add acks

app/dist/_astro/index.BxklM4ay.css

@@ -1 +0,0 @@
-@import"https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,200..900;1,200..900&display=swap";.html-embed{margin:0 0 var(--block-spacing-y);z-index:var(--z-elevated);position:relative;width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%)}.html-embed__title{text-align:left;font-weight:600;font-size:.95rem;color:var(--text-color);margin:0;padding:0;padding-bottom:var(--spacing-1);position:relative;display:block;width:100%;background:var(--page-bg);z-index:var(--z-elevated)}.html-embed__card{background:var(--code-bg);border:1px solid var(--border-color);border-radius:10px;padding:12px;z-index:calc(var(--z-elevated) + 1);position:relative}.html-embed__card.is-frameless{background:transparent;border-color:transparent;padding:0}.html-embed__desc{text-align:left;font-size:.9rem;color:var(--muted-color);margin:0;padding:0;padding-top:var(--spacing-1);position:relative;z-index:var(--z-elevated);display:block;width:100%;background:var(--page-bg)}.html-embed__card svg text{fill:var(--text-color)}.html-embed__card label{color:var(--text-color)}.plotly-graph-div{width:100%;min-height:320px}@media (max-width: 768px){.plotly-graph-div{min-height:260px}}[id^=plot-]{display:flex;flex-direction:column;align-items:center;gap:15px}.plotly_caption{font-style:italic;margin-top:10px}.plotly_controls{display:flex;flex-wrap:wrap;justify-content:center;gap:30px}.plotly_input_container{display:flex;align-items:center;flex-direction:column;gap:10px}.plotly_input_container>select{padding:2px 4px;line-height:1.5em;text-align:center;border-radius:4px;font-size:12px;background-color:var(--neutral-200);outline:none;border:1px solid var(--neutral-300)}.plotly_slider{display:flex;align-items:center;gap:10px}.plotly_slider>input[type=range]{-webkit-appearance:none;-moz-appearance:none;appearance:none;height:2px;background:var(--neutral-400);border-radius:5px;outline:none}.plotly_slider>input[type=range]::-webkit-slider-thumb{-webkit-appearance:none;width:18px;height:18px;border-radius:50%;background:var(--primary-color);cursor:pointer}.plotly_slider>input[type=range]::-moz-range-thumb{width:18px;height:18px;border-radius:50%;background:var(--primary-color);cursor:pointer}.plotly_slider>span{font-size:14px;line-height:1.6em;min-width:16px}[data-theme=dark] .html-embed__card:not(.is-frameless){background:#12151b;border-color:#ffffff26}[data-theme=dark] .html-embed__card .xaxislayer-above text,[data-theme=dark] .html-embed__card .yaxislayer-above text,[data-theme=dark] .html-embed__card .infolayer text,[data-theme=dark] .html-embed__card .legend text,[data-theme=dark] .html-embed__card .annotation text,[data-theme=dark] .html-embed__card .colorbar text,[data-theme=dark] .html-embed__card .hoverlayer text{fill:#fff!important}[data-theme=dark] .html-embed__card .xaxislayer-above path,[data-theme=dark] .html-embed__card .yaxislayer-above path,[data-theme=dark] .html-embed__card .xlines-above,[data-theme=dark] .html-embed__card .ylines-above{stroke:#ffffff59!important}[data-theme=dark] .html-embed__card .gridlayer path{stroke:#ffffff26!important}[data-theme=dark] .html-embed__card .legend rect.bg{fill:#00000040!important;stroke:#fff3!important}[data-theme=dark] .html-embed__card .hoverlayer .bg{fill:#000c!important;stroke:#fff3!important}[data-theme=dark] .html-embed__card .colorbar .cbbg{fill:#00000040!important;stroke:#fff3!important}.force-light-mode{filter:invert(0);--csstools-color-scheme--light: initial;color-scheme:light;background:#fff;padding:20px;border-radius:10px}[data-theme=dark] .force-light-mode .html-embed__card{background:#fff!important;border-color:#ddd!important}[data-theme=dark] .force-light-mode *{color:#333!important}@media (max-width: 1024px){.html-embed{width:100%;margin-left:0;transform:none}}@media print{.html-embed,.html-embed__card{max-width:100%!important;width:100%!important;margin-left:0!important;margin-right:0!important}.html-embed__card{padding:6px}.html-embed__card.is-frameless{padding:0}.html-embed__card svg,.html-embed__card canvas,.html-embed__card img{max-width:100%!important;height:auto!important}.html-embed__card>div[id^=frag-]{width:100%!important}}@media print{.html-embed,.html-embed__card{-moz-column-break-inside:avoid;break-inside:avoid;page-break-inside:avoid}.html-embed,.html-embed__card{max-width:100%!important;width:100%!important}.html-embed__card{padding:6px}.html-embed__card.is-frameless{padding:0}.html-embed__card svg,.html-embed__card canvas,.html-embed__card img,.html-embed__card video,.html-embed__card iframe{max-width:100%!important;height:auto!important}.html-embed__card>div[id^=frag-]{width:100%!important;max-width:100%!important}.html-embed .d3-galaxy{width:100%!important;max-width:980px!important;margin-left:auto!important;margin-right:auto!important}}.hero[data-astro-cid-bbe6dxrz]{width:100%;padding:0;text-align:center}.hero-title[data-astro-cid-bbe6dxrz]{font-size:max(28px,min(4vw,48px));font-weight:800;line-height:1.1;max-width:100%;margin:auto}.hero-banner[data-astro-cid-bbe6dxrz]{max-width:980px;margin:0 auto}.hero-desc[data-astro-cid-bbe6dxrz]{color:var(--muted-color);font-style:italic;margin:0 0 16px}.meta[data-astro-cid-bbe6dxrz]{border-top:1px solid var(--border-color);border-bottom:1px solid var(--border-color);padding:1rem 0;font-size:.9rem}.meta-container[data-astro-cid-bbe6dxrz]{max-width:760px;display:flex;flex-direction:row;justify-content:space-between;margin:0 auto;padding:0 var(--content-padding-x);gap:8px}.meta-container[data-astro-cid-bbe6dxrz] a[data-astro-cid-bbe6dxrz]:not(.button){color:var(--primary-color);-webkit-text-decoration:underline;text-decoration:underline;text-underline-offset:2px;text-decoration-thickness:.06em;text-decoration-color:var(--link-underline);transition:text-decoration-color .15s ease-in-out}.meta-container[data-astro-cid-bbe6dxrz] a[data-astro-cid-bbe6dxrz]:hover{text-decoration-color:var(--link-underline-hover)}.meta-container[data-astro-cid-bbe6dxrz] a[data-astro-cid-bbe6dxrz].button,.meta-container[data-astro-cid-bbe6dxrz] .button[data-astro-cid-bbe6dxrz]{-webkit-text-decoration:none;text-decoration:none}.meta-container-cell[data-astro-cid-bbe6dxrz]{display:flex;flex-direction:column;gap:8px;max-width:250px}.meta-container-cell[data-astro-cid-bbe6dxrz] h3[data-astro-cid-bbe6dxrz]{margin:0;font-size:12px;font-weight:400;color:var(--muted-color);text-transform:uppercase;letter-spacing:.02em}.meta-container-cell[data-astro-cid-bbe6dxrz] p[data-astro-cid-bbe6dxrz]{margin:0}.authors[data-astro-cid-bbe6dxrz]{margin:0;list-style-type:none;padding-left:0;display:flex;flex-wrap:wrap}.authors[data-astro-cid-bbe6dxrz] li[data-astro-cid-bbe6dxrz]{white-space:nowrap;margin-right:4px}.affiliations[data-astro-cid-bbe6dxrz]{margin:0;padding-left:1.25em}.affiliations[data-astro-cid-bbe6dxrz] li[data-astro-cid-bbe6dxrz]{margin:0}header[data-astro-cid-bbe6dxrz].meta .meta-container[data-astro-cid-bbe6dxrz]{flex-wrap:wrap;row-gap:12px}@media (max-width: 768px){.meta-container-cell--affiliations[data-astro-cid-bbe6dxrz],.meta-container-cell--pdf[data-astro-cid-bbe6dxrz]{text-align:right}}@media print{.meta-container-cell--pdf[data-astro-cid-bbe6dxrz]{display:none!important}}.footer{contain:layout style;font-size:.8em;line-height:1.7em;margin-top:60px;margin-bottom:0;border-top:1px solid rgba(0,0,0,.1);color:#00000080}.footer-inner{max-width:1280px;margin:0 auto;padding:60px 16px 48px;display:grid;grid-template-columns:220px minmax(0,680px) 260px;grid-gap:32px;gap:32px;align-items:start}.citation-block,.references-block,.reuse-block,.doi-block{display:contents}.citation-block>h3,.references-block>h3,.reuse-block>h3,.doi-block>h3{grid-column:1;font-size:15px;margin:0;text-align:right;padding-right:30px}.citation-block>:not(h3),.references-block>:not(h3),.reuse-block>:not(h3),.doi-block>:not(h3){grid-column:2}.citation-block h3{margin:0 0 8px}.citation-block h4{margin:16px 0 8px;font-size:14px;text-transform:uppercase;color:var(--muted-color)}.citation-block p,.reuse-block p,.doi-block p,.footnotes ol,.footnotes ol p,.references{margin-top:0}.citation{font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,monospace;font-size:11px;line-height:15px;border-left:1px solid rgba(0,0,0,.1);border:1px solid rgba(0,0,0,.1);background:#00000005;padding:10px 18px;border-radius:3px;color:#969696;overflow:hidden;margin-top:-12px;white-space:pre-wrap;word-wrap:break-word}.citation a{color:#0009;-webkit-text-decoration:underline;text-decoration:underline}.citation.short{margin-top:-4px}.references-block h3{margin:0}.references-block ol{padding:0 0 0 15px}@media (min-width: 768px){.references-block ol{padding:0 0 0 30px;margin-left:-30px}}.references-block li{margin-bottom:1em}.references-block a{color:var(--text-color)}[data-theme=dark] .footer{border-top-color:#ffffff26;color:#c8c8c8cc}[data-theme=dark] .citation{background:#ffffff0a;border-color:#ffffff26;color:#c8c8c8}[data-theme=dark] .citation a{color:#ffffffbf}.footer a{color:var(--primary-color);border-bottom:1px solid var(--link-underline);-webkit-text-decoration:none;text-decoration:none}.footer a:hover{color:var(--primary-color-hover);border-bottom-color:var(--link-underline-hover)}[data-theme=dark] .footer a{color:var(--primary-color)}#theme-toggle[data-astro-cid-x3pjskd3]{display:inline-flex;align-items:center;gap:8px;border:none;background:transparent;padding:6px 10px;border-radius:8px;cursor:pointer;color:var(--text-color)!important}#theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3].dark,[data-astro-cid-x3pjskd3][data-theme=dark] #theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3].light{display:none}[data-astro-cid-x3pjskd3][data-theme=dark] #theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3].dark{display:inline}#theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3]{filter:none!important}.table-of-contents{position:sticky;top:32px;margin-top:12px}.table-of-contents nav{border-left:1px solid var(--border-color);padding-left:16px;font-size:13px}.table-of-contents .title{font-weight:600;font-size:14px;margin-bottom:8px}.table-of-contents nav ul{margin:0 0 6px;padding-left:1em}.table-of-contents nav li{list-style:none;margin:.25em 0}.table-of-contents nav a,.table-of-contents nav a:link,.table-of-contents nav a:visited{color:var(--text-color);-webkit-text-decoration:none;text-decoration:none;border-bottom:none}.table-of-contents nav>ul>li>a{font-weight:700}.table-of-contents nav a:hover{-webkit-text-decoration:underline solid var(--muted-color);text-decoration:underline solid var(--muted-color)}.table-of-contents nav a.active{-webkit-text-decoration:underline;text-decoration:underline}.table-of-contents-mobile{display:none;margin:8px 0 16px}.table-of-contents-mobile>summary{cursor:pointer;list-style:none;padding:var(--spacing-3) var(--spacing-4);border:1px solid var(--border-color);border-radius:8px;color:var(--text-color);font-weight:600;position:relative}.table-of-contents-mobile[open]>summary{border-bottom-left-radius:0;border-bottom-right-radius:0}.table-of-contents-mobile>summary:after{content:"";position:absolute;right:var(--spacing-4);top:50%;width:8px;height:8px;border-right:2px solid currentColor;border-bottom:2px solid currentColor;transform:translateY(-70%) rotate(45deg);transition:transform .15s ease;opacity:.7}.table-of-contents-mobile[open]>summary:after{transform:translateY(-30%) rotate(-135deg)}.table-of-contents-mobile nav{border-left:none;padding:10px 12px;font-size:14px;border:1px solid var(--border-color);border-top:none;border-bottom-left-radius:8px;border-bottom-right-radius:8px}.table-of-contents-mobile nav ul{margin:0 0 6px;padding-left:1em}.table-of-contents-mobile nav li{list-style:none;margin:.25em 0}.table-of-contents-mobile nav a,.table-of-contents-mobile nav a:link,.table-of-contents-mobile nav a:visited{color:var(--text-color);-webkit-text-decoration:none;text-decoration:none;border-bottom:none}.table-of-contents-mobile nav>ul>li>a{font-weight:700}.table-of-contents-mobile nav a:hover{-webkit-text-decoration:underline solid var(--muted-color);text-decoration:underline solid var(--muted-color)}.table-of-contents-mobile nav a.active{-webkit-text-decoration:underline;text-decoration:underline}@font-face{font-family:KaTeX_AMS;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_AMS-Regular.BQhdFMY1.woff2) format("woff2"),url(/_astro/KaTeX_AMS-Regular.DMm9YOAa.woff) format("woff"),url(/_astro/KaTeX_AMS-Regular.DRggAlZN.ttf) format("truetype")}@font-face{font-family:KaTeX_Caligraphic;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_Caligraphic-Bold.Dq_IR9rO.woff2) format("woff2"),url(/_astro/KaTeX_Caligraphic-Bold.BEiXGLvX.woff) format("woff"),url(/_astro/KaTeX_Caligraphic-Bold.ATXxdsX0.ttf) format("truetype")}@font-face{font-family:KaTeX_Caligraphic;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Caligraphic-Regular.Di6jR-x-.woff2) format("woff2"),url(/_astro/KaTeX_Caligraphic-Regular.CTRA-rTL.woff) format("woff"),url(/_astro/KaTeX_Caligraphic-Regular.wX97UBjC.ttf) format("truetype")}@font-face{font-family:KaTeX_Fraktur;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_Fraktur-Bold.CL6g_b3V.woff2) format("woff2"),url(/_astro/KaTeX_Fraktur-Bold.BsDP51OF.woff) format("woff"),url(/_astro/KaTeX_Fraktur-Bold.BdnERNNW.ttf) format("truetype")}@font-face{font-family:KaTeX_Fraktur;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Fraktur-Regular.CTYiF6lA.woff2) format("woff2"),url(/_astro/KaTeX_Fraktur-Regular.Dxdc4cR9.woff) format("woff"),url(/_astro/KaTeX_Fraktur-Regular.CB_wures.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_Main-Bold.Cx986IdX.woff2) format("woff2"),url(/_astro/KaTeX_Main-Bold.Jm3AIy58.woff) format("woff"),url(/_astro/KaTeX_Main-Bold.waoOVXN0.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:italic;font-weight:700;src:url(/_astro/KaTeX_Main-BoldItalic.DxDJ3AOS.woff2) format("woff2"),url(/_astro/KaTeX_Main-BoldItalic.SpSLRI95.woff) format("woff"),url(/_astro/KaTeX_Main-BoldItalic.DzxPMmG6.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:italic;font-weight:400;src:url(/_astro/KaTeX_Main-Italic.NWA7e6Wa.woff2) format("woff2"),url(/_astro/KaTeX_Main-Italic.BMLOBm91.woff) format("woff"),url(/_astro/KaTeX_Main-Italic.3WenGoN9.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Main-Regular.B22Nviop.woff2) format("woff2"),url(/_astro/KaTeX_Main-Regular.Dr94JaBh.woff) format("woff"),url(/_astro/KaTeX_Main-Regular.ypZvNtVU.ttf) format("truetype")}@font-face{font-family:KaTeX_Math;font-style:italic;font-weight:700;src:url(/_astro/KaTeX_Math-BoldItalic.CZnvNsCZ.woff2) format("woff2"),url(/_astro/KaTeX_Math-BoldItalic.iY-2wyZ7.woff) format("woff"),url(/_astro/KaTeX_Math-BoldItalic.B3XSjfu4.ttf) format("truetype")}@font-face{font-family:KaTeX_Math;font-style:italic;font-weight:400;src:url(/_astro/KaTeX_Math-Italic.t53AETM-.woff2) format("woff2"),url(/_astro/KaTeX_Math-Italic.DA0__PXp.woff) format("woff"),url(/_astro/KaTeX_Math-Italic.flOr_0UB.ttf) format("truetype")}@font-face{font-family:KaTeX_SansSerif;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_SansSerif-Bold.D1sUS0GD.woff2) format("woff2"),url(/_astro/KaTeX_SansSerif-Bold.DbIhKOiC.woff) format("woff"),url(/_astro/KaTeX_SansSerif-Bold.CFMepnvq.ttf) format("truetype")}@font-face{font-family:KaTeX_SansSerif;font-style:italic;font-weight:400;src:url(/_astro/KaTeX_SansSerif-Italic.C3H0VqGB.woff2) format("woff2"),url(/_astro/KaTeX_SansSerif-Italic.DN2j7dab.woff) format("woff"),url(/_astro/KaTeX_SansSerif-Italic.YYjJ1zSn.ttf) format("truetype")}@font-face{font-family:KaTeX_SansSerif;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_SansSerif-Regular.DDBCnlJ7.woff2) format("woff2"),url(/_astro/KaTeX_SansSerif-Regular.CS6fqUqJ.woff) format("woff"),url(/_astro/KaTeX_SansSerif-Regular.BNo7hRIc.ttf) format("truetype")}@font-face{font-family:KaTeX_Script;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Script-Regular.D3wIWfF6.woff2) format("woff2"),url(/_astro/KaTeX_Script-Regular.D5yQViql.woff) format("woff"),url(/_astro/KaTeX_Script-Regular.C5JkGWo-.ttf) format("truetype")}@font-face{font-family:KaTeX_Size1;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Size1-Regular.mCD8mA8B.woff2) format("woff2"),url(/_astro/KaTeX_Size1-Regular.C195tn64.woff) format("woff"),url(/_astro/KaTeX_Size1-Regular.Dbsnue_I.ttf) format("truetype")}@font-face{font-family:KaTeX_Size2;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Size2-Regular.Dy4dx90m.woff2) format("woff2"),url(/_astro/KaTeX_Size2-Regular.oD1tc_U0.woff) format("woff"),url(/_astro/KaTeX_Size2-Regular.B7gKUWhC.ttf) format("truetype")}@font-face{font-family:KaTeX_Size3;font-style:normal;font-weight:400;src:url(data:font/woff2;base64,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) format("woff2"),url(/_astro/KaTeX_Size3-Regular.CTq5MqoE.woff) format("woff"),url(/_astro/KaTeX_Size3-Regular.DgpXs0kz.ttf) format("truetype")}@font-face{font-family:KaTeX_Size4;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Size4-Regular.Dl5lxZxV.woff2) format("woff2"),url(/_astro/KaTeX_Size4-Regular.BF-4gkZK.woff) format("woff"),url(/_astro/KaTeX_Size4-Regular.DWFBv043.ttf) format("truetype")}@font-face{font-family:KaTeX_Typewriter;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Typewriter-Regular.CO6r4hn1.woff2) format("woff2"),url(/_astro/KaTeX_Typewriter-Regular.C0xS9mPB.woff) format("woff"),url(/_astro/KaTeX_Typewriter-Regular.D3Ib7_Hf.ttf) format("truetype")}.katex{font: 