Files
Bioxel/1.0.x/improve_performance/index.html

904 lines
27 KiB
HTML
Executable File

<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="Bioxel Nodes is a Blender add-on for scientific volumetric data visualization.">
<meta name="author" content="OmooLab">
<link rel="canonical" href="https://omoolab.github.io/BioxelNodes/1.0.x/improve_performance/">
<link rel="prev" href="../support_format/">
<link rel="next" href="../qa/">
<link rel="icon" href="../assets/logo.png">
<meta name="generator" content="mkdocs-1.6.0, mkdocs-material-9.5.30">
<title>Improve Performance - Bioxel Nodes Handbook</title>
<link rel="stylesheet" href="../assets/stylesheets/main.3cba04c6.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:300,300i,400,400i,700,700i%7CCascadia+Code:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Open Sans";--md-code-font:"Cascadia Code"}</style>
<link rel="stylesheet" href="../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../stylesheets/extra.css">
<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="black" data-md-color-accent="indigo">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#improve-performance" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
</div>
<div data-md-color-scheme="default" data-md-component="outdated" hidden>
</div>
<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href=".." title="Bioxel Nodes Handbook" class="md-header__button md-logo" aria-label="Bioxel Nodes Handbook" data-md-component="logo">
<img src="../assets/logo.png" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3V6m0 5h18v2H3v-2m0 5h18v2H3v-2Z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
Bioxel Nodes Handbook
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Improve Performance
</span>
</div>
</div>
</div>
<form class="md-header__option" data-md-component="palette">
<input class="md-option" data-md-color-media="(prefers-color-scheme)" data-md-color-scheme="default" data-md-color-primary="black" data-md-color-accent="indigo" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_0">
<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_1" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M448 256c0-106-86-192-192-192v384c106 0 192-86 192-192zM0 256a256 256 0 1 1 512 0 256 256 0 1 1-512 0z"/></svg>
</label>
<input class="md-option" data-md-color-media="(prefers-color-scheme: light)" data-md-color-scheme="default" data-md-color-primary="black" data-md-color-accent="indigo" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_1">
<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_2" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 384 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M144.7 98.7c-21 34.1-33.1 74.3-33.1 117.3 0 98 62.8 181.4 150.4 211.7-12.4 2.8-25.3 4.3-38.6 4.3C126.6 432 48 353.3 48 256c0-68.9 39.4-128.4 96.8-157.3zm62.1-66C91.1 41.2 0 137.9 0 256c0 123.7 100 224 223.5 224 47.8 0 92-15 128.4-40.6 1.9-1.3 3.7-2.7 5.5-4 4.8-3.6 9.4-7.4 13.9-11.4 2.7-2.4 5.3-4.8 7.9-7.3 5-4.9 6.3-12.5 3.1-18.7s-10.1-9.7-17-8.5c-3.7.6-7.4 1.2-11.1 1.6-5 .5-10.1.9-15.3 1h-4c-96.8-.2-175.2-78.9-175.2-176 0-54.8 24.9-103.7 64.1-136 1-.9 2.1-1.7 3.2-2.6 4-3.2 8.2-6.2 12.5-9 3.1-2 6.3-4 9.6-5.8 6.1-3.5 9.2-10.5 7.7-17.3s-7.3-11.9-14.3-12.5c-3.6-.3-7.1-.5-10.7-.6-2.7-.1-5.5-.1-8.2-.1-3.3 0-6.5.1-9.8.2-2.3.1-4.6.2-6.9.4z"/></svg>
</label>
<input class="md-option" data-md-color-media="(prefers-color-scheme: dark)" data-md-color-scheme="slate" data-md-color-primary="black" data-md-color-accent="indigo" aria-label="Switch to system preference" type="radio" name="__palette" id="__palette_2">
<label class="md-header__button md-icon" title="Switch to system preference" for="__palette_0" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 384 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M223.5 32C100 32 0 132.3 0 256s100 224 223.5 224c60.6 0 115.5-24.2 155.8-63.4 5-4.9 6.3-12.5 3.1-18.7s-10.1-9.7-17-8.5c-9.8 1.7-19.8 2.6-30.1 2.6-96.9 0-175.5-78.8-175.5-176 0-65.8 36-123.1 89.3-153.3 6.1-3.5 9.2-10.5 7.7-17.3s-7.3-11.9-14.3-12.5c-6.3-.5-12.6-.8-19-.8z"/></svg>
</label>
</form>
<script>var media,input,key,value,palette=__md_get("__palette");if(palette&&palette.color){"(prefers-color-scheme)"===palette.color.media&&(media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']"),palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent"));for([key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
<label class="md-header__button md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41Z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/OmooLab/BioxelNodes" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
