Download site/use/studio.html from Babu09/MEIDNet: direct link, hf CLI and curl.
- Browser
- Download file 59.4 kB
-
https://huggingface.co/spaces/Babu09/MEIDNet/resolve/main/site/use/studio.html
- Command line
-
hf download hf://spaces/Babu09/MEIDNet/site/use/studio.html
-
curl -L -o studio.html https://huggingface.co/spaces/Babu09/MEIDNet/resolve/main/site/use/studio.html
59.4 kB
| <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="Multimodal inverse design of crystalline materials โ with your own data, rules and families."> | |
| <link rel="canonical" href="https://babu09-meidnet.hf.space/docs/use/studio.html"> | |
| <link rel="prev" href="../start/colab.html"> | |
| <link rel="next" href="your-data.html"> | |
| <link rel="icon" href="../assets/favicon-64.png"> | |
| <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.7.6"> | |
| <title>MEIDNet Studio - MEIDNet Prism</title> | |
| <link rel="stylesheet" href="../assets/stylesheets/main.484c7ddc.min.css"> | |
| <link rel="stylesheet" href="../assets/stylesheets/palette.ab4e12ef.min.css"> | |
| <link rel="stylesheet" href="../assets/extra.css"> | |
| <link rel="stylesheet" href="../assets/prism-docs.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="custom" data-md-color-accent="custom"> | |
| <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="#meidnet-studio-the-live-workbench" class="md-skip"> | |
| Skip to content | |
| </a> | |
| </div> | |
| <div data-md-component="announce"> | |
| </div> | |
| <header class="md-header" data-md-component="header"> | |
| <nav class="md-header__inner md-grid" aria-label="Header"> | |
| <a href="../index.html" title="MEIDNet Prism" class="md-header__button md-logo" aria-label="MEIDNet Prism" data-md-component="logo"> | |
| <img src="../assets/prism-mark.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 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></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"> | |
| MEIDNet Prism | |
| </span> | |
| </div> | |
| <div class="md-header__topic" data-md-component="header-topic"> | |
| <span class="md-ellipsis"> | |
| MEIDNet Studio | |
| </span> | |
| </div> | |
| </div> | |
| </div> | |
| <form class="md-header__option" data-md-component="palette"> | |
| <input class="md-option" data-md-color-media="(prefers-color-scheme: light)" data-md-color-scheme="default" data-md-color-primary="custom" data-md-color-accent="custom" aria-label="dark mode" type="radio" name="__palette" id="__palette_0"> | |
| <label class="md-header__button md-icon" title="dark mode" for="__palette_1" hidden> | |
| <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m17.75 4.09-2.53 1.94.91 3.06-2.63-1.81-2.63 1.81.91-3.06-2.53-1.94L12.44 4l1.06-3 1.06 3zm3.5 6.91-1.64 1.25.59 1.98-1.7-1.17-1.7 1.17.59-1.98L15.75 11l2.06-.05L18.5 9l.69 1.95zm-2.28 4.95c.83-.08 1.72 1.1 1.19 1.85-.32.45-.66.87-1.08 1.27C15.17 23 8.84 23 4.94 19.07c-3.91-3.9-3.91-10.24 0-14.14.4-.4.82-.76 1.27-1.08.75-.53 1.93.36 1.85 1.19-.27 2.86.69 5.83 2.89 8.02a9.96 9.96 0 0 0 8.02 2.89m-1.64 2.02a12.08 12.08 0 0 1-7.8-3.47c-2.17-2.19-3.33-5-3.49-7.82-2.81 3.14-2.7 7.96.31 10.98 3.02 3.01 7.84 3.12 10.98.31"/></svg> | |
| </label> | |
| <input class="md-option" data-md-color-media="(prefers-color-scheme: dark)" data-md-color-scheme="slate" data-md-color-primary="custom" data-md-color-accent="custom" aria-label="light mode" type="radio" name="__palette" id="__palette_1"> | |
| <label class="md-header__button md-icon" title="light mode" for="__palette_0" hidden> | |
| <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 7a5 5 0 0 1 5 5 5 5 0 0 1-5 5 5 5 0 0 1-5-5 5 5 0 0 1 5-5m0 2a3 3 0 0 0-3 3 3 3 0 0 0 3 3 3 3 0 0 0 3-3 3 3 0 0 0-3-3m0-7 2.39 3.42C13.65 5.15 12.84 5 12 5s-1.65.15-2.39.42zM3.34 7l4.16-.35A7.2 7.2 0 0 0 5.94 8.5c-.44.74-.69 1.5-.83 2.29zm.02 10 1.76-3.77a7.131 7.131 0 0 0 2.38 4.14zM20.65 7l-1.77 3.79a7.02 7.02 0 0 0-2.38-4.15zm-.01 10-4.14.36c.59-.51 1.12-1.14 1.54-1.86.42-.73.69-1.5.83-2.29zM12 22l-2.41-3.44c.74.27 1.55.44 2.41.44.82 0 1.63-.17 2.37-.44z"/></svg> | |
| </label> | |
| </form> | |
| <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var 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(var[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-.27A6.52 6.52 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 5"/></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-.27A6.52 6.52 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 5"/></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 11z"/></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 12z"/></svg> | |