1.21em KaTeX_Main,Times New Roman,serif;line-height:1.2;text-indent:0;text-rendering:auto}.katex *{-ms-high-contrast-adjust:none!important;border-color:currentColor}.katex .katex-version:after{content:"0.16.22"}.katex .katex-mathml{clip:rect(1px,1px,1px,1px);border:0;height:1px;overflow:hidden;padding:0;position:absolute;width:1px}.katex .katex-html>.newline{display:block}.katex .base{position:relative;white-space:nowrap;width:-moz-min-content;width:min-content}.katex .base,.katex .strut{display:inline-block}.katex .textbf{font-weight:700}.katex .textit{font-style:italic}.katex .textrm{font-family:KaTeX_Main}.katex .textsf{font-family:KaTeX_SansSerif}.katex .texttt{font-family:KaTeX_Typewriter}.katex .mathnormal{font-family:KaTeX_Math;font-style:italic}.katex .mathit{font-family:KaTeX_Main;font-style:italic}.katex .mathrm{font-style:normal}.katex .mathbf{font-family:KaTeX_Main;font-weight:700}.katex .boldsymbol{font-family:KaTeX_Math;font-style:italic;font-weight:700}.katex .amsrm,.katex .mathbb,.katex .textbb{font-family:KaTeX_AMS}.katex .mathcal{font-family:KaTeX_Caligraphic}.katex .mathfrak,.katex .textfrak{font-family:KaTeX_Fraktur}.katex .mathboldfrak,.katex .textboldfrak{font-family:KaTeX_Fraktur;font-weight:700}.katex .mathtt{font-family:KaTeX_Typewriter}.katex .mathscr,.katex .textscr{font-family:KaTeX_Script}.katex .mathsf,.katex .textsf{font-family:KaTeX_SansSerif}.katex .mathboldsf,.katex .textboldsf{font-family:KaTeX_SansSerif;font-weight:700}.katex .mathitsf,.katex .mathsfit,.katex .textitsf{font-family:KaTeX_SansSerif;font-style:italic}.katex .mainrm{font-family:KaTeX_Main;font-style:normal}.katex .vlist-t{border-collapse:collapse;display:inline-table;table-layout:fixed}.katex .vlist-r{display:table-row}.katex .vlist{display:table-cell;position:relative;vertical-align:bottom}.katex .vlist>span{display:block;height:0;position:relative}.katex .vlist>span>span{display:inline-block}.katex .vlist>span>.pstrut{overflow:hidden;width:0}.katex .vlist-t2{margin-right:-2px}.katex .vlist-s{display:table-cell;font-size:1px;min-width:2px;vertical-align:bottom;width:2px}.katex .vbox{align-items:baseline;display:inline-flex;flex-direction:column}.katex .hbox{width:100%}.katex .hbox,.katex .thinbox{display:inline-flex;flex-direction:row}.katex .thinbox{max-width:0;width:0}.katex .msupsub{text-align:left}.katex .mfrac>span>span{text-align:center}.katex .mfrac .frac-line{border-bottom-style:solid;display:inline-block;width:100%}.katex .hdashline,.katex .hline,.katex .mfrac .frac-line,.katex .overline .overline-line,.katex .rule,.katex .underline .underline-line{min-height:1px}.katex .mspace{display:inline-block}.katex .clap,.katex .llap,.katex .rlap{position:relative;width:0}.katex .clap>.inner,.katex .llap>.inner,.katex .rlap>.inner{position:absolute}.katex .clap>.fix,.katex .llap>.fix,.katex .rlap>.fix{display:inline-block}.katex .llap>.inner{right:0}.katex .clap>.inner,.katex .rlap>.inner{left:0}.katex .clap>.inner>span{margin-left:-50%;margin-right:50%}.katex .rule{border:0 solid;display:inline-block;position:relative}.katex .hline,.katex .overline .overline-line,.katex .underline .underline-line{border-bottom-style:solid;display:inline-block;width:100%}.katex .hdashline{border-bottom-style:dashed;display:inline-block;width:100%}.katex .sqrt>.root{margin-left:.2777777778em;margin-right:-.5555555556em}.katex .fontsize-ensurer.reset-size1.size1,.katex .sizing.reset-size1.size1{font-size:1em}.katex .fontsize-ensurer.reset-size1.size2,.katex .sizing.reset-size1.size2{font-size:1.2em}.katex .fontsize-ensurer.reset-size1.size3,.katex .sizing.reset-size1.size3{font-size:1.4em}.katex .fontsize-ensurer.reset-size1.size4,.katex .sizing.reset-size1.size4{font-size:1.6em}.katex .fontsize-ensurer.reset-size1.size5,.katex .sizing.reset-size1.size5{font-size:1.8em}.katex .fontsize-ensurer.reset-size1.size6,.katex .sizing.reset-size1.size6{font-size:2em}.katex .fontsize-ensurer.reset-size1.size7,.katex .sizing.reset-size1.size7{font-size:2.4em}.katex .fontsize-ensurer.reset-size1.size8,.katex .sizing.reset-size1.size8{font-size:2.88em}.katex .fontsize-ensurer.reset-size1.size9,.katex .sizing.reset-size1.size9{font-size:3.456em}.katex .fontsize-ensurer.reset-size1.size10,.katex .sizing.reset-size1.size10{font-size:4.148em}.katex .fontsize-ensurer.reset-size1.size11,.katex .sizing.reset-size1.size11{font-size:4.976em}.katex .fontsize-ensurer.reset-size2.size1,.katex .sizing.reset-size2.size1{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size2.size2,.katex .sizing.reset-size2.size2{font-size:1em}.katex .fontsize-ensurer.reset-size2.size3,.katex .sizing.reset-size2.size3{font-size:1.1666666667em}.katex .fontsize-ensurer.reset-size2.size4,.katex .sizing.reset-size2.size4{font-size:1.3333333333em}.katex .fontsize-ensurer.reset-size2.size5,.katex .sizing.reset-size2.size5{font-size:1.5em}.katex .fontsize-ensurer.reset-size2.size6,.katex .sizing.reset-size2.size6{font-size:1.6666666667em}.katex .fontsize-ensurer.reset-size2.size7,.katex .sizing.reset-size2.size7{font-size:2em}.katex .fontsize-ensurer.reset-size2.size8,.katex .sizing.reset-size2.size8{font-size:2.4em}.katex .fontsize-ensurer.reset-size2.size9,.katex .sizing.reset-size2.size9{font-size:2.88em}.katex .fontsize-ensurer.reset-size2.size10,.katex .sizing.reset-size2.size10{font-size:3.4566666667em}.katex .fontsize-ensurer.reset-size2.size11,.katex .sizing.reset-size2.size11{font-size:4.1466666667em}.katex .fontsize-ensurer.reset-size3.size1,.katex .sizing.reset-size3.size1{font-size:.7142857143em}.katex .fontsize-ensurer.reset-size3.size2,.katex .sizing.reset-size3.size2{font-size:.8571428571em}.katex .fontsize-ensurer.reset-size3.size3,.katex .sizing.reset-size3.size3{font-size:1em}.katex .fontsize-ensurer.reset-size3.size4,.katex .sizing.reset-size3.size4{font-size:1.1428571429em}.katex .fontsize-ensurer.reset-size3.size5,.katex .sizing.reset-size3.size5{font-size:1.2857142857em}.katex .fontsize-ensurer.reset-size3.size6,.katex .sizing.reset-size3.size6{font-size:1.4285714286em}.katex .fontsize-ensurer.reset-size3.size7,.katex .sizing.reset-size3.size7{font-size:1.7142857143em}.katex .fontsize-ensurer.reset-size3.size8,.katex .sizing.reset-size3.size8{font-size:2.0571428571em}.katex .fontsize-ensurer.reset-size3.size9,.katex .sizing.reset-size3.size9{font-size:2.4685714286em}.katex .fontsize-ensurer.reset-size3.size10,.katex .sizing.reset-size3.size10{font-size:2.9628571429em}.katex .fontsize-ensurer.reset-size3.size11,.katex .sizing.reset-size3.size11{font-size:3.5542857143em}.katex .fontsize-ensurer.reset-size4.size1,.katex .sizing.reset-size4.size1{font-size:.625em}.katex .fontsize-ensurer.reset-size4.size2,.katex .sizing.reset-size4.size2{font-size:.75em}.katex .fontsize-ensurer.reset-size4.size3,.katex .sizing.reset-size4.size3{font-size:.875em}.katex .fontsize-ensurer.reset-size4.size4,.katex .sizing.reset-size4.size4{font-size:1em}.katex .fontsize-ensurer.reset-size4.size5,.katex .sizing.reset-size4.size5{font-size:1.125em}.katex .fontsize-ensurer.reset-size4.size6,.katex .sizing.reset-size4.size6{font-size:1.25em}.katex .fontsize-ensurer.reset-size4.size7,.katex .sizing.reset-size4.size7{font-size:1.5em}.katex .fontsize-ensurer.reset-size4.size8,.katex .sizing.reset-size4.size8{font-size:1.8em}.katex .fontsize-ensurer.reset-size4.size9,.katex .sizing.reset-size4.size9{font-size:2.16em}.katex .fontsize-ensurer.reset-size4.size10,.katex .sizing.reset-size4.size10{font-size:2.5925em}.katex .fontsize-ensurer.reset-size4.size11,.katex .sizing.reset-size4.size11{font-size:3.11em}.katex .fontsize-ensurer.reset-size5.size1,.katex .sizing.reset-size5.size1{font-size:.5555555556em}.katex .fontsize-ensurer.reset-size5.size2,.katex .sizing.reset-size5.size2{font-size:.6666666667em}.katex .fontsize-ensurer.reset-size5.size3,.katex .sizing.reset-size5.size3{font-size:.7777777778em}.katex .fontsize-ensurer.reset-size5.size4,.katex .sizing.reset-size5.size4{font-size:.8888888889em}.katex .fontsize-ensurer.reset-size5.size5,.katex .sizing.reset-size5.size5{font-size:1em}.katex .fontsize-ensurer.reset-size5.size6,.katex .sizing.reset-size5.size6{font-size:1.1111111111em}.katex .fontsize-ensurer.reset-size5.size7,.katex .sizing.reset-size5.size7{font-size:1.3333333333em}.katex .fontsize-ensurer.reset-size5.size8,.katex .sizing.reset-size5.size8{font-size:1.6em}.katex .fontsize-ensurer.reset-size5.size9,.katex .sizing.reset-size5.size9{font-size:1.92em}.katex .fontsize-ensurer.reset-size5.size10,.katex .sizing.reset-size5.size10{font-size:2.3044444444em}.katex .fontsize-ensurer.reset-size5.size11,.katex .sizing.reset-size5.size11{font-size:2.7644444444em}.katex .fontsize-ensurer.reset-size6.size1,.katex .sizing.reset-size6.size1{font-size:.5em}.katex .fontsize-ensurer.reset-size6.size2,.katex .sizing.reset-size6.size2{font-size:.6em}.katex .fontsize-ensurer.reset-size6.size3,.katex .sizing.reset-size6.size3{font-size:.7em}.katex .fontsize-ensurer.reset-size6.size4,.katex .sizing.reset-size6.size4{font-size:.8em}.katex .fontsize-ensurer.reset-size6.size5,.katex .sizing.reset-size6.size5{font-size:.9em}.katex .fontsize-ensurer.reset-size6.size6,.katex .sizing.reset-size6.size6{font-size:1em}.katex .fontsize-ensurer.reset-size6.size7,.katex .sizing.reset-size6.size7{font-size:1.2em}.katex .fontsize-ensurer.reset-size6.size8,.katex .sizing.reset-size6.size8{font-size:1.44em}.katex .fontsize-ensurer.reset-size6.size9,.katex .sizing.reset-size6.size9{font-size:1.728em}.katex .fontsize-ensurer.reset-size6.size10,.katex .sizing.reset-size6.size10{font-size:2.074em}.katex .fontsize-ensurer.reset-size6.size11,.katex .sizing.reset-size6.size11{font-size:2.488em}.katex .fontsize-ensurer.reset-size7.size1,.katex .sizing.reset-size7.size1{font-size:.4166666667em}.katex .fontsize-ensurer.reset-size7.size2,.katex .sizing.reset-size7.size2{font-size:.5em}.katex .fontsize-ensurer.reset-size7.size3,.katex .sizing.reset-size7.size3{font-size:.5833333333em}.katex .fontsize-ensurer.reset-size7.size4,.katex .sizing.reset-size7.size4{font-size:.6666666667em}.katex .fontsize-ensurer.reset-size7.size5,.katex .sizing.reset-size7.size5{font-size:.75em}.katex .fontsize-ensurer.reset-size7.size6,.katex .sizing.reset-size7.size6{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size7.size7,.katex .sizing.reset-size7.size7{font-size:1em}.katex .fontsize-ensurer.reset-size7.size8,.katex .sizing.reset-size7.size8{font-size:1.2em}.katex .fontsize-ensurer.reset-size7.size9,.katex .sizing.reset-size7.size9{font-size:1.44em}.katex .fontsize-ensurer.reset-size7.size10,.katex .sizing.reset-size7.size10{font-size:1.7283333333em}.katex .fontsize-ensurer.reset-size7.size11,.katex .sizing.reset-size7.size11{font-size:2.0733333333em}.katex .fontsize-ensurer.reset-size8.size1,.katex .sizing.reset-size8.size1{font-size:.3472222222em}.katex .fontsize-ensurer.reset-size8.size2,.katex .sizing.reset-size8.size2{font-size:.4166666667em}.katex .fontsize-ensurer.reset-size8.size3,.katex .sizing.reset-size8.size3{font-size:.4861111111em}.katex .fontsize-ensurer.reset-size8.size4,.katex .sizing.reset-size8.size4{font-size:.5555555556em}.katex .fontsize-ensurer.reset-size8.size5,.katex .sizing.reset-size8.size5{font-size:.625em}.katex .fontsize-ensurer.reset-size8.size6,.katex .sizing.reset-size8.size6{font-size:.6944444444em}.katex .fontsize-ensurer.reset-size8.size7,.katex .sizing.reset-size8.size7{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size8.size8,.katex .sizing.reset-size8.size8{font-size:1em}.katex .fontsize-ensurer.reset-size8.size9,.katex .sizing.reset-size8.size9{font-size:1.2em}.katex .fontsize-ensurer.reset-size8.size10,.katex .sizing.reset-size8.size10{font-size:1.4402777778em}.katex .fontsize-ensurer.reset-size8.size11,.katex .sizing.reset-size8.size11{font-size:1.7277777778em}.katex .fontsize-ensurer.reset-size9.size1,.katex .sizing.reset-size9.size1{font-size:.2893518519em}.katex .fontsize-ensurer.reset-size9.size2,.katex .sizing.reset-size9.size2{font-size:.3472222222em}.katex .fontsize-ensurer.reset-size9.size3,.katex .sizing.reset-size9.size3{font-size:.4050925926em}.katex .fontsize-ensurer.reset-size9.size4,.katex .sizing.reset-size9.size4{font-size:.462962963em}.katex .fontsize-ensurer.reset-size9.size5,.katex .sizing.reset-size9.size5{font-size:.5208333333em}.katex .fontsize-ensurer.reset-size9.size6,.katex .sizing.reset-size9.size6{font-size:.5787037037em}.katex .fontsize-ensurer.reset-size9.size7,.katex .sizing.reset-size9.size7{font-size:.6944444444em}.katex .fontsize-ensurer.reset-size9.size8,.katex .sizing.reset-size9.size8{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size9.size9,.katex .sizing.reset-size9.size9{font-size:1em}.katex .fontsize-ensurer.reset-size9.size10,.katex .sizing.reset-size9.size10{font-size:1.2002314815em}.katex .fontsize-ensurer.reset-size9.size11,.katex .sizing.reset-size9.size11{font-size:1.4398148148em}.katex .fontsize-ensurer.reset-size10.size1,.katex .sizing.reset-size10.size1{font-size:.2410800386em}.katex .fontsize-ensurer.reset-size10.size2,.katex .sizing.reset-size10.size2{font-size:.2892960463em}.katex .fontsize-ensurer.reset-size10.size3,.katex .sizing.reset-size10.size3{font-size:.337512054em}.katex .fontsize-ensurer.reset-size10.size4,.katex .sizing.reset-size10.size4{font-size:.3857280617em}.katex .fontsize-ensurer.reset-size10.size5,.katex .sizing.reset-size10.size5{font-size:.4339440694em}.katex .fontsize-ensurer.reset-size10.size6,.katex .sizing.reset-size10.size6{font-size:.4821600771em}.katex .fontsize-ensurer.reset-size10.size7,.katex .sizing.reset-size10.size7{font-size:.5785920926em}.katex .fontsize-ensurer.reset-size10.size8,.katex .sizing.reset-size10.size8{font-size:.6943105111em}.katex .fontsize-ensurer.reset-size10.size9,.katex .sizing.reset-size10.size9{font-size:.8331726133em}.katex .fontsize-ensurer.reset-size10.size10,.katex .sizing.reset-size10.size10{font-size:1em}.katex .fontsize-ensurer.reset-size10.size11,.katex .sizing.reset-size10.size11{font-size:1.1996142719em}.katex .fontsize-ensurer.reset-size11.size1,.katex .sizing.reset-size11.size1{font-size:.2009646302em}.katex .fontsize-ensurer.reset-size11.size2,.katex .sizing.reset-size11.size2{font-size:.2411575563em}.katex .fontsize-ensurer.reset-size11.size3,.katex .sizing.reset-size11.size3{font-size:.2813504823em}.katex .fontsize-ensurer.reset-size11.size4,.katex .sizing.reset-size11.size4{font-size:.3215434084em}.katex .fontsize-ensurer.reset-size11.size5,.katex .sizing.reset-size11.size5{font-size:.3617363344em}.katex .fontsize-ensurer.reset-size11.size6,.katex .sizing.reset-size11.size6{font-size:.4019292605em}.katex .fontsize-ensurer.reset-size11.size7,.katex .sizing.reset-size11.size7{font-size:.4823151125em}.katex .fontsize-ensurer.reset-size11.size8,.katex .sizing.reset-size11.size8{font-size:.578778135em}.katex .fontsize-ensurer.reset-size11.size9,.katex .sizing.reset-size11.size9{font-size:.6945337621em}.katex .fontsize-ensurer.reset-size11.size10,.katex .sizing.reset-size11.size10{font-size:.8336012862em}.katex .fontsize-ensurer.reset-size11.size11,.katex .sizing.reset-size11.size11{font-size:1em}.katex .delimsizing.size1{font-family:KaTeX_Size1}.katex .delimsizing.size2{font-family:KaTeX_Size2}.katex .delimsizing.size3{font-family:KaTeX_Size3}.katex .delimsizing.size4{font-family:KaTeX_Size4}.katex .delimsizing.mult .delim-size1>span{font-family:KaTeX_Size1}.katex .delimsizing.mult .delim-size4>span{font-family:KaTeX_Size4}.katex .nulldelimiter{display:inline-block;width:.12em}.katex .delimcenter,.katex .op-symbol{position:relative}.katex .op-symbol.small-op{font-family:KaTeX_Size1}.katex .op-symbol.large-op{font-family:KaTeX_Size2}.katex .accent>.vlist-t,.katex .op-limits>.vlist-t{text-align:center}.katex .accent .accent-body{position:relative}.katex .accent .accent-body:not(.accent-full){width:0}.katex .overlay{display:block}.katex .mtable .vertical-separator{display:inline-block;min-width:1px}.katex .mtable .arraycolsep{display:inline-block}.katex .mtable .col-align-c>.vlist-t{text-align:center}.katex .mtable .col-align-l>.vlist-t{text-align:left}.katex .mtable .col-align-r>.vlist-t{text-align:right}.katex .svg-align{text-align:left}.katex svg{fill:currentColor;stroke:currentColor;fill-rule:nonzero;fill-opacity:1;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;display:block;height:inherit;position:absolute;width:100%}.katex