result, integration tests exercise more complete code paths. Because you must initialize and configure these other dependencies, integration testing may be slower and flakier than unit testing\u2014to execute the test, this approach incorporates real-world variables like network latency as services communicate end-to-end. As you move from testing individual low-level units of code to testing how they interact when composed together, the net result is a higher degree of confidence that the system is behaving as expected.","title":"Integration Testing"},{"location":"security/writing_secure_code/#last-but-not-the-least","text":"Code Reviews Rely on Automation Don\u2019t check in Secrets Verifiable Builds","title":"Last But not the least"},{"location":"systems_design/availability/","text":"HA - Availability - Common \u201cNines\u201d Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms Refer https://en.wikipedia.org/wiki/High_availability#Percentage_calculation HA - Availability Serial Components A System with components is operating in the series If the failure of a part leads to the combination becoming inoperable. For example, if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026.. Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Availability Parallel Components A System with components is operating in parallel If the failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if the rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. ) Refer http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm HA - Core Principles Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure Refer https://en.wikipedia.org/wiki/High_availability#Principles HA - SPOF WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons. HA - Reliable Crossover WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and the right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally, DB systems follow active/passive semantics for writes. Masters accept writes and when the master goes down, the follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one master. This problem is called a split brain. Applications in SRE role SRE works on deciding an acceptable SLA and make sure the system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure the site is not affected by a network switch, hardware, power, or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"Availability"},{"location":"systems_design/availability/#ha-availability-common-nines","text":"Availability is generally expressed as \u201cNines\u201d, common \u2018Nines\u2019 are listed below. Availability % Downtime per year Downtime per month Downtime per week Downtime per day 99%(Two Nines) 3.65 days 7.31 hours 1.68 hours 14.40 minutes 99.5%(Two and a half Nines) 1.83 days 3.65 hours 50.40 minutes 7.20 minutes 99.9%(Three Nines) 8.77 hours 43.83 minutes 10.08 minutes 1.44 minutes 99.95%(Three and a half Nines) 4.38 hours 21.92 minutes 5.04 minutes 43.20 seconds 99.99%(Four Nines) 52.60 minutes 4.38 minutes 1.01 minutes 8.64 seconds 99.995%(Four and a half Nines) 26.30 minutes 2.19 minutes 30.24 seconds 4.32 seconds 99.999%(Five Nines) 5.26 minutes 26.30 seconds 6.05 seconds 864.0 ms","title":"HA - Availability - Common \u201cNines\u201d"},{"location":"systems_design/availability/#refer","text":"https://en.wikipedia.org/wiki/High_availability#Percentage_calculation","title":"Refer"},{"location":"systems_design/availability/#ha-availability-serial-components","text":"A System with components is operating in the series If the failure of a part leads to the combination becoming inoperable. For example, if LB in our architecture fails, all access to app tiers will fail. LB and app tiers are connected serially. The combined availability of the system is the product of individual components availability A = Ax x Ay x \u2026..","title":"HA - Availability Serial Components"},{"location":"systems_design/availability/#refer_1","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-availability-parallel-components","text":"A System with components is operating in parallel If the failure of a part leads to the other part taking over the operations of the failed part. If we have more than one LB and if the rest of the LBs can take over the traffic during one LB failure then LBs are operating in parallel The combined availability of the system is A = 1 - ( (1-Ax) x (1-Ax) x \u2026.. )","title":"HA - Availability Parallel Components"},{"location":"systems_design/availability/#refer_2","text":"http://www.eventhelix.com/RealtimeMantra/FaultHandling/system_reliability_availability.htm","title":"Refer"},{"location":"systems_design/availability/#ha-core-principles","text":"Elimination of single points of failure (SPOF) This means adding redundancy to the system so that the failure of a component does not mean failure of the entire system. Reliable crossover In redundant systems, the crossover point itself tends to become a single point of failure. Reliable systems must provide for reliable crossover. Detection of failures as they occur If the two principles above are observed, then a user may never see a failure","title":"HA - Core Principles"},{"location":"systems_design/availability/#refer_3","text":"https://en.wikipedia.org/wiki/High_availability#Principles","title":"Refer"},{"location":"systems_design/availability/#ha-spof","text":"WHAT: Never implement and always eliminate single points of failure. WHEN TO USE: During architecture reviews and new designs. HOW TO USE: Identify single instances on architectural diagrams. Strive for active/active configurations. At the very least we should have a standby to take control when active instances fail. WHY: Maximize availability through multiple instances. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions. Use load balancers to balance traffic across instances of a service. Use control services with active/passive instances for patterns that require singletons.","title":"HA - SPOF"},{"location":"systems_design/availability/#ha-reliable-crossover","text":"WHAT: Ensure when system components failover they do so reliably. WHEN TO USE: During architecture reviews, failure modeling, and designs. HOW TO USE: Identify how available a system is during the crossover and ensure it is within acceptable limits. WHY: Maximize availability and ensure data handling semantics are preserved. KEY TAKEAWAYS: Strive for active/active rather than active/passive solutions, they have a lesser risk of cross over being unreliable. Use LB and the right load balancing methods to ensure reliable failover. Model and build your data systems to ensure data is correctly handled when crossover happens. Generally, DB systems follow active/passive semantics for writes. Masters accept writes and when the master goes down, the follower is promoted to master(active from being passive) to accept writes. We have to be careful here that the cutover never introduces more than one master. This problem is called a split brain.","title":"HA - Reliable Crossover"},{"location":"systems_design/availability/#applications-in-sre-role","text":"SRE works on deciding an acceptable SLA and make sure the system is available to achieve the SLA SRE is involved in architecture design right from building the data center to make sure the site is not affected by a network switch, hardware, power, or software failures SRE also run mock drills of failures to see how the system behaves in uncharted territory and comes up with a plan to improve availability if there are misses. https://engineering.linkedin.com/blog/2017/11/resilience-engineering-at-linkedin-with-project-waterbear Post our understanding about HA, our architecture diagram looks something like this below","title":"Applications in SRE role"},{"location":"systems_design/conclusion/","text":"Conclusion Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over-engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organization matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/conclusion/#conclusion","text":"Armed with these principles, we hope the course will give a fresh perspective to design software systems. It might be over-engineering to get all this on day zero. But some are really important from day 0 like eliminating single points of failure, making scalable services by just increasing replicas. As a bottleneck is reached, we can split code by services, shard data to scale. As the organization matures, bringing in chaos engineering to measure how systems react to failure will help in designing robust software systems.","title":"Conclusion"},{"location":"systems_design/fault-tolerance/","text":"Fault Tolerance Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail. Fault Tolerance - Failure Metrics Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time. Refer https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html Fault Tolerance - Fault Isolation Terms Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodologies. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in the Ads feature get propagated to the Newsfeed feature. Instead if we swimlane the \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed, and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we have come up with a new model for our Content sharing App. Here we roll out an enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise. Swimlane Principles Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise use-case) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature) Swimlane Approaches Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them. (if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes. (Public vs Enterprise customers) Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21 Applications in SRE role Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance","text":"Failures are not avoidable in any system and will happen all the time, hence we need to build systems that can tolerate failures or recover from them. In systems, failure is the norm rather than the exception. \"Anything that can go wrong will go wrong\u201d -- Murphy\u2019s Law \u201cComplex systems contain changing mixtures of failures latent within them\u201d -- How Complex Systems Fail.","title":"Fault Tolerance"},{"location":"systems_design/fault-tolerance/#fault-tolerance-failure-metrics","text":"Common failure metrics that get measured and tracked for any system. Mean time to repair (MTTR): The average time to repair and restore a failed system. Mean time between failures (MTBF): The average operational time between one device failure or system breakdown and the next. Mean time to failure (MTTF): The average time a device or system is expected to function before it fails. Mean time to detect (MTTD): The average time between the onset of a problem and when the organization detects it. Mean time to investigate (MTTI): The average time between the detection of an incident and when the organization begins to investigate its cause and solution. Mean time to restore service (MTRS): The average elapsed time from the detection of an incident until the affected system or component is again available to users. Mean time between system incidents (MTBSI): The average elapsed time between the detection of two consecutive incidents. MTBSI can be calculated by adding MTBF and MTRS (MTBSI = MTBF + MTRS). Failure rate: Another reliability metric, which measures the frequency with which a component or system fails. It is expressed as a number of failures over a unit of time.","title":"Fault Tolerance - Failure Metrics"},{"location":"systems_design/fault-tolerance/#refer","text":"https://www.splunk.com/en_us/data-insider/what-is-mean-time-to-repair.html","title":"Refer"},{"location":"systems_design/fault-tolerance/#fault-tolerance-fault-isolation-terms","text":"Systems should have a