| </button> | |
| </nav> | |
| <div class="md-search__suggest" data-md-component="search-suggest"></div> | |
| </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/ABnano/MEIDNet" 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 7.1.0 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 2025 Fonticons, Inc.--><path d="M439.6 236.1 244 40.5c-5.4-5.5-12.8-8.5-20.4-8.5s-15 3-20.4 8.4L162.5 81l51.5 51.5c27.1-9.1 52.7 16.8 43.4 43.7l49.7 49.7c34.2-11.8 61.2 31 35.5 56.7-26.5 26.5-70.2-2.9-56-37.3L240.3 199v121.9c25.3 12.5 22.3 41.8 9.1 55-6.4 6.4-15.2 10.1-24.3 10.1s-17.8-3.6-24.3-10.1c-17.6-17.6-11.1-46.9 11.2-56v-123c-20.8-8.5-24.6-30.7-18.6-45L142.6 101 8.5 235.1C3 240.6 0 247.9 0 255.5s3 15 8.5 20.4l195.6 195.7c5.4 5.4 12.7 8.4 20.4 8.4s15-3 20.4-8.4l194.7-194.7c5.4-5.4 8.4-12.8 8.4-20.4s-3-15-8.4-20.4"/></svg> | |
| </div> | |
| <div class="md-source__repository"> | |
| ABnano/MEIDNet | |
| </div> | |
| </a> | |
| </div> | |
| </nav> | |
| </header> | |
| <div class="md-container" data-md-component="container"> | |
| <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="../index.html" class="md-tabs__link"> | |
| Home | |
| </a> | |
| </li> | |
| <li class="md-tabs__item"> | |
| <a href="../learn/index.html" class="md-tabs__link"> | |
| Learn | |
| </a> | |
| </li> | |
| <li class="md-tabs__item"> | |
| <a href="../benchmarks/index.html" class="md-tabs__link"> | |
| Benchmark | |
| </a> | |
| </li> | |
| <li class="md-tabs__item md-tabs__item--active"> | |
| <a href="../develop.html" class="md-tabs__link"> | |
| Develop | |
| </a> | |
| </li> | |
| <li class="md-tabs__item"> | |
| <a href="https://babu09-meidnet-matter.hf.space/" class="md-tabs__link"> | |
| Matter โ | |
| </a> | |
| </li> | |
| </ul> | |
| </div> | |
| </nav> | |
| <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="../index.html" title="MEIDNet Prism" class="md-nav__button md-logo" aria-label="MEIDNet Prism" data-md-component="logo"> | |
| <img src="../assets/prism-mark.png" alt="logo"> | |
| </a> | |
| MEIDNet Prism | |
| </label> | |
| <div class="md-nav__source"> | |
| <a href="https://github.com/ABnano/MEIDNet" 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 7.1.0 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 2025 Fonticons, Inc.--><path d="M439.6 236.1 244 40.5c-5.4-5.5-12.8-8.5-20.4-8.5s-15 3-20.4 8.4L162.5 81l51.5 51.5c27.1-9.1 52.7 16.8 43.4 43.7l49.7 49.7c34.2-11.8 61.2 31 35.5 56.7-26.5 26.5-70.2-2.9-56-37.3L240.3 199v121.9c25.3 12.5 22.3 41.8 9.1 55-6.4 6.4-15.2 10.1-24.3 10.1s-17.8-3.6-24.3-10.1c-17.6-17.6-11.1-46.9 11.2-56v-123c-20.8-8.5-24.6-30.7-18.6-45L142.6 101 8.5 235.1C3 240.6 0 247.9 0 255.5s3 15 8.5 20.4l195.6 195.7c5.4 5.4 12.7 8.4 20.4 8.4s15-3 20.4-8.4l194.7-194.7c5.4-5.4 8.4-12.8 8.4-20.4s-3-15-8.4-20.4"/></svg> | |
| </div> | |
| <div class="md-source__repository"> | |
| ABnano/MEIDNet | |
| </div> | |
| </a> | |
| </div> | |
| <ul class="md-nav__list" data-md-scrollfix> | |
| <li class="md-nav__item"> | |
| <a href="../index.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Home | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item md-nav__item--nested"> | |
| <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" > | |
| <label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0"> | |
| <span class="md-ellipsis"> | |
| Learn | |
| </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="false"> | |
| <label class="md-nav__title" for="__nav_2"> | |
| <span class="md-nav__icon md-icon"></span> | |
| Learn | |
| </label> | |
| <ul class="md-nav__list" data-md-scrollfix> | |
| <li class="md-nav__item"> | |