</div>
<div class="md-source__repository">
OmooLab/BioxelNodes
</div>
</a>
</div>
</nav>
<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
<div class="md-grid">
<ul class="md-tabs__list">
<li class="md-tabs__item">
<a href=".." class="md-tabs__link">
Home
</a>
</li>
<li class="md-tabs__item md-tabs__item--active">
<a href="../installation/" class="md-tabs__link">
Getting Started
</a>
</li>
<li class="md-tabs__item">
<a href="../SARS-Cov-2/" class="md-tabs__link">
Tutorials
</a>
</li>
</ul>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href=".." title="Bioxel Nodes Handbook" class="md-nav__button md-logo" aria-label="Bioxel Nodes Handbook" data-md-component="logo">
<img src="../assets/logo.png" alt="logo">
</a>
Bioxel Nodes Handbook
</label>
<div class="md-nav__source">
<a href="https://github.com/OmooLab/BioxelNodes" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
</div>
<div class="md-source__repository">
OmooLab/BioxelNodes
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href=".." class="md-nav__link">
<span class="md-ellipsis">
Home
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" checked>
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="">
<span class="md-ellipsis">
Getting Started
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Getting Started
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../installation/" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../step_by_step/" class="md-nav__link">
<span class="md-ellipsis">
Step by Step
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../advanced_usage/" class="md-nav__link">
<span class="md-ellipsis">
Advanced Usage
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../support_format/" class="md-nav__link">
<span class="md-ellipsis">
Support Format
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--active">
<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
<label class="md-nav__link md-nav__link--active" for="__toc">
<span class="md-ellipsis">
Improve Performance
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a href="./" class="md-nav__link md-nav__link--active">
<span class="md-ellipsis">
Improve Performance
</span>
</a>
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#use-low-res-data-as-preview" class="md-nav__link">
<span class="md-ellipsis">
Use Low-Res Data as Preview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#raise-the-step-rate-of-a-container" class="md-nav__link">
<span class="md-ellipsis">
Raise the Step Rate of a Container
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#balance-rendering-settings" class="md-nav__link">
<span class="md-ellipsis">
Balance rendering settings
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#rendering-with-eevee" class="md-nav__link">
<span class="md-ellipsis">
Rendering with EEVEE
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../qa/" class="md-nav__link">
<span class="md-ellipsis">
Q & A
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
<span class="md-ellipsis">
Tutorials
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Tutorials
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../SARS-Cov-2/" class="md-nav__link">
<span class="md-ellipsis">
SARS-Cov-2
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#use-low-res-data-as-preview" class="md-nav__link">
<span class="md-ellipsis">
Use Low-Res Data as Preview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#raise-the-step-rate-of-a-container" class="md-nav__link">
<span class="md-ellipsis">
Raise the Step Rate of a Container
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#balance-rendering-settings" class="md-nav__link">
<span class="md-ellipsis">
Balance rendering settings
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#rendering-with-eevee" class="md-nav__link">
<span class="md-ellipsis">
Rendering with EEVEE
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="improve-performance">Improve Performance</h1>
<p>Volume reconstruction and volume rendering are very consuming computation, I believe that this add-on's experience is terrible on poorly hardware. here are tips to improve the add-on performance.</p>
<h2 id="use-low-res-data-as-preview">Use Low-Res Data as Preview</h2>