short circuit. Say in our content sharing system, if \u201cNotifications\u201d is not working, the site should gracefully handle that failure by removing the functionality instead of taking the whole site down. Swimlane is one of the commonly used fault isolation methodologies. Swimlane adds a barrier to the service from other services so that failure on either of them won\u2019t affect the other. Say we roll out a new feature \u2018Advertisement\u2019 in our content sharing app. We can have two architectures If Ads are generated on the fly synchronously during each Newsfeed request, the faults in the Ads feature get propagated to the Newsfeed feature. Instead if we swimlane the \u201cGeneration of Ads\u201d service and use a shared storage to populate Newsfeed App, Ads failures won\u2019t cascade to Newsfeed, and worst case if Ads don\u2019t meet SLA , we can have Newsfeed without Ads. Let's take another example, we have come up with a new model for our Content sharing App. Here we roll out an enterprise content sharing App where enterprises pay for the service and the content should never be shared outside the enterprise.","title":"Fault Tolerance - Fault Isolation Terms"},{"location":"systems_design/fault-tolerance/#swimlane-principles","text":"Principle 1: Nothing is shared (also known as \u201cshare as little as possible\u201d). The less that is shared within a swim lane, the more fault isolative the swim lane becomes. (as shown in Enterprise use-case) Principle 2: Nothing crosses a swim lane boundary. Synchronous (defined by expecting a request\u2014not the transfer protocol) communication never crosses a swim lane boundary; if it does, the boundary is drawn incorrectly. (as shown in Ads feature)","title":"Swimlane Principles"},{"location":"systems_design/fault-tolerance/#swimlane-approaches","text":"Approach 1: Swim lane the money-maker. Never allow your cash register to be compromised by other systems. (Tier 1 vs Tier 2 in enterprise use case) Approach 2: Swim lane the biggest sources of incidents. Identify the recurring causes of pain and isolate them. (if Ads feature is in code yellow, swim laning it is the best option) Approach 3: Swim lane natural barriers. Customer boundaries make good swim lanes. (Public vs Enterprise customers)","title":"Swimlane Approaches"},{"location":"systems_design/fault-tolerance/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch21.html#ch21","title":"Refer"},{"location":"systems_design/fault-tolerance/#applications-in-sre-role","text":"Work with the DC tech or cloud team to distribute infrastructure such that its immune to switch or power failures by creating fault zones within a Data Center https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-availability-zones-to-protect-from-datacenter-level-failures Work with the partners and design interaction between services such that one service breakdown is not amplified in a cascading fashion to all upstreams","title":"Applications in SRE role"},{"location":"systems_design/intro/","text":"Systems Design Prerequisites Fundamentals of common software system components: Linux Basics Linux Networking Databases RDBMS NoSQL Concepts What to expect from this course Thinking about and designing for scalability, availability, and reliability of large scale software systems. What is not covered under this course Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability, and reliability of systems Course Contents Introduction Scalability High Availability Fault Tolerance Introduction So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design. Backstory Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Introduction"},{"location":"systems_design/intro/#systems-design","text":"","title":"Systems Design"},{"location":"systems_design/intro/#prerequisites","text":"Fundamentals of common software system components: Linux Basics Linux Networking Databases RDBMS NoSQL Concepts","title":"Prerequisites"},{"location":"systems_design/intro/#what-to-expect-from-this-course","text":"Thinking about and designing for scalability, availability, and reliability of large scale software systems.","title":"What to expect from this course"},{"location":"systems_design/intro/#what-is-not-covered-under-this-course","text":"Individual software components\u2019 scalability and reliability concerns like e.g. Databases, while the same scalability principles and thinking can be applied, these individual components have their own specific nuances when scaling them and thinking about their reliability. More light will be shed on concepts rather than on setting up and configuring components like Loadbalancers to achieve scalability, availability, and reliability of systems","title":"What is not covered under this course"},{"location":"systems_design/intro/#course-contents","text":"Introduction Scalability High Availability Fault Tolerance","title":"Course Contents"},{"location":"systems_design/intro/#introduction","text":"So, how do you go about learning to design a system? \u201d Like most great questions, it showed a level of naivety that was breathtaking. The only short answer I could give was, essentially, that you learned how to design a system by designing systems and finding out what works and what doesn\u2019t work.