| <a href="../learn/index.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Learn multimodality | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../learn/architectures.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Architectures | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../learn/recipes.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Recipes by problem | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../understand/how-it-works.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| How MEIDNet works | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../understand/interpretability.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Interpreting a candidate | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../understand/limits.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Scope, limitations and roadmap | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../ecosystem.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| The ecosystem | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../research/paper.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Paper and citation | |
| </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"> | |
| Benchmark | |
| </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> | |
| Benchmark | |
| </label> | |
| <ul class="md-nav__list" data-md-scrollfix> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/index.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| MEIDNet Benchmarks | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/compatibility.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Benchmark compatibility | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/perov5.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Perov-5 | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/perov5-reproduction.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Perov-5: alignment across seeds | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/perov5-insights.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Perov-5: what the runs show | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/perov5-guide.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Perov-5: choose a model and generate | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/mp20.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| MP-20 | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../benchmarks/carbon24.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Carbon-24 | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../explore/datasets.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Datasets | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../explore/databases.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Databases by application | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../community/contribute.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Contribute a result | |
| </span> | |
| </a> | |
| </li> | |
| <li class="md-nav__item"> | |
| <a href="../community/index.html" class="md-nav__link"> | |
| <span class="md-ellipsis"> | |
| Community results | |
| </span> | |
| </a> | |
| </li> | |
| </ul> | |
| </nav> | |
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| <li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested"> | |
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| <span class="md-ellipsis"> | |
| Develop | |
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| <span class="md-nav__icon md-icon"></span> | |
| </label> | |
| <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="true"> | |
| <label class="md-nav__title" for="__nav_4"> | |
| <span class="md-nav__icon md-icon"></span> | |
| Develop | |
| </label> | |
| <ul class="md-nav__list" data-md-scrollfix> | |
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| <h1 id="meidnet-studio-the-live-workbench">MEIDNet Studio โ the live workbench<a class="headerlink" href="#meidnet-studio-the-live-workbench" title="Permanent link">¶</a></h1> | |
| <div class="highlight"><pre><span></span><code>meidnet<span class="w"> </span>studio<span class="w"> </span><span class="c1"># the published perovskite model</span> | |
| meidnet<span class="w"> </span>studio<span class="w"> </span>meidnet.yaml<span class="w"> </span><span class="c1"># your project</span> | |
| </code></pre></div> | |
| <p>A page opens in your browser. The workflow is drawn as a strip of seven coloured blocks; click a block to open | |
| it. <strong>Whatever you change, the blocks after it update at once</strong>, and a line under the strip says, in words, what | |
| the change did to each later block โ the way a LabVIEW diagram shows data flowing after you turn a knob.</p> | |
| <p>No installation? Use the <a href="https://babu09-meidnet.hf.space/">hosted Studio</a> โ the same page, running on a shared | |
| server.</p> | |
| <div class="pflow" data-flow="studio"></div> | |