svg path{stroke:none}.katex img{border-style:none;max-height:none;max-width:none;min-height:0;min-width:0}.katex .stretchy{display:block;overflow:hidden;position:relative;width:100%}.katex .stretchy:after,.katex .stretchy:before{content:""}.katex .hide-tail{overflow:hidden;position:relative;width:100%}.katex .halfarrow-left{left:0;overflow:hidden;position:absolute;width:50.2%}.katex .halfarrow-right{overflow:hidden;position:absolute;right:0;width:50.2%}.katex .brace-left{left:0;overflow:hidden;position:absolute;width:25.1%}.katex .brace-center{left:25%;overflow:hidden;position:absolute;width:50%}.katex .brace-right{overflow:hidden;position:absolute;right:0;width:25.1%}.katex .x-arrow-pad{padding:0 .5em}.katex .cd-arrow-pad{padding:0 .55556em 0 .27778em}.katex .mover,.katex .munder,.katex .x-arrow{text-align:center}.katex .boxpad{padding:0 .3em}.katex .fbox,.katex .fcolorbox{border:.04em solid;box-sizing:border-box}.katex .cancel-pad{padding:0 .2em}.katex .cancel-lap{margin-left:-.2em;margin-right:-.2em}.katex .sout{border-bottom-style:solid;border-bottom-width:.08em}.katex .angl{border-right:.049em solid;border-top:.049em solid;box-sizing:border-box;margin-right:.03889em}.katex .anglpad{padding:0 .03889em}.katex .eqn-num:before{content:"(" counter(katexEqnNo) ")";counter-increment:katexEqnNo}.katex .mml-eqn-num:before{content:"(" counter(mmlEqnNo) ")";counter-increment:mmlEqnNo}.katex .mtr-glue{width:50%}.katex .cd-vert-arrow{display:inline-block;position:relative}.katex .cd-label-left{display:inline-block;position:absolute;right:calc(50% + .3em);text-align:left}.katex .cd-label-right{display:inline-block;left:calc(50% + .3em);position:absolute;text-align:right}.katex-display{display:block;margin:1em 0;text-align:center}.katex-display>.katex{display:block;text-align:center;white-space:nowrap}.katex-display>.katex>.katex-html{display:block;position:relative}.katex-display>.katex>.katex-html>.tag{position:absolute;right:0}.katex-display.leqno>.katex>.katex-html>.tag{left:0;right:auto}.katex-display.fleqn>.katex{padding-left:2em;text-align:left}body{counter-reset:katexEqnNo mmlEqnNo}:root{--neutral-600: rgb(107, 114, 128);--neutral-400: rgb(185, 185, 185);--neutral-300: rgb(228, 228, 228);--neutral-200: rgb(245, 245, 245);--default-font-family: Source Sans Pro, ui-sans-serif, system-ui, -apple-system, Segoe UI, Roboto, Ubuntu, Cantarell, Noto Sans, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";--primary-base: rgb(222, 144, 202);--primary-color: var(--primary-base);--primary-color-hover: oklch(from var(--primary-color) calc(l - .05) c h);--primary-color-active: oklch(from var(--primary-color) calc(l - .1) c h);--on-primary: #ffffff;--page-bg: #ffffff;--text-color: rgba(0, 0, 0, .85);--transparent-page-contrast: rgba(255, 255, 255, .85);--muted-color: rgba(0, 0, 0, .6);--border-color: rgba(0, 0, 0, .1);--surface-bg: #fafafa;--code-bg: #f6f8fa;--link-underline: var(--primary-color);--link-underline-hover: var(--primary-color-hover);--spacing-1: 8px;--spacing-2: 12px;--spacing-3: 16px;--spacing-4: 24px;--spacing-5: 32px;--spacing-6: 40px;--spacing-7: 48px;--spacing-8: 56px;--spacing-9: 64px;--spacing-10: 72px;--content-padding-x: 16px;--block-spacing-y: var(--spacing-4);--palette-count: 8;--button-radius: 6px;--button-padding-x: 12px;--button-padding-y: 8px;--button-font-size: 14px;--button-icon-padding: 8px;--button-big-padding-x: 16px;--button-big-padding-y: 12px;--button-big-font-size: 16px;--button-big-icon-padding: 12px;--table-border-radius: 8px;--table-header-bg: oklch(from var(--surface-bg) calc(l - .02) c h);--table-row-odd-bg: oklch(from var(--surface-bg) calc(l - .01) c h);--z-base: 0;--z-content: 1;--z-elevated: 10;--z-overlay: 1000;--z-modal: 1100;--z-tooltip: 1200;--axis-color: var(--muted-color);--tick-color: var(--text-color);--grid-color: rgba(0, 0, 0, .08)}[data-theme=dark]{--page-bg: #0f1115;--text-color: rgba(255, 255, 255, .9);--muted-color: rgba(255, 255, 255, .7);--border-color: rgba(255, 255, 255, .15);--surface-bg: #12151b;--code-bg: #12151b;--transparent-page-contrast: rgba(0, 0, 0, .85);--axis-color: var(--muted-color);--tick-color: var(--muted-color);--grid-color: rgba(255, 255, 255, .1);--primary-color-hover: oklch(from var(--primary-color) calc(l - .05) c h);--primary-color-active: oklch(from var(--primary-color) calc(l - .1) c h);--on-primary: #0f1115;--csstools-color-scheme--light: ;color-scheme:dark}html{box-sizing:border-box;background:#fff;background:var(--page-bg);color:#000000d9;color:var(--text-color)}*,*:before,*:after{box-sizing:inherit}body{margin:0;font-family:Source Sans Pro,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-family:var(--default-font-family);background:#fff;background:var(--page-bg);color:#000000d9;color:var(--text-color)}audio{display:block;width:100%}img,picture{max-width:100%;height:auto;display:block;position:relative;z-index:10;z-index:var(--z-elevated)}html{font-size:16px;line-height:1.6}.content-grid main{color:#000000d9;color:var(--text-color)}.content-grid main p{margin:0 0 16px;margin:0 0 var(--spacing-3)}.content-grid main h2{font-weight:600;font-size:max(22px,min(2.6vw,32px));line-height:1.2;margin:72px 0 32px;margin:var(--spacing-10) 0 var(--spacing-5);padding-bottom:12px;padding-bottom:var(--spacing-2);border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color)}.content-grid main h3{font-weight:700;font-size:max(18px,min(2.1vw,22px));line-height:1.25;margin:56px 0 24px;margin:var(--spacing-8) 0 var(--spacing-4)}.content-grid main h4{font-weight:600;text-transform:uppercase;font-size:14px;line-height:1.2;margin:56px 0 24px;margin:var(--spacing-8) 0 var(--spacing-4)}.content-grid main a{color:#de90ca;color:var(--primary-color);-webkit-text-decoration:none;text-decoration:none;background:var(--sufrace-bg);border-bottom:1px solid rgba(222,144,202,.4)}@supports (color: color-mix(in lch,red,blue)){.content-grid main a{border-bottom:1px solid color-mix(in srgb,var(--primary-color, #007AFF) 40%,transparent)}}.content-grid main a:hover{color:#ce80ba;color:var(--primary-color-hover);border-bottom:1px solid rgba(222,144,202,.4)}@supports (color: color-mix(in lch,red,blue)){.content-grid main a:hover{border-bottom:1px solid color-mix(in srgb,var(--primary-color, #007AFF) 40%,transparent)}}.content-grid main h2 a,.content-grid main h3 a,.content-grid main h4 a,.content-grid main h5 a,.content-grid main h6 a{color:inherit;border-bottom:none;-webkit-text-decoration:none;text-decoration:none}.content-grid main h2 a:hover,.content-grid main h3 a:hover,.content-grid main h4 a:hover,.content-grid main h5 a:hover,.content-grid main h6 a:hover{color:inherit;border-bottom:none;-webkit-text-decoration:none;text-decoration:none}.content-grid main ul,.content-grid main ol{padding-left:24px;margin:0 0 16px;margin:0 0 var(--spacing-3)}.content-grid main li{margin-bottom:12px;margin-bottom:var(--spacing-2)}.content-grid main li:last-child{margin-bottom:0}.content-grid main blockquote{border-left:2px solid rgba(0,0,0,.1);border-left:2px solid var(--border-color);padding-left:24px;padding-left:var(--spacing-4);font-style:italic;color:#0009;color:var(--muted-color);margin:24px 0;margin:var(--spacing-4) 0}.muted{color:#0009;color:var(--muted-color)}[data-footnote-ref]{margin-left:4px}.content-grid main mark{background-color:#de90ca08;border:1px solid rgba(222,144,202,.05);color:inherit;padding:1px 3px;border-radius:2px;font-weight:500;box-decoration-break:clone;-webkit-box-decoration-break:clone}@supports (color: color-mix(in lch,red,blue)){.content-grid main mark{background-color:color-mix(in srgb,var(--primary-color, #007AFF) 3%,transparent);border:1px solid color-mix(in srgb,var(--primary-color) 5%,transparent)}}.feature-grid{display:grid;grid-template-columns:repeat(auto-fit,minmax(200px,1fr));grid-gap:12px;gap:12px;margin:46px 0}.feature-card{display:flex;flex-direction:column;padding:16px;border:1px solid rgba(222,144,202,.4);background:#de90ca0d!important;border-radius:8px;-webkit-text-decoration:none;text-decoration:none;color:inherit;transition:all .2s ease}@supports (color: color-mix(in lch,red,blue)){.feature-card{border:1px solid color-mix(in srgb,var(--primary-color) 40%,transparent);background:color-mix(in srgb,var(--primary-color, #007AFF) 05%,transparent)!important}}.feature-card:hover{transform:translateY(-2px);box-shadow:0 2px 8px #00000014}.feature-card strong{font-size:14px;font-weight:600;color:#000000d9;color:var(--text-color);color:#de90ca!important;color:var(--primary-color)!important;margin-bottom:0!important}.feature-card span{font-size:12px;color:#0009;color:var(--muted-color);color:#de90ca!important;color:var(--primary-color)!important;margin-bottom:0!important;opacity:1}.katex .tag{background:none;border:none;opacity:.4}.content-grid{max-width:1280px;margin:40px auto 0;padding:0 16px;padding:0 var(--content-padding-x);display:grid;grid-template-columns:260px minmax(0,680px) 260px;grid-gap:32px;gap:32px;align-items:start}.content-grid>main{max-width:100%;margin:0;padding:0}.content-grid>main>*:first-child{margin-top:0}@media (max-width: 1100px){.content-grid{overflow:hidden;display:block;margin-top:12px;margin-top:var(--spacing-2)}.content-grid{grid-template-columns:1fr}.table-of-contents{position:static;display:none}.table-of-contents-mobile{display:block}.footer-inner{grid-template-columns:1fr;gap:16px}.footer-inner>h3{grid-column:auto;margin-top:16px}.footer-inner{display:block;padding:40px 16px}}.wide,.full-width{box-sizing:border-box;position:relative;z-index:10;z-index:var(--z-elevated);background-color:var(--background-color)}.wide{width:min(1100px,100vw - 16px * 2);width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%);padding:16px;padding:var(--content-padding-x);border-radius:6px;border-radius:var(--button-radius);background-color:#fff;background-color:var(--page-bg)}.full-width{width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw)}@media (max-width: 1100px){.wide,.full-width{width:100%;margin-left:0;margin-right:0;padding:0;transform:none}}#theme-toggle{position:fixed;top:24px;top:calc(var(--spacing-4) + var(--hf-spaces-topbar, 0px));right:16px;right:var(--spacing-3);margin:0;z-index:1000;z-index:var(--z-overlay)}@media (max-width: 640px){header.meta .meta-container{display:flex;flex-wrap:wrap;row-gap:12px;-moz-column-gap:8px;column-gap:8px;max-width:100%;padding:0 24px;padding:0 var(--spacing-4)}header.meta .meta-container .meta-container-cell{flex:1 1 calc(50% - 8px);min-width:0}}@media (max-width: 320px){header.meta .meta-container .meta-container-cell{flex-basis:100%;text-align:center}header.meta .affiliations{list-style-position:inside;padding-left:0;margin-left:0}header.meta .affiliations li{text-align:center}}@media (max-width: 768px){.d3-neural .panel{flex-direction:column}.d3-neural .panel .left{flex:0 0 auto;width:100%}.d3-neural .panel .right{flex:0 0 auto;width:100%;min-width:0}}@media print{html,body{background:#fff}body{margin:0}#theme-toggle{display:none!important}.content-grid main a{-webkit-text-decoration:none;text-decoration:none;border-bottom:1px solid rgba(0,0,0,.2)}.content-grid main pre,.content-grid main blockquote,.content-grid main table,.content-grid main figure{-moz-column-break-inside:avoid;break-inside:avoid;page-break-inside:avoid}.content-grid main h2{page-break-before:auto;page-break-after:avoid;-moz-column-break-after:avoid;break-after:avoid-page}.code-lang-chip{display:none!important}:root{--border-color: rgba(0,0,0,.2);--link-underline: rgba(0,0,0,.3);--link-underline-hover: rgba(0,0,0,.4)}.content-grid{grid-template-columns:1fr!important}.table-of-contents,.right-aside,.table-of-contents-mobile{display:none!important}main>nav:first-of-type{display:none!important}.hero,.hero-banner,.d3-banner,.d3-banner svg,.html-embed__card,.js-plotly-plot,figure,pre,table,blockquote,.wide,.full-width{-moz-column-break-inside:avoid;break-inside:avoid;page-break-inside:avoid}.hero{page-break-after:avoid}}@media print{.meta-container-cell--pdf{display:none!important}}code{font-size:14px;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,monospace;background-color:#f6f8fa;background-color:var(--code-bg);border-radius:.3em;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);color:#000000d9;color:var(--text-color);font-weight:400;line-height:1.5}p code,.note code{white-space:nowrap;padding:calc(8px/3) 4px;padding:calc(var(--spacing-1)/3) calc(var(--spacing-1)/2)}.astro-code{position:relative;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:6px;padding:0;font-size:14px;--code-gutter-width: 2.5em}.astro-code,section.content-grid pre{width:100%;max-width:100%;box-sizing:border-box;-webkit-overflow-scrolling:touch;padding:0;margin-bottom:24px!important;margin-bottom:var(--block-spacing-y)!important;overflow-x:auto}section.content-grid pre.astro-code{margin:0;padding:8px 0;padding:var(--spacing-1) 0}section.content-grid pre code{display:inline-block;min-width:100%}@media (max-width: 1100px){.astro-code,section.content-grid pre{white-space:pre-wrap;word-wrap:anywhere;word-break:break-word}section.content-grid pre code{white-space:pre-wrap;display:block;min-width:0}}[data-theme=light] .astro-code{background-color:#f6f8fa;background-color:var(--code-bg)}[data-theme=light] .astro-code span{color:var(--shiki-light)!important}[data-theme=dark] .astro-code span{color:var(--shiki-dark)!important}[data-theme=light] .astro-code{--shiki-foreground: #24292f;--shiki-background: #ffffff}.astro-code code{counter-reset:astro-code-line;display:block;background:none;border:none}.astro-code .line{display:inline-block;position:relative;padding-left:calc(var(--code-gutter-width) + 8px);padding-left:calc(var(--code-gutter-width) + var(--spacing-1));min-height:1.25em}.astro-code .line:before{counter-increment:astro-code-line;content:counter(astro-code-line);position:absolute;left:0;top:0;bottom:0;width:calc(var(--code-gutter-width));text-align:right;color:#0009;color:var(--muted-color);opacity:.3;-webkit-user-select:none;-moz-user-select:none;user-select:none;padding-right:12px;padding-right:var(--spacing-2);border-right:1px solid rgba(0,0,0,.1);border-right:1px solid var(--border-color)}.astro-code .line:empty:after{content:" "}.astro-code code>.line:last-child:empty{display:none}.code-card{position:relative}.code-card .code-copy{position:absolute;top:12px;top:var(--spacing-2);right:12px;right:var(--spacing-2);z-index:3;display:none}.code-card:hover .code-copy{display:block}.code-card .code-copy svg{width:16px;height:16px;display:block;fill:currentColor}.code-card pre{margin:0 0 8px;margin:0 0 var(--spacing-1)}.code-card.no-copy:after{top:8px;right:8px}.accordion .astro-code{padding:0;border:none}.accordion .astro-code{margin-bottom:0!important}.accordion .code-output{border:none;border-top:1px solid rgba(0,0,0,.1)!important;border-top:1px solid var(--border-color)!important}.accordion pre{margin-bottom:0!important}.accordion .code-card pre{margin:0!important}.accordion .astro-code:after{right:0;bottom:0}.code-output{position:relative;background:#f4f6f8;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:6px;margin-top:0;margin-bottom:24px;margin-bottom:var(--block-spacing-y);padding:0!important}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){.code-output{background:oklch(from var(--code-bg) calc(l - .005) c h)}}.code-output pre{padding:22px 16px 16px!important;padding:calc(var(--spacing-3) + 6px) var(--spacing-3) var(--spacing-3) var(--spacing-3)!important}.code-card+.code-output,.astro-code+.code-output,section.content-grid pre+.code-output{margin-top:0;border-top:none;border-top-left-radius:0;border-top-right-radius:0;box-shadow:inset 0 8px 12px -12px #00000026}.astro-code:has(+.code-output){margin-bottom:0!important}.code-card:has(+.code-output) .astro-code{margin-bottom:0!important}section.content-grid pre:has(+.code-output){margin-bottom:0!important}.astro-code:has(+.code-output){border-bottom-left-radius:0;border-bottom-right-radius:0}.code-card:has(+.code-output) .astro-code{border-bottom-left-radius:0;border-bottom-right-radius:0}section.content-grid pre:has(+.code-output){border-bottom-left-radius:0;border-bottom-right-radius:0}.code-output:before{content:"Output";position:absolute;top:0;right:0;font-size:10px;line-height:1;color:#0009;color:var(--muted-color);text-transform:uppercase;letter-spacing:.04em;border-top:none;border-right:none;border-radius:0 0 0 6px;padding:10px}.code-output>:where(*):first-child{margin-top:0!important}.code-output>:where(*):last-child{margin-bottom:0!important}.code-filename{display:inline-block;font-size:12px;line-height:1;color:#0009;color:var(--muted-color);background:#fafafa;background:var(--surface-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-bottom:none;border-radius:6px 6px 0 0;padding:4px 8px;margin:0}.code-filename+.code-card .astro-code,.code-filename+.astro-code,.code-filename+section.content-grid