\u201d Jim Waldo, Sun Microsystems, On System Design As software and hardware systems have multiple moving parts, we need to think about how those parts will grow, their failure modes, their inter-dependencies, how it will impact the users and the business. There is no one-shot method or way to learn or do system design, we only learn to design systems by designing and iterating on them. This course will be a starter to make one think about scalability, availability, and fault tolerance during systems design.","title":"Introduction"},{"location":"systems_design/intro/#backstory","text":"Let\u2019s design a simple content sharing application where users can share photos, media in our application which can be liked by their friends. Let\u2019s start with a simple design of the application and evolve it as we learn system design concepts","title":"Backstory"},{"location":"systems_design/scalability/","text":"Scalability What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance Refer https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html Scalability - AKF Scale Cube The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. The following section talks about certain scaling patterns based on our inferences from the AKF cube Scalability - Horizontal scaling Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Let's see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually, web applications can be scaled by adding resources unless there is state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one leader to make sure data is consistent. There are some DBs that support multi-leader writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Reads and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Leader. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for the fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is a low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. The cost here means if we have 3 followers and 1 Leader DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability Pattern - Load Balancing Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. A commonly used technique is load balancing traffic across identical server clusters. A similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID ,etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB. Refer https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do Scalability Pattern - LB Tasks What does an LB do? Service discovery: What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers. Health checking: What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime Load balancing: What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern Scalability Pattern - LB Methods Common Load Balancing Methods Least Connection Method directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long-lived connections Least Response Time Method directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of the server\u2019s health Round Robin Method rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections. IP Hash the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing Scalability Pattern - Caching - Content Delivery Networks (CDN) CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of the CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources. Scalability - Microservices This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Scalability - Sharding This pattern represents the separation of work based on attributes that are looked up to or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data center is split and replicated and clients are directed to a data center based on their geography. This helps in improving performance as clients are directed to the closest data center and performance increases as we add more data centers. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology. Refer https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html Applications in SRE role SREs in coordination with the network team work on how to map users' traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery, and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure, and improve the CDN cache hit rate.","title":"Scalability"},{"location":"systems_design/scalability/#scalability","text":"What does scalability mean for a system/service? A system is composed of services/components, each service/component scalability needs to be tackled separately, and the scalability of the system as a whole. A service is said to be scalable if, as resources are added to the system, it results in increased performance in a manner proportional to resources added An always-on service is said to be scalable if adding resources to facilitate redundancy does not result in a loss of performance","title":"Scalability"},{"location":"systems_design/scalability/#refer","text":"https://www.allthingsdistributed.com/2006/03/a_word_on_scalability.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-akf-scale-cube","text":"The Scale Cube is a model for segmenting services, defining microservices, and scaling products. It also creates a common language for teams to discuss scale related options in designing solutions. The following section talks about certain scaling patterns based on our inferences from the AKF cube","title":"Scalability - AKF Scale Cube"},{"location":"systems_design/scalability/#scalability-horizontal-scaling","text":"Horizontal scaling stands for cloning of an application or service such that work can easily be distributed across instances with absolutely no bias. Let's see how our monolithic application improves with this principle Here DB is scaled separately from the application. This is to let you know each component\u2019s scaling capabilities can be different. Usually, web applications can be scaled by adding resources unless there is state stored inside the application. But DBs can be scaled only for Reads by adding more followers but Writes have to go to only one leader to make sure data is consistent. There are some DBs that support multi-leader writes but we are keeping them out of scope at this point. Apps should be able to differentiate between Reads and Writes to choose appropriate DB servers. Load balancers can split traffic between identical servers transparently. WHAT: Duplication of services or databases to spread transaction load. WHEN TO USE: Databases with a very high read-to-write ratio (5:1 or greater\u2014the higher the better). Because only read replicas of DBs can be scaled, not the Leader. HOW TO USE: Simply clone services and