| <h2 id="reading-the-workflow-strip">Reading the workflow strip<a class="headerlink" href="#reading-the-workflow-strip" title="Permanent link">¶</a></h2> | |
| <p>Each block has its own colour, used everywhere on the page (its panel, its charts, its chips in the flow chain):</p> | |
| <table> | |
| <thead> | |
| <tr> | |
| <th>Block</th> | |
| <th>Colour</th> | |
| <th>What it holds</th> | |
| </tr> | |
| </thead> | |
| <tbody> | |
| <tr> | |
| <td>Data</td> | |
| <td>blue</td> | |
| <td>the table of materials the model learns from</td> | |
| </tr> | |
| <tr> | |
| <td>Model</td> | |
| <td>orange</td> | |
| <td>the trained network (published or yours)</td> | |
| </tr> | |
| <tr> | |
| <td>Family</td> | |
| <td>green</td> | |
| <td>the crystal prototype and the elements allowed on each site</td> | |
| </tr> | |
| <tr> | |
| <td>Rules</td> | |
| <td>amber</td> | |
| <td>the hard checks every candidate must pass</td> | |
| </tr> | |
| <tr> | |
| <td>Targets</td> | |
| <td>pink</td> | |
| <td>the property values you want</td> | |
| </tr> | |
| <tr> | |
| <td>Search</td> | |
| <td>dark green</td> | |
| <td>the latent search of the paper</td> | |
| </tr> | |
| <tr> | |
| <td>Candidates</td> | |
| <td>violet</td> | |
| <td>what the search found</td> | |
| </tr> | |
| </tbody> | |
| </table> | |
| <ul> | |
| <li><strong>The dot in the corner of a block</strong> tells its state: grey = idle, green = fine, amber = just changed or needs a | |
| look (for example a target outside the training range), red = error, pulsing = running.</li> | |
| <li><strong>The two lines inside a block</strong> are its live status: "924 comps", "27 pass all", "MAE 0.17", "running".</li> | |
| <li><strong>The label on each arrow</strong> says what flows to the next block: "11,356 materials ยท 2 properties", | |
| "924 compositions", "27 pass all rules", "3 found".</li> | |
| <li><strong>Moving dots on the arrows</strong> appear after every change: they travel from the block you edited to every block | |
| it reaches, and those blocks flash. This is the quickest way to see what depends on what.</li> | |
| </ul> | |
| <p>Dashed pink lines are always a target; a violet โ is always something the search found; green โ means passes.</p> | |
| <h2 id="the-flow-chain-and-the-flow-log">The flow chain and the flow log<a class="headerlink" href="#the-flow-chain-and-the-flow-log" title="Permanent link">¶</a></h2> | |
| <p>Under the strip, the <strong>flow chain</strong> repeats the last change in words, block by block, for example:</p> | |
| <blockquote> | |
| <p><strong>Rules:</strong> Goldschmidt tolerance factor max 1.05 โ 1 โ <strong>Rules:</strong> pass all rules 27 โ 23 (โ4) โ | |
| <strong>Targets:</strong> best match CsSnBrโ โ CsGeBrโ โ <strong>Candidates:</strong> 1 of 3 found candidates would now be rejected</p> | |
| </blockquote> | |
| <p>Click a step to open that block.</p> | |
| <p>The <strong>Flow log</strong> below it keeps the last 60 changes. Click an entry to replay its flow on the strip.</p> | |
| <h2 id="what-is-live-and-how">What is live, and how<a class="headerlink" href="#what-is-live-and-how" title="Permanent link">¶</a></h2> | |
| <p>For a prototype family the set of possible compositions is finite (924 for halide perovskites, 10,340 for | |
| halide double perovskites). When you open a family the server builds this <strong>design space</strong> once: every | |
| composition on the prototype, the value of each rule's descriptor (tolerance factor, octahedral factor, โฆ) and | |
| the model's predicted properties from the structure encoder. From then on, the page can answer instantly:</p> | |
| <table> | |
| <thead> | |
| <tr> | |
| <th>You change</th> | |
| <th>You see immediately</th> | |
| </tr> | |
| </thead> | |
| <tbody> | |
| <tr> | |
| <td>a rule's limit</td> | |
| <td>how many compositions still pass that rule and all rules; the histogram of the descriptor with the window shaded; the funnel</td> | |
| </tr> | |
| <tr> | |
| <td>an element (click a chip to exclude it)</td> | |
| <td>compositions removed, new counts, new best matches</td> | |
| </tr> | |
| <tr> | |
| <td>a target</td> | |
| <td>the compositions predicted closest; the target drawn on the predicted-property histogram and scatter; an extrapolation warning if it lies outside the training range</td> | |
| </tr> | |
| <tr> | |