<p>The addon provides data resample function, the operation is as follows. First, in the container's geometry node, select the layer you need to resample, right-click <strong>Bioxel Nodes &gt; Resample Value</strong>, in the dialog box, change the "Bioxel Size" value to twice or more than the current value, click OK. the addon will create a low-res version of the layer and load it into the container's geometry node.</p>
<p><img alt="alt text" src="../assets/improve_performance/image.png" /></p>
<p>You can see that the speed of the reconstruction has been reduced from 240 ms to 37 ms, making it possible to compute in almost real-time, and improving the speed of the feedback of the changing the parameters. Once you are satisfied with the adjustment, you can then connect the original layer to the nodes. This tip can greatly improve the operation experience of the node.</p>
<h2 id="raise-the-step-rate-of-a-container">Raise the Step Rate of a Container</h2>
<p>Step rate is a key setting in volume rendering. The higher the step rate, the faster the rendering will be, but at the same time, the thinner the volume will look. If you want to have a very thin effect, or if you don't need to cut through component, you can always set the step rate high, you can adjust step rate in the render settings globaly. However, I recommend you to adjust the step rate of the container separately, so that it doesn't affect the rendering of the other volume in the Blender file, do as follows.</p>
<p>In the container's geometry nodes panel menu, click <strong>Bioxel Nodes &gt; Change Container Properties</strong>, in the dialog box, raise the "Step Rate" value (up to 100) and click OK.</p>
<p><img alt="alt text" src="../assets/improve_performance/image-1.png" /></p>
<p>You can see that the rendering speed is much higher, but at the same time the cuts look blurry and transparent.</p>
<h2 id="balance-rendering-settings">Balance rendering settings</h2>
<p>I list some of the settings that affect the volume rendering most, so you can find the most balanced settings for your needs.</p>
<ul>
<li>
<p><strong>Light Paths &gt; Max Bounces &gt; Volume</strong> affects the number of bounces a volume has, the higher the value, the more transparent it will look.</p>
</li>
<li>
<p><strong>Light Paths &gt; Max Bounces &gt; Transparent</strong> affects the number of times transparent surfaces are transmitted, the higher the value, the more transparent it will look.</p>
</li>
<li>
<p><strong>Volumes &gt; Step Rate Render | Viewport</strong> affects the volume rendering step, the smaller the value, the more detailed the volume will look</p>
</li>
</ul>
<p>Bioxel Nodes provides some render setting presets for quick setup. In the top menu, click <strong>Bioxel Nodes &gt; Render Setting Presets</strong>, including Performance (left), Balance (center), and Quality (right). Here is a comparison of them.</p>
<p><img alt="alt text" src="../assets/improve_performance/image-2.png" /></p>
<h2 id="rendering-with-eevee">Rendering with EEVEE</h2>
<p>EEVEE doesn't render volume as well as Cycles, but it does have the advantage of rendering the volumetric data, and is even a better choice if you want to get a clear view of slice. And EEVEE's real-time rendering make it possible to create interactive stuff in Blender.</p>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
</main>
<footer class="md-footer">
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../support_format/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Support Format">
<div class="md-footer__button md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
</div>
<div class="md-footer__title">
<span class="md-footer__direction">
Previous
</span>
<div class="md-ellipsis">
Support Format
</div>
</div>
</a>
<a href="../qa/" class="md-footer__link md-footer__link--next" aria-label="Next: Q &amp; A">
<div class="md-footer__title">
<span class="md-footer__direction">
Next
</span>
<div class="md-ellipsis">
Q & A
</div>
</div>
<div class="md-footer__button md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
</div>
</a>
</nav>
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
<div class="md-copyright__highlight">
Copyright &copy; 2020 - 2024 Omoolab
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "..", "features": ["header.autohide", "navigation.footer", "navigation.indexes", "navigation.sections", "navigation.tabs", "navigation.tabs.sticky", "content.code.copy", "content.code.select"], "search": "../assets/javascripts/workers/search.b8dbb3d2.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": {"default": "latest", "provider": "mike"}}</script>
<script src="../assets/javascripts/bundle.fe8b6f2b.min.js"></script>
</body>
</html>