implement a load balancer. For databases, ensure that the accessing code understands the difference between a read and a write. WHY: Allows for the fast scale of transactions at the cost of duplicated data and functionality. KEY TAKEAWAYS: This is fast to implement, is a low cost from a developer effort perspective, and can scale transaction volumes nicely. However, they tend to be high cost from the perspective of the operational cost of data. The cost here means if we have 3 followers and 1 Leader DB, the same database will be stored as 4 copies in the 4 servers. Hence added storage cost","title":"Scalability - Horizontal scaling"},{"location":"systems_design/scalability/#refer_1","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-load-balancing","text":"Improves the distribution of workloads across multiple computing resources, such as computers, a computer cluster, network links, central processing units, or disk drives. A commonly used technique is load balancing traffic across identical server clusters. A similar philosophy is used to load balance traffic across network links by ECMP , disk drives by RAID ,etc Aims to optimize resource use, maximize throughput, minimize response time, and avoid overload of any single resource. Using multiple components with load balancing instead of a single component may increase reliability and availability through redundancy. In our updated architecture diagram we have 4 servers to handle app traffic instead of a single server The device or system that performs load balancing is called a load balancer, abbreviated as LB.","title":"Scalability Pattern - Load Balancing"},{"location":"systems_design/scalability/#refer_2","text":"https://en.wikipedia.org/wiki/Load_balancing_(computing) https://blog.envoyproxy.io/introduction-to-modern-network-load-balancing-and-proxying-a57f6ff80236 https://learning.oreilly.com/library/view/load-balancing-in/9781492038009/ https://learning.oreilly.com/library/view/practical-load-balancing/9781430236801/ http://shop.oreilly.com/product/9780596000509.do","title":"Refer"},{"location":"systems_design/scalability/#scalability-pattern-lb-tasks","text":"What does an LB do?","title":"Scalability Pattern - LB Tasks"},{"location":"systems_design/scalability/#service-discovery","text":"What backends are available in the system? In our architecture, 4 servers are available to serve App traffic. LB acts as a single endpoint that clients can use transparently to reach one of the 4 servers.","title":"Service discovery:"},{"location":"systems_design/scalability/#health-checking","text":"What backends are currently healthy and available to accept requests? If one out of the 4 App servers turns bad, LB should automatically short circuit the path so that clients don\u2019t sense any application downtime","title":"Health checking:"},{"location":"systems_design/scalability/#load-balancing","text":"What algorithm should be used to balance individual requests across the healthy backends? There are many algorithms to distribute traffic across one of the four servers. Based on observations/experience, SRE can pick the algorithm that suits their pattern","title":"Load balancing:"},{"location":"systems_design/scalability/#scalability-pattern-lb-methods","text":"Common Load Balancing Methods","title":"Scalability Pattern - LB Methods"},{"location":"systems_design/scalability/#least-connection-method","text":"directs traffic to the server with the fewest active connections. Most useful when there are a large number of persistent connections in the traffic unevenly distributed between the servers. Works if clients maintain long-lived connections","title":"Least Connection Method"},{"location":"systems_design/scalability/#least-response-time-method","text":"directs traffic to the server with the fewest active connections and the lowest average response time. Here response time is used to provide feedback of the server\u2019s health","title":"Least Response Time Method"},{"location":"systems_design/scalability/#round-robin-method","text":"rotates servers by directing traffic to the first available server and then moves that server to the bottom of the queue. Most useful when servers are of equal specification and there are not many persistent connections.","title":"Round Robin Method"},{"location":"systems_design/scalability/#ip-hash","text":"the IP address of the client determines which server receives the request. This can sometimes cause skewness in distribution but is useful if apps store some state locally and need some stickiness More advanced client/server-side example techniques - https://docs.nginx.com/nginx/admin-guide/load-balancer/ - http://cbonte.github.io/haproxy-dconv/2.2/intro.html#3.3.5 - https://twitter.github.io/finagle/guide/Clients.html#load-balancing","title":"IP Hash"},{"location":"systems_design/scalability/#scalability-pattern-caching-content-delivery-networks-cdn","text":"CDNs are added closer to the client\u2019s location. If the app has static data like images, Javascript, CSS which don\u2019t change very often, they can be cached. Since our example is a content sharing site, static content can be cached in CDNs with a suitable expiry. WHAT: Use CDNs (content delivery networks) to offload traffic from your site. WHEN TO USE: When speed improvements and scale warrant the additional cost. HOW TO USE: Most CDNs leverage DNS to serve content on your site\u2019s behalf. Thus you may need to make minor DNS changes or additions and move content to be served from new subdomains. Eg media-exp1.licdn.com is a domain used by Linkedin to serve static content Here a CNAME points the domain to the DNS of the CDN provider dig media-exp1.licdn.com +short 2-01-2c3e-005c.cdx.cedexis.net. WHY: CDNs help offload traffic spikes and are often economical ways to scale parts of a site\u2019s traffic. They also often substantially improve page download times. KEY