| <td>the comparison kind (as close as possible / at most / at least)</td> | |
| <td>the ranking</td> | |
| </tr> | |
| <tr> | |
| <td>anything, after a search</td> | |
| <td>which of the found candidates <strong>would now be rejected</strong></td> | |
| </tr> | |
| </tbody> | |
| </table> | |
| <p>Descriptor values are computed by the same Python functions that <code>meidnet generate</code> uses, so what the page | |
| shows is what the search enforces.</p> | |
| <h2 id="the-two-directions-of-the-model">The two directions of the model<a class="headerlink" href="#the-two-directions-of-the-model" title="Permanent link">¶</a></h2> | |
| <p>The live tables use <strong>structure โ property</strong> (encode the prototype structure, decode its properties): fast, | |
| and it scores <em>every</em> composition. The <strong>Search</strong> block runs the paper's <strong>property โ structure</strong> latent | |
| optimisation and shows its progress (target, round, step, loss), the log, and each candidate as it is found, | |
| with its checklist. Both views are of the same network; comparing them tells you whether the search found what | |
| the encoder considers best, and whether the predictions agree.</p> | |
| <h2 id="the-blocks">The blocks<a class="headerlink" href="#the-blocks" title="Permanent link">¶</a></h2> | |
| <p>Each block, with what it shows. The animation is the same block in the tour of the landing page.</p> | |
| <div class="tabbed-set tabbed-alternate" data-tabs="1:7"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><input id="__tabbed_1_5" name="__tabbed_1" type="radio" /><input id="__tabbed_1_6" name="__tabbed_1" type="radio" /><input id="__tabbed_1_7" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">Data</label><label for="__tabbed_1_2">Model</label><label for="__tabbed_1_3">Family</label><label for="__tabbed_1_4">Rules</label><label for="__tabbed_1_5">Targets</label><label for="__tabbed_1_6">Search</label><label for="__tabbed_1_7">Candidates</label></div> | |
| <div class="tabbed-content"> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="data"></figure></p> | |
| <p>How many materials were usable, why rows were skipped, property distributions, the elements present; <em>Bring your own data</em> (below).</p> | |
| </div> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="model"></figure></p> | |
| <p>Properties, units, training ranges, validation errors, loss and alignment curves; <em>Train your own model</em> (below).</p> | |
| </div> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="family"></figure></p> | |
| <p>Prototype sites with a rotatable 3D preview of the cell, element chips per site group with their charges (click to exclude), cell-size rule.</p> | |
| </div> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="rules"></figure></p> | |
| <p>Each rule with its explanation, parameters, pass count and descriptor histogram; add a <em>predicted-property window</em> rule; the funnel.</p> | |
| </div> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="targets"></figure></p> | |
| <p>One card per objective: target value, comparison kind, weights; the predicted-property scatter of all compositions (coloured = passes, grey = rejected, โ = found by the search). Click any point or table row for its checklist and its crystal in 3D.</p> | |
| </div> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="search"></figure></p> | |
| <p>Budget (candidates, latents per round, rounds, steps), a rough time estimate, Run/Stop, progress, log, link to the full report.</p> | |
| </div> | |
| <div class="tabbed-block"> | |
| <p><figure class="pscene" data-scene="candidates"></figure></p> | |
| <p>One card per candidate: a rotatable 3D cell, elements, gauges of predicted values against the targets, the rule checklist, warnings, CIF links.</p> | |
| </div> | |
| </div> | |
| </div> | |
| <p>Crystals are drawn by a small built-in viewer: drag to rotate, double-click to spin.</p> | |
| <h2 id="beginner-view-and-researcher-mode">Beginner view and Researcher mode<a class="headerlink" href="#beginner-view-and-researcher-mode" title="Permanent link">¶</a></h2> | |
| <p>The page opens in the <strong>beginner view</strong>: every block has an <strong>Input โ Logic โ Output</strong> strip with live numbers | |
| ("924 compositions โ 5 hard rules, applied in order โ 27 pass every rule") and the name of the Python function that | |