pre{border-top-left-radius:0;border-top-right-radius:6px}button,.button{-webkit-appearance:none;-moz-appearance:none;appearance:none;background:linear-gradient(15deg,#de90ca,#ce80ba 35%);background:linear-gradient(15deg,var(--primary-color) 0%,var(--primary-color-hover) 35%);color:#fff;border:1px solid transparent;border-radius:6px;border-radius:var(--button-radius);padding:8px 12px;padding:var(--button-padding-y) var(--button-padding-x);font-size:14px;font-size:var(--button-font-size);line-height:1;cursor:pointer;display:inline-block;-webkit-text-decoration:none;text-decoration:none;transition:background-color .15s ease,border-color .15s ease,box-shadow .15s ease,transform .02s ease}button:has(>svg:only-child),.button:has(>svg:only-child){padding:8px;padding:var(--button-icon-padding)}button:hover,.button:hover{filter:brightness(96%)}button:active,.button:active{transform:translateY(1px)}button:focus-visible,.button:focus-visible{outline:none}button:disabled,.button:disabled{opacity:.6;cursor:not-allowed}.button--ghost{background:transparent!important;color:#de90ca!important;color:var(--primary-color)!important;border-color:#de90ca!important;border-color:var(--primary-color)!important}.button--ghost:hover{color:#ce80ba!important;color:var(--primary-color-hover)!important;border-color:#ce80ba!important;border-color:var(--primary-color-hover)!important;filter:none}.button.button--big{padding:12px 16px;padding:var(--button-big-padding-y) var(--button-big-padding-x);font-size:16px;font-size:var(--button-big-font-size)}.button.button--big:has(>svg:only-child){padding:12px;padding:var(--button-big-icon-padding)}.button-group .button{margin:5px}.content-grid main table{border-collapse:collapse;table-layout:auto;margin:0}.content-grid main th,.content-grid main td{border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color);padding:6px 8px;font-size:15px;white-space:nowrap;word-break:auto-phrase;white-space:break-spaces;vertical-align:top}.content-grid main thead th{border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color)}.content-grid main thead th{background:#f3f3f3;background:var(--table-header-bg);padding-top:10px;padding-bottom:10px;font-weight:600}.content-grid main hr{border:none;border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color);margin:32px 0;margin:var(--spacing-5) 0}.content-grid main .table-scroll{width:100%;overflow-x:auto;-webkit-overflow-scrolling:touch;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:8px;border-radius:var(--table-border-radius);background:#fafafa;background:var(--surface-bg);margin:0 0 24px;margin:0 0 var(--block-spacing-y)}.content-grid main .table-scroll>table{width:-moz-fit-content;width:fit-content;min-width:100%;max-width:none}.content-grid main .table-scroll>table th,.content-grid main .table-scroll>table td{border-right:1px solid rgba(0,0,0,.1);border-right:1px solid var(--border-color)}.content-grid main .table-scroll>table th:last-child,.content-grid main .table-scroll>table td:last-child{border-right:none}.content-grid main .table-scroll>table thead th:first-child{border-top-left-radius:8px;border-top-left-radius:var(--table-border-radius)}.content-grid main .table-scroll>table thead th:last-child{border-top-right-radius:8px;border-top-right-radius:var(--table-border-radius)}.content-grid main .table-scroll>table tbody tr:last-child td:first-child{border-bottom-left-radius:8px;border-bottom-left-radius:var(--table-border-radius)}.content-grid main .table-scroll>table tbody tr:last-child td:last-child{border-bottom-right-radius:8px;border-bottom-right-radius:var(--table-border-radius)}.content-grid main .table-scroll>table tbody tr:nth-child(odd) td{background:#f7f7f7;background:var(--table-row-odd-bg)}.content-grid main .table-scroll>table tbody tr:last-child td{border-bottom:none}.accordion .accordion__content .table-scroll{border:none;border-radius:0;margin:0;margin-bottom:0!important}.accordion .accordion__content table{margin:0!important}.accordion .accordion__content .table-scroll>table thead th:first-child,.accordion .accordion__content .table-scroll>table thead th:last-child,.accordion .accordion__content .table-scroll>table tbody tr:last-child td:first-child,.accordion .accordion__content .table-scroll>table tbody tr:last-child td:last-child{border-radius:0}@supports not ((width: -moz-fit-content) or (width: fit-content)){.content-grid main .table-scroll>table{width:-moz-max-content;width:max-content;min-width:100%}}.tag-list{display:flex;flex-wrap:wrap;gap:8px;margin:8px 0 16px}.tag{display:inline-flex;align-items:center;gap:6px;padding:8px 12px;font-size:12px;line-height:1;border-radius:6px;border-radius:var(--button-radius);background:#fafafa;background:var(--surface-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);color:#000000d9;color:var(--text-color)}.card{background:#fafafa;background:var(--surface-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:10px;padding:12px;padding:var(--spacing-2);z-index:11;z-index:calc(var(--z-elevated) + 1);position:relative;margin-bottom:24px;margin-bottom:var(--block-spacing-y)}select{background-color:#fff;background-color:var(--page-bg);border:1px solid rgba(202,131,183,.55);border-radius:6px;border-radius:var(--button-radius);padding:8px 12px;padding:var(--button-padding-y) var(--button-padding-x) var(--button-padding-y) var(--button-padding-x);font-family:Source Sans Pro,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-family:var(--default-font-family);font-size:14px;font-size:var(--button-font-size);color:#000000d9;color:var(--text-color);background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' viewBox='0 0 12 12'%3E%3Cpath fill='%23666' d='M6 8.825L1.175 4 2.35 2.825 6 6.475 9.65 2.825 10.825 4z'/%3E%3C/svg%3E");background-repeat:no-repeat;background-position:right 14px center;background-position:right calc(var(--button-padding-x) + 2px) center;background-size:12px;cursor:pointer;transition:border-color .2s ease,box-shadow .2s ease;-webkit-appearance:none;-moz-appearance:none;appearance:none}@supports (color: color-mix(in lch,red,blue)){select{border:1px solid color-mix(in srgb,var(--primary-color) 50%,var(--border-color))}}select:hover,select:focus,select:active{border-color:#de90ca;border-color:var(--primary-color)}select:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){select:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}select:disabled{opacity:.6;cursor:not-allowed;background-color:#fafafa;background-color:var(--surface-bg)}[data-theme=dark] select{background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' viewBox='0 0 12 12'%3E%3Cpath fill='%23bbb' d='M6 8.825L1.175 4 2.35 2.825 6 6.475 9.65 2.825 10.825 4z'/%3E%3C/svg%3E")}input[type=checkbox]{-webkit-appearance:none;-moz-appearance:none;appearance:none;width:16px;height:16px;border:2px solid rgba(0,0,0,.1);border:2px solid var(--border-color);border-radius:3px;background-color:#fff;background-color:var(--page-bg);cursor:pointer;position:relative;transition:all .2s ease;margin-right:12px;margin-right:var(--spacing-2)}input[type=checkbox]:hover{border-color:#de90ca;border-color:var(--primary-color)}input[type=checkbox]:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){input[type=checkbox]:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}input[type=checkbox]:checked{background-color:#de90ca;background-color:var(--primary-color);border-color:#de90ca;border-color:var(--primary-color)}input[type=checkbox]:checked:before{content:"";position:absolute;top:1px;left:4px;width:4px;height:8px;border:solid #ffffff;border:solid var(--on-primary);border-width:0 2px 2px 0;transform:rotate(45deg)}input[type=checkbox]:disabled{opacity:.6;cursor:not-allowed}input[type=radio]{-webkit-appearance:none;-moz-appearance:none;appearance:none;width:16px;height:16px;border:2px solid rgba(0,0,0,.1);border:2px solid var(--border-color);border-radius:50%;background-color:#fff;background-color:var(--page-bg);cursor:pointer;position:relative;transition:all .2s ease;margin-right:12px;margin-right:var(--spacing-2)}input[type=radio]:hover{border-color:#de90ca;border-color:var(--primary-color)}input[type=radio]:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){input[type=radio]:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}input[type=radio]:checked{border-color:#de90ca;border-color:var(--primary-color)}input[type=radio]:checked:before{content:"";position:absolute;top:2px;left:2px;width:8px;height:8px;border-radius:50%;background-color:#de90ca;background-color:var(--primary-color)}input[type=radio]:disabled{opacity:.6;cursor:not-allowed}input[type=text],input[type=email],input[type=password],input[type=number],input[type=url],input[type=search],textarea{-webkit-appearance:none;-moz-appearance:none;appearance:none;background-color:#fff;background-color:var(--page-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:6px;border-radius:var(--button-radius);padding:8px 12px;padding:var(--button-padding-y) var(--button-padding-x);font-family:Source Sans Pro,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-family:var(--default-font-family);font-size:14px;font-size:var(--button-font-size);color:#000000d9;color:var(--text-color);transition:border-color .2s ease,box-shadow .2s ease;width:100%}input[type=text]:hover,input[type=email]:hover,input[type=password]:hover,input[type=number]:hover,input[type=url]:hover,input[type=search]:hover,textarea:hover{border-color:#de90ca;border-color:var(--primary-color)}input[type=text]:focus,input[type=email]:focus,input[type=password]:focus,input[type=number]:focus,input[type=url]:focus,input[type=search]:focus,textarea:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){input[type=text]:focus,input[type=email]:focus,input[type=password]:focus,input[type=number]:focus,input[type=url]:focus,input[type=search]:focus,textarea:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}input[type=text]:disabled,input[type=email]:disabled,input[type=password]:disabled,input[type=number]:disabled,input[type=url]:disabled,input[type=search]:disabled,textarea:disabled{opacity:.6;cursor:not-allowed;background-color:#fafafa;background-color:var(--surface-bg)}label{display:flex;align-items:center;font-size:14px;font-size:var(--button-font-size);color:#000000d9;color:var(--text-color);cursor:pointer;margin-bottom:0;line-height:1.4;-webkit-user-select:none;-moz-user-select:none;user-select:none}.form-group{margin-bottom:24px;margin-bottom:var(--spacing-4);display:flex;align-items:center;gap:12px;gap:var(--spacing-2)}.form-group label{margin-bottom:0}.form-group.vertical{flex-direction:column;align-items:flex-start}.form-group.vertical label{margin-bottom:8px;margin-bottom:var(--spacing-1)}.form-inline{display:flex;align-items:center;gap:12px;gap:var(--spacing-2);margin-bottom:16px;margin-bottom:var(--spacing-3)}.form-inline label{margin-bottom:0}div[style*="display: flex"] label,div[class*=flex] label,.trackio-controls label,.scale-controls label,.theme-selector label{margin-bottom:0!important;align-self:center}.tenet-list{margin:3rem 0}.tenet-list ol{counter-reset:tenet-counter 0;list-style:none;padding-left:0;display:grid;grid-template-columns:1fr;grid-gap:2.5rem;gap:2.5rem;max-width:900px;margin:0 auto}.tenet-list li.tenet{counter-increment:tenet-counter;background:linear-gradient(135deg,#fff,#f8f9fa);border:2px solid #e2e8f0;border-radius:16px;padding:2rem 2rem 2rem 4rem;margin:0;position:relative;box-shadow:0 12px 35px #0000001f;transition:all .3s ease;cursor:pointer}.tenet-list li.tenet:hover{transform:translateY(-8px) scale(1.02);box-shadow:0 20px 50px #00000040;border-color:#007bff80;background:linear-gradient(135deg,#fff,#f0f8ff)}.tenet-list li.tenet:nth-child(1):before{background:linear-gradient(135deg,#667eea,#764ba2)}.tenet-list li.tenet:nth-child(2):before{background:linear-gradient(135deg,#f093fb,#f5576c)}.tenet-list li.tenet:nth-child(3):before{background:linear-gradient(135deg,#4facfe,#00f2fe)}.tenet-list li.tenet:nth-child(4):before{background:linear-gradient(135deg,#43e97b,#38f9d7)}.tenet-list li.tenet:nth-child(5):before{background:linear-gradient(135deg,#fa709a,#fee140)}.tenet-list li.tenet:nth-child(6):before{background:linear-gradient(135deg,#a8edea,#fed6e3)}.tenet-list li.tenet:nth-child(7):before{background:linear-gradient(135deg,#ff9a9e,#fecfef)}.tenet-list li.tenet:nth-child(8):before{background:linear-gradient(135deg,#a18cd1,#fbc2eb)}.tenet-list li.tenet:nth-child(9):before{background:linear-gradient(135deg,#ffecd2,#fcb69f)}.tenet-list li.tenet:before{content:counter(tenet-counter);position:absolute;top:-12px;left:-12px;color:#fff;width:48px;height:48px;border-radius:50%;display:flex;align-items:center;justify-content:center;font-size:1.2em;font-weight:700;box-shadow:0 4px 12px #00000026;border:3px solid white}.tenet-list li.tenet strong{color:#1a202c;font-size:1.1em;display:block;margin-bottom:.5rem}.tenet-list li.tenet em{color:#4a5568;font-size:.95em;font-style:italic;display:block;margin-top:.75rem;padding:1rem;background:#00000008;border-radius:8px;border-left:3px solid #e2e8f0}.tenet-list li.tenet p{color:#2d3748;line-height:1.6;margin:.5rem 0}@keyframes pulse-glow{0%{box-shadow:0 4px 12px #00000026}50%{box-shadow:0 4px 20px #00000040}to{box-shadow:0 4px 12px #00000026}}.tenet-list li.tenet:hover:before{animation:pulse-glow 2s ease-in-out infinite}[data-theme=dark] .tenet-list li.tenet{background:linear-gradient(135deg,#1a202c,#2d3748);border-color:#4a5568}[data-theme=dark] .tenet-list li.tenet:hover{background:linear-gradient(135deg,#2d3748,#374151);border-color:#667eea80}[data-theme=dark] .tenet-list li.tenet strong{color:#e2e8f0}[data-theme=dark] .tenet-list li.tenet p{color:#cbd5e0}[data-theme=dark] .tenet-list li.tenet em{color:#a0aec0;background:#ffffff0d;border-left-color:#4a5568}@media (max-width: 768px){.tenet-list li.tenet{padding:1.5rem}}.crumbs{background:linear-gradient(135deg,#f0f4ff,#e6eeff);border-left:5px solid #667eea;padding:1.25rem 1.75rem;margin:2.5rem 0;border-radius:0 8px 8px 0;box-shadow:0 2px 8px #667eea1f;font-size:.95em;line-height:1.6;color:#4a5568}.crumbs strong{color:#667eea;font-weight:700}.crumbs code{background:#667eea1a;padding:.15em .4em;border-radius:3px;font-size:.9em;color:#4c51bf}.crumbs a{color:#667eea;font-weight:500}[data-theme=dark] .crumbs{background:linear-gradient(135deg,#1e293b,#334155);border-left-color:#818cf8;color:#cbd5e0}[data-theme=dark] .crumbs strong{color:#a5b4fc}[data-theme=dark] .crumbs code{background:#818cf833;color:#c7d2fe}[data-theme=dark] .crumbs a{color:#a5b4fc}main a[href^="http://"],main a[href^="https://"]{background:linear-gradient(135deg,#e3f2fd,#bbdefb);color:#1565c0;-webkit-text-decoration:none;text-decoration:none;padding:.15em .5em;border-radius:12px;border:1px solid #90caf9;display:inline-block;transition:all .3s ease;font-weight:500;box-shadow:0 1px 3px #1565c026}main a[href^="http://"]:hover,main a[href^="https://"]:hover{background:linear-gradient(135deg,#2196f3,#1976d2);color:#fff;border-color:#1565c0;transform:translateY(-1px);box-shadow:0 4px 12px #1565c04d}main a[href^="http://"]:active,main a[href^="https://"]:active{transform:translateY(0);box-shadow:0 1px 3px #1565c033}a[href^="#source-of-truth"],a[href^="#one-model-one-file"],a[href^="#code-is-product"],a[href^="#standardize-dont-abstract"],a[href^="#do-repeat-yourself"],a[href^="#minimal-user-api"],a[href^="#backwards-compatibility"],a[href^="#consistent-public-surface"],a[href^="#modular"]{position:relative;color:#667eea;font-weight:600;-webkit-text-decoration:underline;text-decoration:underline;text-decoration-color:#667eea4d;transition:all .3s ease}a[href^="#source-of-truth"]:hover,a[href^="#one-model-one-file"]:hover,a[href^="#code-is-product"]:hover,a[href^="#standardize-dont-abstract"]:hover,a[href^="#do-repeat-yourself"]:hover,a[href^="#minimal-user-api"]:hover,a[href^="#backwards-compatibility"]:hover,a[href^="#consistent-public-surface"]:hover,a[href^="#modular"]:hover{color:#4c51bf;text-decoration-color:#4c51bf;background:#667eea1a;padding:2px 4px;border-radius:4px}a[href^="#source-of-truth"]:after{content:"Model implementations should be reliable, reproducible, and faithful to original performances."}a[href^="#one-model-one-file"]:after{content:"All inference and training core logic visible, top‑to‑bottom, in a single file."}a[href^="#code-is-product"]:after{content:"Optimize for reading, diffing, and tweaking. Code quality matters as much as functionality."}a[href^="#standardize-dont-abstract"]:after{content:"Model-specific logic belongs in the model file, not hidden behind abstractions."}a[href^="#do-repeat-yourself"]:after{content:"Strategic duplication can improve readability and maintainability when done thoughtfully."}a[href^="#minimal-user-api"]:after{content:"Config, model, preprocessing; from_pretrained, save_pretrained, push_to_hub. Least amount of codepaths."