TAKEAWAYS: CDNs are a fast and simple way to offset the spikiness of traffic as well as traffic growth in general. Make sure you perform a cost-benefit analysis and monitor the CDN usage. If CDNs have a lot of cache misses, then we don\u2019t gain much from CDN and are still serving requests using our compute resources.","title":"Scalability Pattern - Caching - Content Delivery Networks (CDN)"},{"location":"systems_design/scalability/#scalability-microservices","text":"This pattern represents the separation of work by service or function within the application. Microservices are meant to address the issues associated with growth and complexity in the code base and data sets. The intent is to create fault isolation as well as to reduce response times. Microservices can scale transactions, data sizes, and codebase sizes. They are most effective in scaling the size and complexity of your codebase. They tend to cost a bit more than horizontal scaling because the engineering team needs to rewrite services or, at the very least, disaggregate them from the original monolithic application. WHAT: Sometimes referred to as scale through services or resources, this rule focuses on scaling by splitting data sets, transactions, and engineering teams along verb (services) or noun (resources) boundaries. WHEN TO USE: Very large data sets where relations between data are not necessary. Large, complex systems where scaling engineering resources requires specialization. HOW TO USE: Split up actions by using verbs, or resources by using nouns, or use a mix. Split both the services and the data along the lines defined by the verb/noun approach. WHY: Allows for efficient scaling of not only transactions but also very large data sets associated with those transactions. It also allows for the efficient scaling of teams. KEY TAKEAWAYS: Microservices allow for efficient scaling of transactions, large data sets, and can help with fault isolation. It helps reduce the communication overhead of teams. The codebase becomes less complex as disjoint features are decoupled and spun as new services thereby letting each service scale independently specific to its requirement.","title":"Scalability - Microservices"},{"location":"systems_design/scalability/#refer_3","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#scalability-sharding","text":"This pattern represents the separation of work based on attributes that are looked up to or determined at the time of the transaction. Most often, these are implemented as splits by requestor, customer, or client. Very often, a lookup service or deterministic algorithm will need to be written for these types of splits. Sharding aids in scaling transaction growth, scaling instruction sets, and decreasing processing time (the last by limiting the data necessary to perform any transaction). This is more effective at scaling growth in customers or clients. It can aid with disaster recovery efforts, and limit the impact of incidents to only a specific segment of customers. Here the auth data is sharded based on user names so that DBs can respond faster as the amount of data DBs have to work on has drastically reduced during queries. There can be other ways to split Here the whole data center is split and replicated and clients are directed to a data center based on their geography. This helps in improving performance as clients are directed to the closest data center and performance increases as we add more data centers. There are some replication and consistency overhead with this approach one needs to be aware of. This also gives fault tolerance by rolling out test features to one site and rollback if there is an impact to that geography WHAT: This is very often a split by some unique aspect of the customer such as customer ID, name, geography, and so on. WHEN TO USE: Very large, similar data sets such as large and rapidly growing customer bases or when the response time for a geographically distributed customer base is important. HOW TO USE: Identify something you know about the customer, such as customer ID, last name, geography, or device, and split or partition both data and services based on that attribute. WHY: Rapid customer growth exceeds other forms of data growth, or you have the need to perform fault isolation between certain customer groups as you scale. KEY TAKEAWAYS: Shards are effective at helping you to scale customer bases but can also be applied to other very large data sets that can\u2019t be pulled apart using the microservices methodology.","title":"Scalability - Sharding"},{"location":"systems_design/scalability/#refer_4","text":"https://learning.oreilly.com/library/view/the-art-of/9780134031408/ch23.html","title":"Refer"},{"location":"systems_design/scalability/#applications-in-sre-role","text":"SREs in coordination with the network team work on how to map users' traffic to a particular site. https://engineering.linkedin.com/blog/2017/05/trafficshift--load-testing-at-scale SREs work closely with the Dev team to split monoliths to multiple microservices that are easy to run and manage SREs work on improving Load Balancers' reliability, service discovery, and performance SREs work closely to split Data into shards and manage data integrity and consistency. https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new-distributed-document-store SREs work to set up, configure, and improve the CDN cache hit rate.","title":"Applications in SRE role"}]}
\ No newline at end of file
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index 561700f..b1d5b72 100644
--- a/systems_design/availability/index.html
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/systems_design/fault-tolerance/index.html b/systems_design/fault-tolerance/index.html
index 09e63d7..4fe29c9 100644
--- a/systems_design/fault-tolerance/index.html
+++ b/systems_design/fault-tolerance/index.html
@@ -10,7 +10,7 @@
       