| does the work, a short <strong>In short</strong> explanation, and a <strong>glossary</strong> in the side panel (composition, rule, | |
| target, latent space, extrapolation).</p> | |
| <p>The <strong>Researcher mode</strong> switch in the header trades these for the technical view: the <strong>โ Edit as text</strong> YAML | |
| drawer, and a <strong>Behind the scenes</strong> panel in every block with the <code>meidnet.yaml</code> and the Python of that block. | |
| The choice is remembered by your browser.</p> | |
| <h2 id="behind-the-scenes">Behind the scenes<a class="headerlink" href="#behind-the-scenes" title="Permanent link">¶</a></h2> | |
| <p>At the bottom of every block, <strong>Behind the scenes</strong> shows the same settings as the part of <code>meidnet.yaml</code> they | |
| come from and as the Python that does the same thing โ with the values currently on the page. Copy either into | |
| your own project; nothing on the page is hidden from the command line.</p> | |
| <h2 id="bring-your-own-data">Bring your own data<a class="headerlink" href="#bring-your-own-data" title="Permanent link">¶</a></h2> | |
| <p>The Data block has an <strong>adapter</strong>: it maps your column names to what MEIDNet expects. Nothing in your files is | |
| changed.</p> | |
| <div class="psteps"> | |
| <ol> | |
| <li><strong>Upload</strong> a table โ CSV, Excel (<code>.xlsx</code>) or JSON, one row per material โ with an id column, numeric property | |
| columns and the structures, either as a column of CIF text or as a zip of <code><id>.cif</code> files (select both files | |
| together). Parquet works too when <code>pyarrow</code> is installed.</li> | |
| <li><strong>Map the columns.</strong> The Studio suggests the id column, the CIF column and the numeric property columns; pick | |
| the properties you want, give each a unit (eV, eV/atom, โฆ) and optionally a label, and choose the family (and | |
| variant) your structures belong to. <em>Align to prototype</em> re-orders each structure's atoms onto the family's | |
| sites, which generation needs; raise the <em>prototype tolerance</em> if many rows are skipped as "does not match the | |
| prototype".</li> | |
| <li><strong>Check my data.</strong> Every row is parsed and checked; you see how many are usable, why the others were skipped | |
| (with examples), the distribution of each property and the elements present.</li> | |
| <li><strong>Train</strong> in the Model block: choose the number of epochs and press โถ Train. The loss and alignment curves | |
| grow while it trains; at the end the validation errors appear and <strong>every block switches to your model and | |
| your properties</strong> โ the design space is re-scored, the targets are your properties. Each property's typical | |
| error (MAE) is judged in words against the spread (standard deviation) of that property in your data โ <em>good</em> below a quarter of | |
| the spread, <em>fair</em> below half, <em>weak</em> above โ the same rule the training report uses; "matched correctly" is | |
| how often a validation structure is matched to its own properties.</li> | |
| <li>Switch between <strong>your model</strong> and the <strong>published model</strong> at any time in the Model block. <em>Start over</em> | |
| removes your upload and model from the session.</li> | |
| </ol> | |
| </div> | |
| <p>A few epochs give a rough model in a minute or two; 100โ200 epochs are typical for real work โ run | |
| <code>meidnet train</code> locally (with a GPU if you have one) and open the result with <code>meidnet studio meidnet.yaml</code>.</p> | |
| <div class="admonition note"> | |
| <p class="admonition-title">On the hosted Studio</p> | |
| <p>Each browser tab has its own private session: other visitors never see your data, model or candidates, and | |
| a session's files are deleted after an hour without activity. The shared machine allows up to 1,500 rows and | |
| 8 MB per upload, 30 training epochs, 20 atoms per cell, and two jobs (training or search) at a time across | |
| all visitors; search budgets are capped too. Run the Studio on your own computer to lift every limit.</p> | |
| </div> | |
| <h2 id="edit-the-configuration-as-text">Edit the configuration as text<a class="headerlink" href="#edit-the-configuration-as-text" title="Permanent link">¶</a></h2> | |