}a[href^="#backwards-compatibility"]:after{content:"Any artifact once on the hub must remain loadable. Breaking changes are unacceptable."}a[href^="#consistent-public-surface"]:after{content:"Uniform naming, signatures, and conventions across all models for predictability."}a[href^="#modular"]:after{content:"Architecture components shared via modular system, removing boilerplate while keeping expanded files visible."}a[href^="#source-of-truth"]:after,a[href^="#one-model-one-file"]:after,a[href^="#code-is-product"]:after,a[href^="#standardize-dont-abstract"]:after,a[href^="#do-repeat-yourself"]:after,a[href^="#minimal-user-api"]:after,a[href^="#backwards-compatibility"]:after,a[href^="#consistent-public-surface"]:after,a[href^="#modular"]:after{position:absolute;bottom:100%;left:50%;transform:translate(-50%);background:#1a202c;color:#fff;padding:.75rem 1rem;border-radius:8px;font-size:.85em;font-weight:400;white-space:normal;width:300px;line-height:1.4;z-index:1001;opacity:0;visibility:hidden;transition:opacity .3s ease,visibility .3s ease;pointer-events:none;box-shadow:0 4px 12px #0003;margin-bottom:.5rem}a[href^="#source-of-truth"]:hover:after,a[href^="#one-model-one-file"]:hover:after,a[href^="#code-is-product"]:hover:after,a[href^="#standardize-dont-abstract"]:hover:after,a[href^="#do-repeat-yourself"]:hover:after,a[href^="#minimal-user-api"]:hover:after,a[href^="#backwards-compatibility"]:hover:after,a[href^="#consistent-public-surface"]:hover:after,a[href^="#modular"]:hover:after{opacity:1;visibility:visible}[data-theme=dark] main a[href^="http://"],[data-theme=dark] main a[href^="https://"]{background:linear-gradient(135deg,#1e3a5f,#2563eb);color:#bfdbfe;border-color:#3b82f6}[data-theme=dark] main a[href^="http://"]:hover,[data-theme=dark] main a[href^="https://"]:hover{background:linear-gradient(135deg,#2563eb,#1d4ed8);color:#fff;border-color:#60a5fa}[data-theme=dark] a[href^="#source-of-truth"]:after,[data-theme=dark] a[href^="#one-model-one-file"]:after,[data-theme=dark] a[href^="#code-is-product"]:after,[data-theme=dark] a[href^="#standardize-dont-abstract"]:after,[data-theme=dark] a[href^="#do-repeat-yourself"]:after,[data-theme=dark] a[href^="#minimal-user-api"]:after,[data-theme=dark] a[href^="#backwards-compatibility"]:after,[data-theme=dark] a[href^="#consistent-public-surface"]:after,[data-theme=dark] a[href^="#modular"]:after{background:#2d3748;color:#e2e8f0}[data-theme=dark] a[href^="#source-of-truth"],[data-theme=dark] a[href^="#one-model-one-file"],[data-theme=dark] a[href^="#code-is-product"],[data-theme=dark] a[href^="#standardize-dont-abstract"],[data-theme=dark] a[href^="#do-repeat-yourself"],[data-theme=dark] a[href^="#minimal-user-api"],[data-theme=dark] a[href^="#backwards-compatibility"],[data-theme=dark] a[href^="#consistent-public-surface"],[data-theme=dark] a[href^="#modular"]{color:#a5b4fc;text-decoration-color:#a5b4fc4d}[data-theme=dark] a[href^="#source-of-truth"]:hover,[data-theme=dark] a[href^="#one-model-one-file"]:hover,[data-theme=dark] a[href^="#code-is-product"]:hover,[data-theme=dark] a[href^="#standardize-dont-abstract"]:hover,[data-theme=dark] a[href^="#do-repeat-yourself"]:hover,[data-theme=dark] a[href^="#minimal-user-api"]:hover,[data-theme=dark] a[href^="#backwards-compatibility"]:hover,[data-theme=dark] a[href^="#consistent-public-surface"]:hover,[data-theme=dark] a[href^="#modular"]:hover{color:#c7d2fe;background:#a5b4fc26}.demo-wide,.demo-full-width{display:flex;flex-direction:column;align-items:center;justify-content:center;width:100%;min-height:150px;color:#0009;color:var(--muted-color);font-size:12px;border:2px dashed rgba(0,0,0,.1);border:2px dashed var(--border-color);border-radius:8px;background:#fafafa;background:var(--surface-bg);margin-bottom:24px;margin-bottom:var(--block-spacing-y)}.mermaid{background:none!important;margin-bottom:24px!important;margin-bottom:var(--block-spacing-y)!important}.content-grid main img{max-width:100%;height:auto;width:min(1100px,100vw - 16px * 2);width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%);display:block}.content-grid main .figure-legend{text-align:center;font-size:.9rem;color:#0009;color:var(--muted-color);font-style:italic;margin:12px 0 24px;margin:var(--spacing-2) 0 var(--spacing-4);width:min(1100px,100vw - 16px * 2);width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%)}@media (max-width: 1024px){.content-grid main img,.content-grid main .figure-legend{width:100%;margin-left:0;transform:none}}

app/dist/_astro/index.BzKj3Iki.css

@@ -0,0 +1 @@
+@import"https://fonts.googleapis.com/css2?family=Source+Sans+Pro:ital,wght@0,200..900;1,200..900&display=swap";.html-embed{margin:0 0 var(--block-spacing-y);z-index:var(--z-elevated);position:relative;width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%)}.html-embed__title{text-align:left;font-weight:600;font-size:.95rem;color:var(--text-color);margin:0;padding:0;padding-bottom:var(--spacing-1);position:relative;display:block;width:100%;background:var(--page-bg);z-index:var(--z-elevated)}.html-embed__card{background:var(--code-bg);border:1px solid var(--border-color);border-radius:10px;padding:12px;z-index:calc(var(--z-elevated) + 1);position:relative}.html-embed__card.is-frameless{background:transparent;border-color:transparent;padding:0}.html-embed__desc{text-align:left;font-size:.9rem;color:var(--muted-color);margin:0;padding:0;padding-top:var(--spacing-1);position:relative;z-index:var(--z-elevated);display:block;width:100%;background:var(--page-bg)}.html-embed__card svg text{fill:var(--text-color)}.html-embed__card label{color:var(--text-color)}.plotly-graph-div{width:100%;min-height:320px}@media (max-width: 768px){.plotly-graph-div{min-height:260px}}[id^=plot-]{display:flex;flex-direction:column;align-items:center;gap:15px}.plotly_caption{font-style:italic;margin-top:10px}.plotly_controls{display:flex;flex-wrap:wrap;justify-content:center;gap:30px}.plotly_input_container{display:flex;align-items:center;flex-direction:column;gap:10px}.plotly_input_container>select{padding:2px 4px;line-height:1.5em;text-align:center;border-radius:4px;font-size:12px;background-color:var(--neutral-200);outline:none;border:1px solid var(--neutral-300)}.plotly_slider{display:flex;align-items:center;gap:10px}.plotly_slider>input[type=range]{-webkit-appearance:none;-moz-appearance:none;appearance:none;height:2px;background:var(--neutral-400);border-radius:5px;outline:none}.plotly_slider>input[type=range]::-webkit-slider-thumb{-webkit-appearance:none;width:18px;height:18px;border-radius:50%;background:var(--primary-color);cursor:pointer}.plotly_slider>input[type=range]::-moz-range-thumb{width:18px;height:18px;border-radius:50%;background:var(--primary-color);cursor:pointer}.plotly_slider>span{font-size:14px;line-height:1.6em;min-width:16px}[data-theme=dark] .html-embed__card:not(.is-frameless){background:#12151b;border-color:#ffffff26}[data-theme=dark] .html-embed__card .xaxislayer-above text,[data-theme=dark] .html-embed__card .yaxislayer-above text,[data-theme=dark] .html-embed__card .infolayer text,[data-theme=dark] .html-embed__card .legend text,[data-theme=dark] .html-embed__card .annotation text,[data-theme=dark] .html-embed__card .colorbar text,[data-theme=dark] .html-embed__card .hoverlayer text{fill:#fff!important}[data-theme=dark] .html-embed__card .xaxislayer-above path,[data-theme=dark] .html-embed__card .yaxislayer-above path,[data-theme=dark] .html-embed__card .xlines-above,[data-theme=dark] .html-embed__card .ylines-above{stroke:#ffffff59!important}[data-theme=dark] .html-embed__card .gridlayer path{stroke:#ffffff26!important}[data-theme=dark] .html-embed__card .legend rect.bg{fill:#00000040!important;stroke:#fff3!important}[data-theme=dark] .html-embed__card .hoverlayer .bg{fill:#000c!important;stroke:#fff3!important}[data-theme=dark] .html-embed__card .colorbar .cbbg{fill:#00000040!important;stroke:#fff3!important}.force-light-mode{filter:invert(0);--csstools-color-scheme--light: initial;color-scheme:light;background:#fff;padding:20px;border-radius:10px}[data-theme=dark] .force-light-mode .html-embed__card{background:#fff!important;border-color:#ddd!important}[data-theme=dark] .force-light-mode *{color:#333!important}@media (max-width: 1024px){.html-embed{width:100%;margin-left:0;transform:none}}@media print{.html-embed,.html-embed__card{max-width:100%!important;width:100%!important;margin-left:0!important;margin-right:0!important}.html-embed__card{padding:6px}.html-embed__card.is-frameless{padding:0}.html-embed__card svg,.html-embed__card canvas,.html-embed__card img{max-width:100%!important;height:auto!important}.html-embed__card>div[id^=frag-]{width:100%!important}}@media print{.html-embed,.html-embed__card{-moz-column-break-inside:avoid;break-inside:avoid;page-break-inside:avoid}.html-embed,.html-embed__card{max-width:100%!important;width:100%!important}.html-embed__card{padding:6px}.html-embed__card.is-frameless{padding:0}.html-embed__card svg,.html-embed__card canvas,.html-embed__card img,.html-embed__card video,.html-embed__card iframe{max-width:100%!important;height:auto!important}.html-embed__card>div[id^=frag-]{width:100%!important;max-width:100%!important}.html-embed .d3-galaxy{width:100%!important;max-width:980px!important;margin-left:auto!important;margin-right:auto!important}}.hero[data-astro-cid-bbe6dxrz]{width:100%;padding:0;text-align:center}.hero-title[data-astro-cid-bbe6dxrz]{font-size:max(28px,min(4vw,48px));font-weight:800;line-height:1.1;max-width:100%;margin:auto}.hero-banner[data-astro-cid-bbe6dxrz]{max-width:980px;margin:0 auto}.hero-desc[data-astro-cid-bbe6dxrz]{color:var(--muted-color);font-style:italic;margin:0 0 16px}.meta[data-astro-cid-bbe6dxrz]{border-top:1px solid var(--border-color);border-bottom:1px solid var(--border-color);padding:1rem 0;font-size:.9rem}.meta-container[data-astro-cid-bbe6dxrz]{max-width:760px;display:flex;flex-direction:row;justify-content:space-between;margin:0 auto;padding:0 var(--content-padding-x);gap:8px}.meta-container[data-astro-cid-bbe6dxrz] a[data-astro-cid-bbe6dxrz]:not(.button){color:var(--primary-color);-webkit-text-decoration:underline;text-decoration:underline;text-underline-offset:2px;text-decoration-thickness:.06em;text-decoration-color:var(--link-underline);transition:text-decoration-color .15s ease-in-out}.meta-container[data-astro-cid-bbe6dxrz] a[data-astro-cid-bbe6dxrz]:hover{text-decoration-color:var(--link-underline-hover)}.meta-container[data-astro-cid-bbe6dxrz] a[data-astro-cid-bbe6dxrz].button,.meta-container[data-astro-cid-bbe6dxrz] .button[data-astro-cid-bbe6dxrz]{-webkit-text-decoration:none;text-decoration:none}.meta-container-cell[data-astro-cid-bbe6dxrz]{display:flex;flex-direction:column;gap:8px;max-width:250px}.meta-container-cell[data-astro-cid-bbe6dxrz] h3[data-astro-cid-bbe6dxrz]{margin:0;font-size:12px;font-weight:400;color:var(--muted-color);text-transform:uppercase;letter-spacing:.02em}.meta-container-cell[data-astro-cid-bbe6dxrz] p[data-astro-cid-bbe6dxrz]{margin:0}.authors[data-astro-cid-bbe6dxrz]{margin:0;list-style-type:none;padding-left:0;display:flex;flex-wrap:wrap}.authors[data-astro-cid-bbe6dxrz] li[data-astro-cid-bbe6dxrz]{white-space:nowrap;margin-right:4px}.affiliations[data-astro-cid-bbe6dxrz]{margin:0;padding-left:1.25em}.affiliations[data-astro-cid-bbe6dxrz] li[data-astro-cid-bbe6dxrz]{margin:0}header[data-astro-cid-bbe6dxrz].meta .meta-container[data-astro-cid-bbe6dxrz]{flex-wrap:wrap;row-gap:12px}@media (max-width: 768px){.meta-container-cell--affiliations[data-astro-cid-bbe6dxrz],.meta-container-cell--pdf[data-astro-cid-bbe6dxrz]{text-align:right}}@media print{.meta-container-cell--pdf[data-astro-cid-bbe6dxrz]{display:none!important}}.footer{contain:layout style;font-size:.8em;line-height:1.7em;margin-top:60px;margin-bottom:0;border-top:1px solid rgba(0,0,0,.1);color:#00000080}.footer-inner{max-width:1280px;margin:0 auto;padding:60px 16px 48px;display:grid;grid-template-columns:220px minmax(0,680px) 260px;grid-gap:32px;gap:32px;align-items:start}.citation-block,.acknowledgements-block,.references-block,.reuse-block,.doi-block{display:contents}.citation-block>h3,.acknowledgements-block>h3,.references-block>h3,.reuse-block>h3,.doi-block>h3{grid-column:1;font-size:15px;margin:0;text-align:right;padding-right:30px}.citation-block>:not(h3),.acknowledgements-block>:not(h3),.references-block>:not(h3),.reuse-block>:not(h3),.doi-block>:not(h3){grid-column:2}.citation-block h3{margin:0 0 8px}.citation-block h4{margin:16px 0 8px;font-size:14px;text-transform:uppercase;color:var(--muted-color)}.citation-block p,.acknowledgements-block p,.reuse-block p,.doi-block p,.footnotes ol,.footnotes ol p,.references{margin-top:0}.citation{font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,monospace;font-size:11px;line-height:15px;border-left:1px solid rgba(0,0,0,.1);border:1px solid rgba(0,0,0,.1);background:#00000005;padding:10px 18px;border-radius:3px;color:#969696;overflow:hidden;margin-top:-12px;white-space:pre-wrap;word-wrap:break-word}.citation a{color:#0009;-webkit-text-decoration:underline;text-decoration:underline}.citation.short{margin-top:-4px}.references-block h3{margin:0}.references-block ol{padding:0 0 0 15px}@media (min-width: 768px){.references-block ol{padding:0 0 0 30px;margin-left:-30px}}.references-block li{margin-bottom:1em}.references-block a{color:var(--text-color)}[data-theme=dark] .footer{border-top-color:#ffffff26;color:#c8c8c8cc}[data-theme=dark] .citation{background:#ffffff0a;border-color:#ffffff26;color:#c8c8c8}[data-theme=dark] .citation a{color:#ffffffbf}.footer a{color:var(--primary-color);border-bottom:1px solid var(--link-underline);-webkit-text-decoration:none;text-decoration:none}.footer a:hover{color:var(--primary-color-hover);border-bottom-color:var(--link-underline-hover)}[data-theme=dark] .footer a{color:var(--primary-color)}#theme-toggle[data-astro-cid-x3pjskd3]{display:inline-flex;align-items:center;gap:8px;border:none;background:transparent;padding:6px 10px;border-radius:8px;cursor:pointer;color:var(--text-color)!important}#theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3].dark,[data-astro-cid-x3pjskd3][data-theme=dark] #theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3].light{display:none}[data-astro-cid-x3pjskd3][data-theme=dark] #theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3].dark{display:inline}#theme-toggle[data-astro-cid-x3pjskd3] .icon[data-astro-cid-x3pjskd3]{filter:none!important}.table-of-contents{position:sticky;top:32px;margin-top:12px}.table-of-contents nav{border-left:1px solid var(--border-color);padding-left:16px;font-size:13px}.table-of-contents .title{font-weight:600;font-size:14px;margin-bottom:8px}.table-of-contents nav ul{margin:0 0 6px;padding-left:1em}.table-of-contents nav li{list-style:none;margin:.25em 0}.table-of-contents nav a,.table-of-contents nav a:link,.table-of-contents nav a:visited{color:var(--text-color);-webkit-text-decoration:none;text-decoration:none;border-bottom:none}.table-of-contents nav>ul>li>a{font-weight:700}.table-of-contents nav a:hover{-webkit-text-decoration:underline solid var(--muted-color);text-decoration:underline solid var(--muted-color)}.table-of-contents nav a.active{-webkit-text-decoration:underline;text-decoration:underline}.table-of-contents-mobile{display:none;margin:8px 0 16px}.table-of-contents-mobile>summary{cursor:pointer;list-style:none;padding:var(--spacing-3) var(--spacing-4);border:1px solid var(--border-color);border-radius:8px;color:var(--text-color);font-weight:600;position:relative}.table-of-contents-mobile[open]>summary{border-bottom-left-radius:0;border-bottom-right-radius:0}.table-of-contents-mobile>summary:after{content:"";position:absolute;right:var(--spacing-4);top:50%;width:8px;height:8px;border-right:2px solid currentColor;border-bottom:2px solid currentColor;transform:translateY(-70%) rotate(45deg);transition:transform .15s ease;opacity:.7}.table-of-contents-mobile[open]>summary:after{transform:translateY(-30%) rotate(-135deg)}.table-of-contents-mobile nav{border-left:none;padding:10px 12px;font-size:14px;border:1px solid var(--border-color);border-top:none;border-bottom-left-radius:8px;border-bottom-right-radius:8px}.table-of-contents-mobile nav ul{margin:0 0 6px;padding-left:1em}.table-of-contents-mobile nav li{list-style:none;margin:.25em 0}.table-of-contents-mobile nav a,.table-of-contents-mobile nav a:link,.table-of-contents-mobile nav a:visited{color:var(--text-color);-webkit-text-decoration:none;text-decoration:none;border-bottom:none}.table-of-contents-mobile nav>ul>li>a{font-weight:700}.table-of-contents-mobile nav a:hover{-webkit-text-decoration:underline solid var(--muted-color);text-decoration:underline solid var(--muted-color)}.table-of-contents-mobile nav a.active{-webkit-text-decoration:underline;text-decoration:underline}@font-face{font-family:KaTeX_AMS;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_AMS-Regular.BQhdFMY1.woff2) format("woff2"),url(/_astro/KaTeX_AMS-Regular.DMm9YOAa.woff) format("woff"),url(/_astro/KaTeX_AMS-Regular.DRggAlZN.ttf) format("truetype")}@font-face{font-family:KaTeX_Caligraphic;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_Caligraphic-Bold.Dq_IR9rO.woff2) format("woff2"),url(/_astro/KaTeX_Caligraphic-Bold.BEiXGLvX.woff) format("woff"),url(/_astro/KaTeX_Caligraphic-Bold.ATXxdsX0.ttf) format("truetype")}@font-face{font-family:KaTeX_Caligraphic;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Caligraphic-Regular.Di6jR-x-.woff2) format("woff2"),url(/_astro/KaTeX_Caligraphic-Regular.CTRA-rTL.woff) format("woff"),url(/_astro/KaTeX_Caligraphic-Regular.wX97UBjC.ttf) format("truetype")}@font-face{font-family:KaTeX_Fraktur;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_Fraktur-Bold.CL6g_b3V.woff2) format("woff2"),url(/_astro/KaTeX_Fraktur-Bold.BsDP51OF.woff) format("woff"),url(/_astro/KaTeX_Fraktur-Bold.BdnERNNW.ttf) format("truetype")}@font-face{font-family:KaTeX_Fraktur;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Fraktur-Regular.CTYiF6lA.woff2) format("woff2"),url(/_astro/KaTeX_Fraktur-Regular.Dxdc4cR9.woff) format("woff"),url(/_astro/KaTeX_Fraktur-Regular.CB_wures.