       
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@@ -18,10 +18,10 @@
       
     
     
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1402,8 +1402,8 @@ https://docs.microsoft.com/en-us/azure/virtual-machines/manage-availability#use-
       
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+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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index 8567776..9aad66e 100644
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1349,8 +1349,8 @@ Jim Waldo, Sun Microsystems, On System Design</em></p>
       
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-      <script src="../../assets/javascripts/vendor.08c56446.min.js"></script>
-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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diff --git a/systems_design/scalability/index.html b/systems_design/scalability/index.html
index 7806b9b..2365fa5 100644
--- a/systems_design/scalability/index.html
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@@ -10,7 +10,7 @@
       
       
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@@ -18,10 +18,10 @@
       
     
     
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+        <link rel="stylesheet" href="../../assets/stylesheets/palette.75751829.min.css">
         
       
     
@@ -1714,8 +1714,8 @@ https://engineering.linkedin.com/espresso/introducing-espresso-linkedins-hot-new
       
     </div>
     
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-      <script src="../../assets/javascripts/bundle.6ced434e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
+      <script src="../../assets/javascripts/vendor.93c04032.min.js"></script>
+      <script src="../../assets/javascripts/bundle.83e5331e.min.js"></script><script id="__lang" type="application/json">{"clipboard.copy": "Copy to clipboard", "clipboard.copied": "Copied to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.placeholder": "Type to start searching", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.term.missing": "Missing"}</script>
       
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