| <p><strong>โ Edit as text</strong> in the header opens a drawer with the <code>generation</code> section of <code>meidnet.yaml</code> exactly as the | |
| blocks have it: family, variant, excluded elements, rule overrides, extra rules, objectives, targets and search | |
| budget. Change anything and press <strong>Apply</strong> โ the blocks update and the flow chain shows what changed in each.</p> | |
| <ul> | |
| <li><strong>Validate only</strong> checks without applying. Errors name the exact setting, for example | |
| <code>steps: Input should be greater than or equal to 1</code>.</li> | |
| <li>On the hosted Studio, values above the shared limits are accepted but capped, and a note says so: | |
| <code>rounds 99 โ 6 (limit on this shared server)</code>.</li> | |
| <li>Predicted-property windows added in the Rules block appear as <code>extra_constraints</code>, so the file round-trips: | |
| apply it, download it, run it with <code>meidnet generate</code>.</li> | |
| </ul> | |
| <p><strong>โฌ Download meidnet.yaml</strong> (also in the Search block) writes the whole configuration โ rules switched off on | |
| the page are listed under <code>disabled_rules</code>, excluded elements become <code>exclude_elements</code>, changed limits become | |
| <code>overrides</code> โ so the command line reproduces exactly what the page shows. Settings the blocks do not show (for | |
| example search terms set in your own <code>meidnet.yaml</code>) are kept as they are.</p> | |
| <h2 id="explore-in-3d">Explore in 3D<a class="headerlink" href="#explore-in-3d" title="Permanent link">¶</a></h2> | |
| <p>Buttons marked ๐ง open the <strong>3D explorer</strong>: a map with one point per structure, linked to a 3D viewer โ the | |
| design space of the family, the candidates of a search, or the training data. See | |
| <a href="explore-3d.html">Explore in 3D</a>.</p> | |
| <h2 id="deep-links">Deep links<a class="headerlink" href="#deep-links" title="Permanent link">¶</a></h2> | |
| <p>Add to the address to open the page at a given place:</p> | |
| <table> | |
| <thead> | |
| <tr> | |
| <th>Address ends with</th> | |
| <th>Opens</th> | |
| </tr> | |
| </thead> | |
| <tbody> | |
| <tr> | |
| <td><code>?panel=rules</code></td> | |
| <td>the Rules block (any block: <code>data</code>, <code>model</code>, <code>family</code>, <code>rules</code>, <code>targets</code>, <code>search</code>, <code>candidates</code>)</td> | |
| </tr> | |
| <tr> | |
| <td><code>?explore=space</code></td> | |
| <td>the 3D explorer on the design space (<code>candidates</code> or <code>data</code> work too)</td> | |
| </tr> | |
| </tbody> | |
| </table> | |
| <p>Both can be combined: <code>?panel=targets&explore=space</code>.</p> | |
| <h2 id="dark-mode">Dark mode<a class="headerlink" href="#dark-mode" title="Permanent link">¶</a></h2> | |
| <p>The ๐ / โ๏ธ button in the header switches between the light and the dark theme; your browser remembers the choice.</p> | |
| <h2 id="static-copy-for-a-website">Static copy for a website<a class="headerlink" href="#static-copy-for-a-website" title="Permanent link">¶</a></h2> | |
| <div class="highlight"><pre><span></span><code>meidnet<span class="w"> </span>studio<span class="w"> </span>--export-static<span class="w"> </span>docs/studio.html | |
| </code></pre></div> | |
| <p>embeds the state and design spaces into one HTML file. Everything works without a server except uploading, | |
| training and running a new search โ useful for a plain web host. The | |
| <a href="https://babu09-meidnet.hf.space/">hosted Studio</a> is the full server instead:</p> | |
| <div class="highlight"><pre><span></span><code>meidnet<span class="w"> </span>studio<span class="w"> </span>--public<span class="w"> </span>--host<span class="w"> </span><span class="m">0</span>.0.0.0<span class="w"> </span>--port<span class="w"> </span><span class="m">7860</span><span class="w"> </span>--run-root<span class="w"> </span>/tmp/runs<span class="w"> </span>--docs-dir<span class="w"> </span>site | |
| </code></pre></div> | |
| <p><code>--public</code> gives every visitor a private session and caps the budgets so the shared machine stays responsive; | |
| <code>--docs-dir</code> also serves a built copy of this documentation at <code>/docs/</code>.</p> | |
| </article> | |
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