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_Main-Bold.Cx986IdX.woff2) format("woff2"),url(/_astro/KaTeX_Main-Bold.Jm3AIy58.woff) format("woff"),url(/_astro/KaTeX_Main-Bold.waoOVXN0.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:italic;font-weight:700;src:url(/_astro/KaTeX_Main-BoldItalic.DxDJ3AOS.woff2) format("woff2"),url(/_astro/KaTeX_Main-BoldItalic.SpSLRI95.woff) format("woff"),url(/_astro/KaTeX_Main-BoldItalic.DzxPMmG6.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:italic;font-weight:400;src:url(/_astro/KaTeX_Main-Italic.NWA7e6Wa.woff2) format("woff2"),url(/_astro/KaTeX_Main-Italic.BMLOBm91.woff) format("woff"),url(/_astro/KaTeX_Main-Italic.3WenGoN9.ttf) format("truetype")}@font-face{font-family:KaTeX_Main;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Main-Regular.B22Nviop.woff2) format("woff2"),url(/_astro/KaTeX_Main-Regular.Dr94JaBh.woff) format("woff"),url(/_astro/KaTeX_Main-Regular.ypZvNtVU.ttf) format("truetype")}@font-face{font-family:KaTeX_Math;font-style:italic;font-weight:700;src:url(/_astro/KaTeX_Math-BoldItalic.CZnvNsCZ.woff2) format("woff2"),url(/_astro/KaTeX_Math-BoldItalic.iY-2wyZ7.woff) format("woff"),url(/_astro/KaTeX_Math-BoldItalic.B3XSjfu4.ttf) format("truetype")}@font-face{font-family:KaTeX_Math;font-style:italic;font-weight:400;src:url(/_astro/KaTeX_Math-Italic.t53AETM-.woff2) format("woff2"),url(/_astro/KaTeX_Math-Italic.DA0__PXp.woff) format("woff"),url(/_astro/KaTeX_Math-Italic.flOr_0UB.ttf) format("truetype")}@font-face{font-family:KaTeX_SansSerif;font-style:normal;font-weight:700;src:url(/_astro/KaTeX_SansSerif-Bold.D1sUS0GD.woff2) format("woff2"),url(/_astro/KaTeX_SansSerif-Bold.DbIhKOiC.woff) format("woff"),url(/_astro/KaTeX_SansSerif-Bold.CFMepnvq.ttf) format("truetype")}@font-face{font-family:KaTeX_SansSerif;font-style:italic;font-weight:400;src:url(/_astro/KaTeX_SansSerif-Italic.C3H0VqGB.woff2) format("woff2"),url(/_astro/KaTeX_SansSerif-Italic.DN2j7dab.woff) format("woff"),url(/_astro/KaTeX_SansSerif-Italic.YYjJ1zSn.ttf) format("truetype")}@font-face{font-family:KaTeX_SansSerif;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_SansSerif-Regular.DDBCnlJ7.woff2) format("woff2"),url(/_astro/KaTeX_SansSerif-Regular.CS6fqUqJ.woff) format("woff"),url(/_astro/KaTeX_SansSerif-Regular.BNo7hRIc.ttf) format("truetype")}@font-face{font-family:KaTeX_Script;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Script-Regular.D3wIWfF6.woff2) format("woff2"),url(/_astro/KaTeX_Script-Regular.D5yQViql.woff) format("woff"),url(/_astro/KaTeX_Script-Regular.C5JkGWo-.ttf) format("truetype")}@font-face{font-family:KaTeX_Size1;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Size1-Regular.mCD8mA8B.woff2) format("woff2"),url(/_astro/KaTeX_Size1-Regular.C195tn64.woff) format("woff"),url(/_astro/KaTeX_Size1-Regular.Dbsnue_I.ttf) format("truetype")}@font-face{font-family:KaTeX_Size2;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Size2-Regular.Dy4dx90m.woff2) format("woff2"),url(/_astro/KaTeX_Size2-Regular.oD1tc_U0.woff) format("woff"),url(/_astro/KaTeX_Size2-Regular.B7gKUWhC.ttf) format("truetype")}@font-face{font-family:KaTeX_Size3;font-style:normal;font-weight:400;src:url(data:font/woff2;base64,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) format("woff2"),url(/_astro/KaTeX_Size3-Regular.CTq5MqoE.woff) format("woff"),url(/_astro/KaTeX_Size3-Regular.DgpXs0kz.ttf) format("truetype")}@font-face{font-family:KaTeX_Size4;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Size4-Regular.Dl5lxZxV.woff2) format("woff2"),url(/_astro/KaTeX_Size4-Regular.BF-4gkZK.woff) format("woff"),url(/_astro/KaTeX_Size4-Regular.DWFBv043.ttf) format("truetype")}@font-face{font-family:KaTeX_Typewriter;font-style:normal;font-weight:400;src:url(/_astro/KaTeX_Typewriter-Regular.CO6r4hn1.woff2) format("woff2"),url(/_astro/KaTeX_Typewriter-Regular.C0xS9mPB.woff) format("woff"),url(/_astro/KaTeX_Typewriter-Regular.D3Ib7_Hf.ttf) format("truetype")}.katex{font: 1.21em KaTeX_Main,Times New Roman,serif;line-height:1.2;text-indent:0;text-rendering:auto}.katex *{-ms-high-contrast-adjust:none!important;border-color:currentColor}.katex .katex-version:after{content:"0.16.22"}.katex .katex-mathml{clip:rect(1px,1px,1px,1px);border:0;height:1px;overflow:hidden;padding:0;position:absolute;width:1px}.katex .katex-html>.newline{display:block}.katex .base{position:relative;white-space:nowrap;width:-moz-min-content;width:min-content}.katex .base,.katex .strut{display:inline-block}.katex .textbf{font-weight:700}.katex .textit{font-style:italic}.katex .textrm{font-family:KaTeX_Main}.katex .textsf{font-family:KaTeX_SansSerif}.katex .texttt{font-family:KaTeX_Typewriter}.katex .mathnormal{font-family:KaTeX_Math;font-style:italic}.katex .mathit{font-family:KaTeX_Main;font-style:italic}.katex .mathrm{font-style:normal}.katex .mathbf{font-family:KaTeX_Main;font-weight:700}.katex .boldsymbol{font-family:KaTeX_Math;font-style:italic;font-weight:700}.katex .amsrm,.katex .mathbb,.katex .textbb{font-family:KaTeX_AMS}.katex .mathcal{font-family:KaTeX_Caligraphic}.katex .mathfrak,.katex .textfrak{font-family:KaTeX_Fraktur}.katex .mathboldfrak,.katex .textboldfrak{font-family:KaTeX_Fraktur;font-weight:700}.katex .mathtt{font-family:KaTeX_Typewriter}.katex .mathscr,.katex .textscr{font-family:KaTeX_Script}.katex .mathsf,.katex .textsf{font-family:KaTeX_SansSerif}.katex .mathboldsf,.katex .textboldsf{font-family:KaTeX_SansSerif;font-weight:700}.katex .mathitsf,.katex .mathsfit,.katex .textitsf{font-family:KaTeX_SansSerif;font-style:italic}.katex .mainrm{font-family:KaTeX_Main;font-style:normal}.katex .vlist-t{border-collapse:collapse;display:inline-table;table-layout:fixed}.katex .vlist-r{display:table-row}.katex .vlist{display:table-cell;position:relative;vertical-align:bottom}.katex .vlist>span{display:block;height:0;position:relative}.katex .vlist>span>span{display:inline-block}.katex .vlist>span>.pstrut{overflow:hidden;width:0}.katex .vlist-t2{margin-right:-2px}.katex .vlist-s{display:table-cell;font-size:1px;min-width:2px;vertical-align:bottom;width:2px}.katex .vbox{align-items:baseline;display:inline-flex;flex-direction:column}.katex .hbox{width:100%}.katex .hbox,.katex .thinbox{display:inline-flex;flex-direction:row}.katex .thinbox{max-width:0;width:0}.katex .msupsub{text-align:left}.katex .mfrac>span>span{text-align:center}.katex .mfrac .frac-line{border-bottom-style:solid;display:inline-block;width:100%}.katex .hdashline,.katex .hline,.katex .mfrac .frac-line,.katex .overline .overline-line,.katex .rule,.katex .underline .underline-line{min-height:1px}.katex .mspace{display:inline-block}.katex .clap,.katex .llap,.katex .rlap{position:relative;width:0}.katex .clap>.inner,.katex .llap>.inner,.katex .rlap>.inner{position:absolute}.katex .clap>.fix,.katex .llap>.fix,.katex .rlap>.fix{display:inline-block}.katex .llap>.inner{right:0}.katex .clap>.inner,.katex .rlap>.inner{left:0}.katex .clap>.inner>span{margin-left:-50%;margin-right:50%}.katex .rule{border:0 solid;display:inline-block;position:relative}.katex .hline,.katex .overline .overline-line,.katex .underline .underline-line{border-bottom-style:solid;display:inline-block;width:100%}.katex .hdashline{border-bottom-style:dashed;display:inline-block;width:100%}.katex .sqrt>.root{margin-left:.2777777778em;margin-right:-.5555555556em}.katex .fontsize-ensurer.reset-size1.size1,.katex .sizing.reset-size1.size1{font-size:1em}.katex .fontsize-ensurer.reset-size1.size2,.katex .sizing.reset-size1.size2{font-size:1.2em}.katex .fontsize-ensurer.reset-size1.size3,.katex .sizing.reset-size1.size3{font-size:1.4em}.katex .fontsize-ensurer.reset-size1.size4,.katex .sizing.reset-size1.size4{font-size:1.6em}.katex .fontsize-ensurer.reset-size1.size5,.katex .sizing.reset-size1.size5{font-size:1.8em}.katex .fontsize-ensurer.reset-size1.size6,.katex .sizing.reset-size1.size6{font-size:2em}.katex .fontsize-ensurer.reset-size1.size7,.katex .sizing.reset-size1.size7{font-size:2.4em}.katex .fontsize-ensurer.reset-size1.size8,.katex .sizing.reset-size1.size8{font-size:2.88em}.katex .fontsize-ensurer.reset-size1.size9,.katex .sizing.reset-size1.size9{font-size:3.456em}.katex .fontsize-ensurer.reset-size1.size10,.katex .sizing.reset-size1.size10{font-size:4.148em}.katex .fontsize-ensurer.reset-size1.size11,.katex .sizing.reset-size1.size11{font-size:4.976em}.katex .fontsize-ensurer.reset-size2.size1,.katex .sizing.reset-size2.size1{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size2.size2,.katex .sizing.reset-size2.size2{font-size:1em}.katex .fontsize-ensurer.reset-size2.size3,.katex .sizing.reset-size2.size3{font-size:1.1666666667em}.katex .fontsize-ensurer.reset-size2.size4,.katex .sizing.reset-size2.size4{font-size:1.3333333333em}.katex .fontsize-ensurer.reset-size2.size5,.katex .sizing.reset-size2.size5{font-size:1.5em}.katex .fontsize-ensurer.reset-size2.size6,.katex .sizing.reset-size2.size6{font-size:1.6666666667em}.katex .fontsize-ensurer.reset-size2.size7,.katex .sizing.reset-size2.size7{font-size:2em}.katex .fontsize-ensurer.reset-size2.size8,.katex .sizing.reset-size2.size8{font-size:2.4em}.katex .fontsize-ensurer.reset-size2.size9,.katex .sizing.reset-size2.size9{font-size:2.88em}.katex .fontsize-ensurer.reset-size2.size10,.katex .sizing.reset-size2.size10{font-size:3.4566666667em}.katex .fontsize-ensurer.reset-size2.size11,.katex .sizing.reset-size2.size11{font-size:4.1466666667em}.katex .fontsize-ensurer.reset-size3.size1,.katex .sizing.reset-size3.size1{font-size:.7142857143em}.katex .fontsize-ensurer.reset-size3.size2,.katex .sizing.reset-size3.size2{font-size:.8571428571em}.katex .fontsize-ensurer.reset-size3.size3,.katex .sizing.reset-size3.size3{font-size:1em}.katex .fontsize-ensurer.reset-size3.size4,.katex .sizing.reset-size3.size4{font-size:1.1428571429em}.katex .fontsize-ensurer.reset-size3.size5,.katex .sizing.reset-size3.size5{font-size:1.2857142857em}.katex .fontsize-ensurer.reset-size3.size6,.katex .sizing.reset-size3.size6{font-size:1.4285714286em}.katex .fontsize-ensurer.reset-size3.size7,.katex .sizing.reset-size3.size7{font-size:1.7142857143em}.katex .fontsize-ensurer.reset-size3.size8,.katex .sizing.reset-size3.size8{font-size:2.0571428571em}.katex .fontsize-ensurer.reset-size3.size9,.katex .sizing.reset-size3.size9{font-size:2.4685714286em}.katex .fontsize-ensurer.reset-size3.size10,.katex .sizing.reset-size3.size10{font-size:2.9628571429em}.katex .fontsize-ensurer.reset-size3.size11,.katex .sizing.reset-size3.size11{font-size:3.5542857143em}.katex .fontsize-ensurer.reset-size4.size1,.katex .sizing.reset-size4.size1{font-size:.625em}.katex .fontsize-ensurer.reset-size4.size2,.katex .sizing.reset-size4.size2{font-size:.75em}.katex .fontsize-ensurer.reset-size4.size3,.katex .sizing.reset-size4.size3{font-size:.875em}.katex .fontsize-ensurer.reset-size4.size4,.katex .sizing.reset-size4.size4{font-size:1em}.katex .fontsize-ensurer.reset-size4.size5,.katex .sizing.reset-size4.size5{font-size:1.125em}.katex .fontsize-ensurer.reset-size4.size6,.katex .sizing.reset-size4.size6{font-size:1.25em}.katex .fontsize-ensurer.reset-size4.size7,.katex .sizing.reset-size4.size7{font-size:1.5em}.katex .fontsize-ensurer.reset-size4.size8,.katex .sizing.reset-size4.size8{font-size:1.8em}.katex .fontsize-ensurer.reset-size4.size9,.katex .sizing.reset-size4.size9{font-size:2.16em}.katex .fontsize-ensurer.reset-size4.size10,.katex .sizing.reset-size4.size10{font-size:2.5925em}.katex .fontsize-ensurer.reset-size4.size11,.katex .sizing.reset-size4.size11{font-size:3.11em}.katex .fontsize-ensurer.reset-size5.size1,.katex .sizing.reset-size5.size1{font-size:.5555555556em}.katex .fontsize-ensurer.reset-size5.size2,.katex .sizing.reset-size5.size2{font-size:.6666666667em}.katex .fontsize-ensurer.reset-size5.size3,.katex .sizing.reset-size5.size3{font-size:.7777777778em}.katex .fontsize-ensurer.reset-size5.size4,.katex .sizing.reset-size5.size4{font-size:.8888888889em}.katex .fontsize-ensurer.reset-size5.size5,.katex .sizing.reset-size5.size5{font-size:1em}.katex .fontsize-ensurer.reset-size5.size6,.katex .sizing.reset-size5.size6{font-size:1.1111111111em}.katex .fontsize-ensurer.reset-size5.size7,.katex .sizing.reset-size5.size7{font-size:1.3333333333em}.katex .fontsize-ensurer.reset-size5.size8,.katex .sizing.reset-size5.size8{font-size:1.6em}.katex .fontsize-ensurer.reset-size5.size9,.katex .sizing.reset-size5.size9{font-size:1.92em}.katex .fontsize-ensurer.reset-size5.size10,.katex .sizing.reset-size5.size10{font-size:2.3044444444em}.katex .fontsize-ensurer.reset-size5.size11,.katex .sizing.reset-size5.size11{font-size:2.7644444444em}.katex .fontsize-ensurer.reset-size6.size1,.katex .sizing.reset-size6.size1{font-size:.5em}.katex .fontsize-ensurer.reset-size6.size2,.katex .sizing.reset-size6.size2{font-size:.6em}.katex .fontsize-ensurer.reset-size6.size3,.katex .sizing.reset-size6.size3{font-size:.7em}.katex .fontsize-ensurer.reset-size6.size4,.katex .sizing.reset-size6.size4{font-size:.8em}.katex .fontsize-ensurer.reset-size6.size5,.katex .sizing.reset-size6.size5{font-size:.9em}.katex .fontsize-ensurer.reset-size6.size6,.katex .sizing.reset-size6.size6{font-size:1em}.katex .fontsize-ensurer.reset-size6.size7,.katex .sizing.reset-size6.size7{font-size:1.2em}.katex .fontsize-ensurer.reset-size6.size8,.katex .sizing.reset-size6.size8{font-size:1.44em}.katex .fontsize-ensurer.reset-size6.size9,.katex .sizing.reset-size6.size9{font-size:1.728em}.katex .fontsize-ensurer.reset-size6.size10,.katex .sizing.reset-size6.size10{font-size:2.074em}.katex .fontsize-ensurer.reset-size6.size11,.katex .sizing.reset-size6.size11{font-size:2.488em}.katex .fontsize-ensurer.reset-size7.size1,.katex .sizing.reset-size7.size1{font-size:.4166666667em}.katex .fontsize-ensurer.reset-size7.size2,.katex .sizing.reset-size7.size2{font-size:.5em}.katex .fontsize-ensurer.reset-size7.size3,.katex .sizing.reset-size7.size3{font-size:.5833333333em}.katex .fontsize-ensurer.reset-size7.size4,.katex .sizing.reset-size7.size4{font-size:.6666666667em}.katex .fontsize-ensurer.reset-size7.size5,.katex .sizing.reset-size7.size5{font-size:.75em}.katex .fontsize-ensurer.reset-size7.size6,.katex .sizing.reset-size7.size6{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size7.size7,.katex .sizing.reset-size7.size7{font-size:1em}.katex .fontsize-ensurer.reset-size7.size8,.katex .sizing.reset-size7.size8{font-size:1.2em}.katex .fontsize-ensurer.reset-size7.size9,.katex .sizing.reset-size7.size9{font-size:1.44em}.katex .fontsize-ensurer.reset-size7.size10,.katex .sizing.reset-size7.size10{font-size:1.7283333333em}.katex .fontsize-ensurer.reset-size7.size11,.katex .sizing.reset-size7.size11{font-size:2.0733333333em}.katex .fontsize-ensurer.reset-size8.size1,.katex .sizing.reset-size8.size1{font-size:.3472222222em}.katex .fontsize-ensurer.reset-size8.size2,.katex .sizing.reset-size8.size2{font-size:.4166666667em}.katex .fontsize-ensurer.reset-size8.size3,.katex .sizing.reset-size8.size3{font-size:.4861111111em}.katex .fontsize-ensurer.reset-size8.size4,.katex .sizing.reset-size8.size4{font-size:.5555555556em}.katex .fontsize-ensurer.reset-size8.size5,.katex .sizing.reset-size8.size5{font-size:.625em}.katex .fontsize-ensurer.reset-size8.size6,.katex .sizing.reset-size8.size6{font-size:.6944444444em}.katex .fontsize-ensurer.reset-size8.size7,.katex .sizing.reset-size8.size7{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size8.size8,.katex .sizing.reset-size8.size8{font-size:1em}.katex .fontsize-ensurer.reset-size8.size9,.katex .sizing.reset-size8.size9{font-size:1.2em}.katex .fontsize-ensurer.reset-size8.size10,.katex .sizing.reset-size8.size10{font-size:1.4402777778em}.katex .fontsize-ensurer.reset-size8.size11,.katex .sizing.reset-size8.size11{font-size:1.7277777778em}.katex .fontsize-ensurer.reset-size9.size1,.katex .sizing.reset-size9.size1{font-size:.2893518519em}.katex .fontsize-ensurer.reset-size9.size2,.katex .sizing.reset-size9.size2{font-size:.3472222222em}.katex .fontsize-ensurer.reset-size9.size3,.katex .sizing.reset-size9.size3{font-size:.4050925926em}.katex .fontsize-ensurer.reset-size9.size4,.katex .sizing.reset-size9.size4{font-size:.462962963em}.katex .fontsize-ensurer.reset-size9.size5,.katex .sizing.reset-size9.size5{font-size:.5208333333em}.katex .fontsize-ensurer.reset-size9.size6,.katex .sizing.reset-size9.size6{font-size:.5787037037em}.katex .fontsize-ensurer.reset-size9.size7,.katex .sizing.reset-size9.size7{font-size:.6944444444em}.katex .fontsize-ensurer.reset-size9.size8,.katex .sizing.reset-size9.size8{font-size:.8333333333em}.katex .fontsize-ensurer.reset-size9.size9,.katex .sizing.reset-size9.size9{font-size:1em}.katex .fontsize-ensurer.reset-size9.size10,.katex .sizing.reset-size9.size10{font-size:1.2002314815em}.katex .fontsize-ensurer.reset-size9.size11,.katex .sizing.reset-size9.size11{font-size:1.4398148148em}.katex .fontsize-ensurer.reset-size10.size1,.katex .sizing.reset-size10.size1{font-size:.2410800386em}.katex .fontsize-ensurer.reset-size10.size2,.katex .sizing.reset-size10.size2{font-size:.2892960463em}.katex .fontsize-ensurer.reset-size10.size3,.katex .sizing.reset-size10.size3{font-size:.337512054em}.katex .fontsize-ensurer.reset-size10.size4,.katex .sizing.reset-size10.size4{font-size:.3857280617em}.katex .fontsize-ensurer.reset-size10.size5,.katex .sizing.reset-size10.size5{font-size:.4339440694em}.katex .fontsize-ensurer.reset-size10.size6,.katex .sizing.reset-size10.size6{font-size:.4821600771em}.katex .fontsize-ensurer.reset-size10.size7,.katex .sizing.reset-size10.size7{font-size:.5785920926em}.katex .fontsize-ensurer.reset-size10.size8,.katex .sizing.reset-size10.size8{font-size:.6943105111em}.katex .fontsize-ensurer.reset-size10.size9,.katex .sizing.reset-size10.size9{font-size:.8331726133em}.katex .fontsize-ensurer.reset-size10.size10,.katex .sizing.reset-size10.size10{font-size:1em}.katex .fontsize-ensurer.reset-size10.size11,.katex .sizing.reset-size10.size11{font-size:1.1996142719em}.katex .fontsize-ensurer.reset-size11.size1,.katex .sizing.reset-size11.size1{font-size:.2009646302em}.katex .fontsize-ensurer.reset-size11.size2,.katex .sizing.reset-size11.size2{font-size:.2411575563em}.katex .fontsize-ensurer.reset-size11.size3,.katex .sizing.reset-size11.size3{font-size:.2813504823em}.katex .fontsize-ensurer.reset-size11.size4,.katex .sizing.reset-size11.size4{font-size:.3215434084em}.katex .fontsize-ensurer.reset-size11.size5,.katex .sizing.reset-size11.size5{font-size:.3617363344em}.katex .fontsize-ensurer.reset-size11.size6,.katex .sizing.reset-size11.size6{font-size:.4019292605em}.katex .fontsize-ensurer.reset-size11.size7,.katex .sizing.reset-size11.size7{font-size:.4823151125em}.katex .fontsize-ensurer.reset-size11.size8,.katex .sizing.reset-size11.size8{font-size:.578778135em}.katex .fontsize-ensurer.reset-size11.size9,.katex .sizing.reset-size11.size9{font-size:.6945337621em}.katex .fontsize-ensurer.reset-size11.size10,.katex .sizing.reset-size11.size10{font-size:.8336012862em}.katex .fontsize-ensurer.reset-size11.size11,.katex .sizing.reset-size11.size11{font-size:1em}.katex .delimsizing.size1{font-family:KaTeX_Size1}.katex .delimsizing.size2{font-family:KaTeX_Size2}.katex .delimsizing.size3{font-family:KaTeX_Size3}.katex .delimsizing.size4{font-family:KaTeX_Size4}.katex .delimsizing.mult .delim-size1>span{font-family:KaTeX_Size1}.katex .delimsizing.mult .delim-size4>span{font-family:KaTeX_Size4}.katex .nulldelimiter{display:inline-block;width:.12em}.katex .delimcenter,.katex .op-symbol{position:relative}.katex .op-symbol.small-op{font-family:KaTeX_Size1}.katex .op-symbol.large-op{font-family:KaTeX_Size2}.katex .accent>.vlist-t,.katex .op-limits>.vlist-t{text-align:center}.katex .accent .accent-body{position:relative}.katex .accent .accent-body:not(.accent-full){width:0}.katex .overlay{display:block}.katex .mtable .vertical-separator{display:inline-block;min-width:1px}.katex .mtable .arraycolsep{display:inline-block}.katex .mtable .col-align-c>.vlist-t{text-align:center}.katex .mtable .col-align-l>.vlist-t{text-align:left}.katex .mtable .col-align-r>.vlist-t{text-align:right}.katex .svg-align{text-align:left}.katex svg{fill:currentColor;stroke:currentColor;fill-rule:nonzero;fill-opacity:1;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-dashoffset:0;stroke-opacity:1;display:block;height:inherit;position:absolute;width:100%}.katex svg path{stroke:none}.katex img{border-style:none;max-height:none;max-width:none;min-height:0;min-width:0}.katex .stretchy{display:block;overflow:hidden;position:relative;width:100%}.katex .stretchy:after,.katex .stretchy:before{content:""}.katex .hide-tail{overflow:hidden;position:relative;width:100%}.katex .halfarrow-left{left:0;overflow:hidden;position:absolute;width:50.2%}.katex .halfarrow-right{overflow:hidden;position:absolute;right:0;width:50.2%}.katex .brace-left{left:0;overflow:hidden;position:absolute;width:25.1%}.katex .brace-center{left:25%;overflow:hidden;position:absolute;width:50%}.katex .brace-right{overflow:hidden;position:absolute;right:0;width:25.1%}.katex .x-arrow-pad{padding:0 .5em}.katex .cd-arrow-pad{padding:0 .55556em 0 .27778em}.katex .mover,.katex .munder,.katex .x-arrow{text-align:center}.katex .boxpad{padding:0 .3em}.katex .fbox,.katex .fcolorbox{border:.04em solid;box-sizing:border-box}.katex .cancel-pad{padding:0 .2em}.katex .cancel-lap{margin-left:-.2em;margin-right:-.2em}.katex .sout{border-bottom-style:solid;border-bottom-width:.08em}.katex .angl{border-right:.049em solid;border-top:.049em solid;box-sizing:border-box;margin-right:.03889em}.katex .anglpad{padding:0 .03889em}.katex .eqn-num:before{content:"(" counter(katexEqnNo) ")";counter-increment:katexEqnNo}.katex .mml-eqn-num:before{content:"(" counter(mmlEqnNo) ")";counter-increment:mmlEqnNo}.katex .mtr-glue{width:50%}.katex .cd-vert-arrow{display:inline-block;position:relative}.katex .cd-label-left{display:inline-block;position:absolute;right:calc(50% + .3em);text-align:left}.katex .cd-label-right{display:inline-block;left:calc(50% + .3em);position:absolute;text-align:right}.katex-display{display:block;margin:1em 0;text-align:center}.katex-display>.katex{display:block;text-align:center;white-space:nowrap}.katex-display>.katex>.katex-html{display:block;position:relative}.katex-display>.katex>.katex-html>.tag{position:absolute;right:0}.katex-display.leqno>.katex>.katex-html>.tag{left:0;right:auto}.katex-display.fleqn>.katex{padding-left:2em;text-align:left}body{counter-reset:katexEqnNo mmlEqnNo}:root{--neutral-600: rgb(107, 114, 128);--neutral-400: rgb(185, 185, 185);--neutral-300: rgb(228, 228, 228);--neutral-200: rgb(245, 245, 245);--default-font-family: Source Sans Pro, ui-sans-serif, system-ui, -apple-system, Segoe UI, Roboto, Ubuntu, Cantarell, Noto Sans, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";--primary-base: rgb(222, 144, 202);--primary-color: var(--primary-base);--primary-color-hover: oklch(from var(--primary-color) calc(l - .05) c h);--primary-color-active: oklch(from var(--primary-color) calc(l - .1) c h);--on-primary: #ffffff;--page-bg: #ffffff;--text-color: rgba(0, 0, 0, .85);--transparent-page-contrast: rgba(255, 255, 255, .85);--muted-color: rgba(0, 0, 0, .6);--border-color: rgba(0, 0, 0, .1);--surface-bg: #fafafa;--code-bg: #f6f8fa;--link-underline: var(--primary-color);--link-underline-hover: var(--primary-color-hover);--spacing-1: 8px;--spacing-2: 12px;--spacing-3: 16px;--spacing-4: 24px;--spacing-5: 32px;--spacing-6: 40px;--spacing-7: 48px;--spacing-8: 56px;--spacing-9: 64px;--spacing-10: 72px;--content-padding-x: 16px;--block-spacing-y: var(--spacing-4);--palette-count: 8;--button-radius: 6px;--button-padding-x: 12px;--button-padding-y: 8px;--button-font-size: 14px;--button-icon-padding: 8px;--button-big-padding-x: 16px;--button-big-padding-y: 12px;--button-big-font-size: 16px;--button-big-icon-padding: 12px;--table-border-radius: 8px;--table-header-bg: oklch(from var(--surface-bg) calc(l - .02) c h);--table-row-odd-bg: oklch(from var(--surface-bg) calc(l - .01) c h);--z-base: 0;--z-content: 1;--z-elevated: 10;--z-overlay: 1000;--z-modal: 1100;--z-tooltip: 1200;--axis-color: var(--muted-color);--tick-color: var(--text-color);--grid-color: rgba(0, 0, 0, .08)}[data-theme=dark]{--page-bg: #0f1115;--text-color: rgba(255, 255, 255, .9);--muted-color: rgba(255, 255, 255, .7);--border-color: rgba(255, 255, 255, .15);--surface-bg: #12151b;--code-bg: #12151b;--transparent-page-contrast: rgba(0, 0, 0, .85);--axis-color: var(--muted-color);--tick-color: var(--muted-color);--grid-color: rgba(255, 255, 255, .1);--primary-color-hover: oklch(from var(--primary-color) calc(l - .05) c h);--primary-color-active: oklch(from var(--primary-color) calc(l - .1) c h);--on-primary: #0f1115;--csstools-color-scheme--light: ;color-scheme:dark}html{box-sizing:border-box;background:#fff;background:var(--page-bg);color:#000000d9;color:var(--text-color)}*,*:before,*:after{box-sizing:inherit}body{margin:0;font-family:Source Sans Pro,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-family:var(--default-font-family);background:#fff;background:var(--page-bg);color:#000000d9;color:var(--text-color)}audio{display:block;width:100%}img,picture{max-width:100%;height:auto;display:block;position:relative;z-index:10;z-index:var(--z-elevated)}html{font-size:16px;line-height:1.6}.content-grid main{color:#000000d9;color:var(--text-color)}.content-grid main p{margin:0 0 16px;margin:0 0 var(--spacing-3)}.content-grid main h2{font-weight:600;font-size:max(22px,min(2.6vw,32px));line-height:1.2;margin:72px 0 32px;margin:var(--spacing-10) 0 var(--spacing-5);padding-bottom:12px;padding-bottom:var(--spacing-2);border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color)}.content-grid main h3{font-weight:700;font-size:max(18px,min(2.1vw,22px));line-height:1.25;margin:56px 0 24px;margin:var(--spacing-8) 0 var(--spacing-4)}.content-grid main h4{font-weight:600;text-transform:uppercase;font-size:14px;line-height:1.2;margin:56px 0 24px;margin:var(--spacing-8) 0 var(--spacing-4)}.content-grid main a{color:#de90ca;color:var(--primary-color);-webkit-text-decoration:none;text-decoration:none;background:var(--sufrace-bg);border-bottom:1px solid rgba(222,144,202,.4)}@supports (color: color-mix(in lch,red,blue)){.content-grid main a{border-bottom:1px solid color-mix(in srgb,var(--primary-color, #007AFF) 40%,transparent)}}.content-grid main a:hover{color:#ce80ba;color:var(--primary-color-hover);border-bottom:1px solid rgba(222,144,202,.4)}@supports (color: color-mix(in lch,red,blue)){.content-grid main a:hover{border-bottom:1px solid color-mix(in srgb,var(--primary-color, #007AFF) 40%,transparent)}}.content-grid main h2 a,.content-grid main h3 a,.content-grid main h4 a,.content-grid main h5 a,.content-grid main h6 a{color:inherit;border-bottom:none;-webkit-text-decoration:none;text-decoration:none}.content-grid main h2 a:hover,.content-grid main h3 a:hover,.content-grid main h4 a:hover,.content-grid main h5 a:hover,.content-grid main h6 a:hover{color:inherit;border-bottom:none;-webkit-text-decoration:none;text-decoration:none}.content-grid main ul,.content-grid main ol{padding-left:24px;margin:0 0 16px;margin:0 0 var(--spacing-3)}.content-grid main li{margin-bottom:12px;margin-bottom:var(--spacing-2)}.content-grid main li:last-child{margin-bottom:0}.content-grid main blockquote{border-left:2px solid rgba(0,0,0,.1);border-left:2px solid var(--border-color);padding-left:24px;padding-left:var(--spacing-4);font-style:italic;color:#0009;color:var(--muted-color);margin:24px 0;margin:var(--spacing-4) 0}.muted{color:#0009;color:var(--muted-color)}[data-footnote-ref]{margin-left:4px}.content-grid main mark{background-color:#de90ca08;border:1px solid rgba(222,144,202,.05);color:inherit;padding:1px 3px;border-radius:2px;font-weight:500;box-decoration-break:clone;-webkit-box-decoration-break:clone}@supports (color: color-mix(in lch,red,blue)){.content-grid main mark{background-color:color-mix(in srgb,var(--primary-color, #007AFF) 3%,transparent);border:1px solid color-mix(in srgb,var(--primary-color) 5%,transparent)}}.feature-grid{display:grid;grid-template-columns:repeat(auto-fit,minmax(200px,1fr));grid-gap:12px;gap:12px;margin:46px 0}.feature-card{display:flex;flex-direction:column;padding:16px;border:1px solid rgba(222,144,202,.4);background:#de90ca0d!important;border-radius:8px;-webkit-text-decoration:none;text-decoration:none;color:inherit;transition:all .2s ease}@supports (color: color-mix(in lch,red,blue)){.feature-card{border:1px solid color-mix(in srgb,var(--primary-color) 40%,transparent);background:color-mix(in srgb,var(--primary-color, #007AFF) 05%,transparent)!important}}.feature-card:hover{transform:translateY(-2px);box-shadow:0 2px 8px #00000014}.feature-card strong{font-size:14px;font-weight:600;color:#000000d9;color:var(--text-color);color:#de90ca!important;color:var(--primary-color)!important;margin-bottom:0!important}.feature-card span{font-size:12px;color:#0009;color:var(--muted-color);color:#de90ca!important;color:var(--primary-color)!important;margin-bottom:0!important;opacity:1}.katex .tag{background:none;border:none;opacity:.4}.content-grid{max-width:1280px;margin:40px auto 0;padding:0 16px;padding:0 var(--content-padding-x);display:grid;grid-template-columns:260px minmax(0,680px) 260px;grid-gap:32px;gap:32px;align-items:start}.content-grid>main{max-width:100%;margin:0;padding:0}.content-grid>main>*:first-child{margin-top:0}@media (max-width: 1100px){.content-grid{overflow:hidden;display:block;margin-top:12px;margin-top:var(--spacing-2)}.content-grid{grid-template-columns:1fr}.table-of-contents{position:static;display:none}.table-of-contents-mobile{display:block}.footer-inner{grid-template-columns:1fr;gap:16px}.footer-inner>h3{grid-column:auto;margin-top:16px}.footer-inner{display:block;padding:40px 16px}}.wide,.full-width{box-sizing:border-box;position:relative;z-index:10;z-index:var(--z-elevated);background-color:var(--background-color)}.wide{width:min(1100px,100vw - 16px * 2);width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%);padding:16px;padding:var(--content-padding-x);border-radius:6px;border-radius:var(--button-radius);background-color:#fff;background-color:var(--page-bg)}.full-width{width:100vw;margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw)}@media (max-width: 1100px){.wide,.full-width{width:100%;margin-left:0;margin-right:0;padding:0;transform:none}}#theme-toggle{position:fixed;top:24px;top:calc(var(--spacing-4) + var(--hf-spaces-topbar, 0px));right:16px;right:var(--spacing-3);margin:0;z-index:1000;z-index:var(--z-overlay)}@media (max-width: 640px){header.meta .meta-container{display:flex;flex-wrap:wrap;row-gap:12px;-moz-column-gap:8px;column-gap:8px;max-width:100%;padding:0 24px;padding:0 var(--spacing-4)}header.meta .meta-container .meta-container-cell{flex:1 1 calc(50% - 8px);min-width:0}}@media (max-width: 320px){header.meta .meta-container .meta-container-cell{flex-basis:100%;text-align:center}header.meta .affiliations{list-style-position:inside;padding-left:0;margin-left:0}header.meta .affiliations li{text-align:center}}@media (max-width: 768px){.d3-neural .panel{flex-direction:column}.d3-neural .panel .left{flex:0 0 auto;width:100%}.d3-neural .panel .right{flex:0 0 auto;width:100%;min-width:0}}@media print{html,body{background:#fff}body{margin:0}#theme-toggle{display:none!important}.content-grid main a{-webkit-text-decoration:none;text-decoration:none;border-bottom:1px solid rgba(0,0,0,.2)}.content-grid main pre,.content-grid main blockquote,.content-grid main table,.content-grid main figure{-moz-column-break-inside:avoid;break-inside:avoid;page-break-inside:avoid}.content-grid main h2{page-break-before:auto;page-break-after:avoid;-moz-column-break-after:avoid;break-after:avoid-page}.code-lang-chip{display:none!important}:root{--border-color: rgba(0,0,0,.2);--link-underline: rgba(0,0,0,.3);--link-underline-hover: rgba(0,0,0,.4)}.content-grid{grid-template-columns:1fr!important}.table-of-contents,.right-aside,.table-of-contents-mobile{display:none!important}main>nav:first-of-type{display:none!important}.hero,.hero-banner,.d3-banner,.d3-banner svg,.html-embed__card,.js-plotly-plot,figure,pre,table,blockquote,.wide,.full-width{-moz-column-break-inside:avoid;break-inside:avoid;page-break-inside:avoid}.hero{page-break-after:avoid}}@media print{.meta-container-cell--pdf{display:none!important}}code{font-size:14px;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,monospace;background-color:#f6f8fa;background-color:var(--code-bg);border-radius:.3em;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);color:#000000d9;color:var(--text-color);font-weight:400;line-height:1.5}p code,.note code{white-space:nowrap;padding:calc(8px/3) 4px;padding:calc(var(--spacing-1)/3) calc(var(--spacing-1)/2)}.astro-code{position:relative;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:6px;padding:0;font-size:14px;--code-gutter-width: 2.5em}.astro-code,section.content-grid pre{width:100%;max-width:100%;box-sizing:border-box;-webkit-overflow-scrolling:touch;padding:0;margin-bottom:24px!important;margin-bottom:var(--block-spacing-y)!important;overflow-x:auto}section.content-grid pre.astro-code{margin:0;padding:8px 0;padding:var(--spacing-1) 0}section.content-grid pre code{display:inline-block;min-width:100%}@media (max-width: 1100px){.astro-code,section.content-grid pre{white-space:pre-wrap;word-wrap:anywhere;word-break:break-word}section.content-grid pre code{white-space:pre-wrap;display:block;min-width:0}}[data-theme=light] .astro-code{background-color:#f6f8fa;background-color:var(--code-bg)}[data-theme=light] .astro-code span{color:var(--shiki-light)!important}[data-theme=dark] .astro-code span{color:var(--shiki-dark)!important}[data-theme=light] .astro-code{--shiki-foreground: #24292f;--shiki-background: #ffffff}.astro-code code{counter-reset:astro-code-line;display:block;background:none;border:none}.astro-code .line{display:inline-block;position:relative;padding-left:calc(var(--code-gutter-width) + 8px);padding-left:calc(var(--code-gutter-width) + var(--spacing-1));min-height:1.25em}.astro-code .line:before{counter-increment:astro-code-line;content:counter(astro-code-line);position:absolute;left:0;top:0;bottom:0;width:calc(var(--code-gutter-width));text-align:right;color:#0009;color:var(--muted-color);opacity:.3;-webkit-user-select:none;-moz-user-select:none;user-select:none;padding-right:12px;padding-right:var(--spacing-2);border-right:1px solid rgba(0,0,0,.1);border-right:1px solid var(--border-color)}.astro-code .line:empty:after{content:" "}.astro-code code>.line:last-child:empty{display:none}.code-card{position:relative}.code-card .code-copy{position:absolute;top:12px;top:var(--spacing-2);right:12px;right:var(--spacing-2);z-index:3;display:none}.code-card:hover .code-copy{display:block}.code-card .code-copy svg{width:16px;height:16px;display:block;fill:currentColor}.code-card pre{margin:0 0 8px;margin:0 0 var(--spacing-1)}.code-card.no-copy:after{top:8px;right:8px}.accordion .astro-code{padding:0;border:none}.accordion .astro-code{margin-bottom:0!important}.accordion .code-output{border:none;border-top:1px solid rgba(0,0,0,.1)!important;border-top:1px solid var(--border-color)!important}.accordion pre{margin-bottom:0!important}.accordion .code-card pre{margin:0!important}.accordion .astro-code:after{right:0;bottom:0}.code-output{position:relative;background:#f4f6f8;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:6px;margin-top:0;margin-bottom:24px;margin-bottom:var(--block-spacing-y);padding:0!important}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){.code-output{background:oklch(from var(--code-bg) calc(l - .005) c h)}}.code-output pre{padding:22px 16px 16px!important;padding:calc(var(--spacing-3) + 6px) var(--spacing-3) var(--spacing-3) var(--spacing-3)!important}.code-card+.code-output,.astro-code+.code-output,section.content-grid pre+.code-output{margin-top:0;border-top:none;border-top-left-radius:0;border-top-right-radius:0;box-shadow:inset 0 8px 12px -12px #00000026}.astro-code:has(+.code-output){margin-bottom:0!important}.code-card:has(+.code-output) .astro-code{margin-bottom:0!important}section.content-grid pre:has(+.code-output){margin-bottom:0!important}.astro-code:has(+.code-output){border-bottom-left-radius:0;border-bottom-right-radius:0}.code-card:has(+.code-output) .astro-code{border-bottom-left-radius:0;border-bottom-right-radius:0}section.content-grid pre:has(+.code-output){border-bottom-left-radius:0;border-bottom-right-radius:0}.code-output:before{content:"Output";position:absolute;top:0;right:0;font-size:10px;line-height:1;color:#0009;color:var(--muted-color);text-transform:uppercase;letter-spacing:.04em;border-top:none;border-right:none;border-radius:0 0 0 6px;padding:10px}.code-output>:where(*):first-child{margin-top:0!important}.code-output>:where(*):last-child{margin-bottom:0!important}.code-filename{display:inline-block;font-size:12px;line-height:1;color:#0009;color:var(--muted-color);background:#fafafa;background:var(--surface-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-bottom:none;border-radius:6px 6px 0 0;padding:4px 8px;margin:0}.code-filename+.code-card .astro-code,.code-filename+.astro-code,.code-filename+section.content-grid pre{border-top-left-radius:0;border-top-right-radius:6px}button,.button{-webkit-appearance:none;-moz-appearance:none;appearance:none;background:linear-gradient(15deg,#de90ca,#ce80ba 35%);background:linear-gradient(15deg,var(--primary-color) 0%,var(--primary-color-hover) 35%);color:#fff;border:1px solid transparent;border-radius:6px;border-radius:var(--button-radius);padding:8px 12px;padding:var(--button-padding-y) var(--button-padding-x);font-size:14px;font-size:var(--button-font-size);line-height:1;cursor:pointer;display:inline-block;-webkit-text-decoration:none;text-decoration:none;transition:background-color .15s ease,border-color .15s ease,box-shadow .15s ease,transform .02s ease}button:has(>svg:only-child),.button:has(>svg:only-child){padding:8px;padding:var(--button-icon-padding)}button:hover,.button:hover{filter:brightness(96%)}button:active,.button:active{transform:translateY(1px)}button:focus-visible,.button:focus-visible{outline:none}button:disabled,.button:disabled{opacity:.6;cursor:not-allowed}.button--ghost{background:transparent!important;color:#de90ca!important;color:var(--primary-color)!important;border-color:#de90ca!important;border-color:var(--primary-color)!important}.button--ghost:hover{color:#ce80ba!important;color:var(--primary-color-hover)!important;border-color:#ce80ba!important;border-color:var(--primary-color-hover)!important;filter:none}.button.button--big{padding:12px 16px;padding:var(--button-big-padding-y) var(--button-big-padding-x);font-size:16px;font-size:var(--button-big-font-size)}.button.button--big:has(>svg:only-child){padding:12px;padding:var(--button-big-icon-padding)}.button-group .button{margin:5px}.content-grid main table{border-collapse:collapse;table-layout:auto;margin:0}.content-grid main th,.content-grid main td{border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color);padding:6px 8px;font-size:15px;white-space:nowrap;word-break:auto-phrase;white-space:break-spaces;vertical-align:top}.content-grid main thead th{border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color)}.content-grid main thead th{background:#f3f3f3;background:var(--table-header-bg);padding-top:10px;padding-bottom:10px;font-weight:600}.content-grid main hr{border:none;border-bottom:1px solid rgba(0,0,0,.1);border-bottom:1px solid var(--border-color);margin:32px 0;margin:var(--spacing-5) 0}.content-grid main .table-scroll{width:100%;overflow-x:auto;-webkit-overflow-scrolling:touch;border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:8px;border-radius:var(--table-border-radius);background:#fafafa;background:var(--surface-bg);margin:0 0 24px;margin:0 0 var(--block-spacing-y)}.content-grid main .table-scroll>table{width:-moz-fit-content;width:fit-content;min-width:100%;max-width:none}.content-grid main .table-scroll>table th,.content-grid main .table-scroll>table td{border-right:1px solid rgba(0,0,0,.1);border-right:1px solid var(--border-color)}.content-grid main .table-scroll>table th:last-child,.content-grid main .table-scroll>table td:last-child{border-right:none}.content-grid main .table-scroll>table thead th:first-child{border-top-left-radius:8px;border-top-left-radius:var(--table-border-radius)}.content-grid main .table-scroll>table thead th:last-child{border-top-right-radius:8px;border-top-right-radius:var(--table-border-radius)}.content-grid main .table-scroll>table tbody tr:last-child td:first-child{border-bottom-left-radius:8px;border-bottom-left-radius:var(--table-border-radius)}.content-grid main .table-scroll>table tbody tr:last-child td:last-child{border-bottom-right-radius:8px;border-bottom-right-radius:var(--table-border-radius)}.content-grid main .table-scroll>table tbody tr:nth-child(odd) td{background:#f7f7f7;background:var(--table-row-odd-bg)}.content-grid main .table-scroll>table tbody tr:last-child td{border-bottom:none}.accordion .accordion__content .table-scroll{border:none;border-radius:0;margin:0;margin-bottom:0!important}.accordion .accordion__content table{margin:0!important}.accordion .accordion__content .table-scroll>table thead th:first-child,.accordion .accordion__content .table-scroll>table thead th:last-child,.accordion .accordion__content .table-scroll>table tbody tr:last-child td:first-child,.accordion .accordion__content .table-scroll>table tbody tr:last-child td:last-child{border-radius:0}@supports not ((width: -moz-fit-content) or (width: fit-content)){.content-grid main .table-scroll>table{width:-moz-max-content;width:max-content;min-width:100%}}.tag-list{display:flex;flex-wrap:wrap;gap:8px;margin:8px 0 16px}.tag{display:inline-flex;align-items:center;gap:6px;padding:8px 12px;font-size:12px;line-height:1;border-radius:6px;border-radius:var(--button-radius);background:#fafafa;background:var(--surface-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);color:#000000d9;color:var(--text-color)}.card{background:#fafafa;background:var(--surface-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:10px;padding:12px;padding:var(--spacing-2);z-index:11;z-index:calc(var(--z-elevated) + 1);position:relative;margin-bottom:24px;margin-bottom:var(--block-spacing-y)}select{background-color:#fff;background-color:var(--page-bg);border:1px solid rgba(202,131,183,.55);border-radius:6px;border-radius:var(--button-radius);padding:8px 12px;padding:var(--button-padding-y) var(--button-padding-x) var(--button-padding-y) var(--button-padding-x);font-family:Source Sans Pro,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-family:var(--default-font-family);font-size:14px;font-size:var(--button-font-size);color:#000000d9;color:var(--text-color);background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' viewBox='0 0 12 12'%3E%3Cpath fill='%23666' d='M6 8.825L1.175 4 2.35 2.825 6 6.475 9.65 2.825 10.825 4z'/%3E%3C/svg%3E");background-repeat:no-repeat;background-position:right 14px center;background-position:right calc(var(--button-padding-x) + 2px) center;background-size:12px;cursor:pointer;transition:border-color .2s ease,box-shadow .2s ease;-webkit-appearance:none;-moz-appearance:none;appearance:none}@supports (color: color-mix(in lch,red,blue)){select{border:1px solid color-mix(in srgb,var(--primary-color) 50%,var(--border-color))}}select:hover,select:focus,select:active{border-color:#de90ca;border-color:var(--primary-color)}select:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){select:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}select:disabled{opacity:.6;cursor:not-allowed;background-color:#fafafa;background-color:var(--surface-bg)}[data-theme=dark] select{background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' viewBox='0 0 12 12'%3E%3Cpath fill='%23bbb' d='M6 8.825L1.175 4 2.35 2.825 6 6.475 9.65 2.825 10.825 4z'/%3E%3C/svg%3E")}input[type=checkbox]{-webkit-appearance:none;-moz-appearance:none;appearance:none;width:16px;height:16px;border:2px solid rgba(0,0,0,.1);border:2px solid var(--border-color);border-radius:3px;background-color:#fff;background-color:var(--page-bg);cursor:pointer;position:relative;transition:all .2s ease;margin-right:12px;margin-right:var(--spacing-2)}input[type=checkbox]:hover{border-color:#de90ca;border-color:var(--primary-color)}input[type=checkbox]:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){input[type=checkbox]:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}input[type=checkbox]:checked{background-color:#de90ca;background-color:var(--primary-color);border-color:#de90ca;border-color:var(--primary-color)}input[type=checkbox]:checked:before{content:"";position:absolute;top:1px;left:4px;width:4px;height:8px;border:solid #ffffff;border:solid var(--on-primary);border-width:0 2px 2px 0;transform:rotate(45deg)}input[type=checkbox]:disabled{opacity:.6;cursor:not-allowed}input[type=radio]{-webkit-appearance:none;-moz-appearance:none;appearance:none;width:16px;height:16px;border:2px solid rgba(0,0,0,.1);border:2px solid var(--border-color);border-radius:50%;background-color:#fff;background-color:var(--page-bg);cursor:pointer;position:relative;transition:all .2s ease;margin-right:12px;margin-right:var(--spacing-2)}input[type=radio]:hover{border-color:#de90ca;border-color:var(--primary-color)}input[type=radio]:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){input[type=radio]:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}input[type=radio]:checked{border-color:#de90ca;border-color:var(--primary-color)}input[type=radio]:checked:before{content:"";position:absolute;top:2px;left:2px;width:8px;height:8px;border-radius:50%;background-color:#de90ca;background-color:var(--primary-color)}input[type=radio]:disabled{opacity:.6;cursor:not-allowed}input[type=text],input[type=email],input[type=password],input[type=number],input[type=url],input[type=search],textarea{-webkit-appearance:none;-moz-appearance:none;appearance:none;background-color:#fff;background-color:var(--page-bg);border:1px solid rgba(0,0,0,.1);border:1px solid var(--border-color);border-radius:6px;border-radius:var(--button-radius);padding:8px 12px;padding:var(--button-padding-y) var(--button-padding-x);font-family:Source Sans Pro,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-family:var(--default-font-family);font-size:14px;font-size:var(--button-font-size);color:#000000d9;color:var(--text-color);transition:border-color .2s ease,box-shadow .2s ease;width:100%}input[type=text]:hover,input[type=email]:hover,input[type=password]:hover,input[type=number]:hover,input[type=url]:hover,input[type=search]:hover,textarea:hover{border-color:#de90ca;border-color:var(--primary-color)}input[type=text]:focus,input[type=email]:focus,input[type=password]:focus,input[type=number]:focus,input[type=url]:focus,input[type=search]:focus,textarea:focus{outline:none;border-color:#de90ca;border-color:var(--primary-color);box-shadow:0 0 0 2px #de90ca1a}@supports (color: lab(from red l 1 1% / calc(alpha + .1))){input[type=text]:focus,input[type=email]:focus,input[type=password]:focus,input[type=number]:focus,input[type=url]:focus,input[type=search]:focus,textarea:focus{box-shadow:0 0 0 2px rgba(from var(--primary-color) r g b / .1)}}input[type=text]:disabled,input[type=email]:disabled,input[type=password]:disabled,input[type=number]:disabled,input[type=url]:disabled,input[type=search]:disabled,textarea:disabled{opacity:.6;cursor:not-allowed;background-color:#fafafa;background-color:var(--surface-bg)}label{display:flex;align-items:center;font-size:14px;font-size:var(--button-font-size);color:#000000d9;color:var(--text-color);cursor:pointer;margin-bottom:0;line-height:1.4;-webkit-user-select:none;-moz-user-select:none;user-select:none}.form-group{margin-bottom:24px;margin-bottom:var(--spacing-4);display:flex;align-items:center;gap:12px;gap:var(--spacing-2)}.form-group label{margin-bottom:0}.form-group.vertical{flex-direction:column;align-items:flex-start}.form-group.vertical label{margin-bottom:8px;margin-bottom:var(--spacing-1)}.form-inline{display:flex;align-items:center;gap:12px;gap:var(--spacing-2);margin-bottom:16px;margin-bottom:var(--spacing-3)}.form-inline label{margin-bottom:0}div[style*="display: flex"] label,div[class*=flex] label,.trackio-controls label,.scale-controls label,.theme-selector label{margin-bottom:0!important;align-self:center}.tenet-list{margin:3rem 0}.tenet-list ol{counter-reset:tenet-counter 0;list-style:none;padding-left:0;display:grid;grid-template-columns:1fr;grid-gap:2.5rem;gap:2.5rem;max-width:900px;margin:0 auto}.tenet-list li.tenet{counter-increment:tenet-counter;background:linear-gradient(135deg,#fff,#f8f9fa);border:2px solid #e2e8f0;border-radius:16px;padding:2rem 2rem 2rem 4rem;margin:0;position:relative;box-shadow:0 12px 35px #0000001f;transition:all .3s ease;cursor:pointer}.tenet-list li.tenet:hover{transform:translateY(-8px) scale(1.02);box-shadow:0 20px 50px #00000040;border-color:#007bff80;background:linear-gradient(135deg,#fff,#f0f8ff)}.tenet-list li.tenet:nth-child(1):before{background:linear-gradient(135deg,#667eea,#764ba2)}.tenet-list li.tenet:nth-child(2):before{background:linear-gradient(135deg,#f093fb,#f5576c)}.tenet-list li.tenet:nth-child(3):before{background:linear-gradient(135deg,#4facfe,#00f2fe)}.tenet-list li.tenet:nth-child(4):before{background:linear-gradient(135deg,#43e97b,#38f9d7)}.tenet-list li.tenet:nth-child(5):before{background:linear-gradient(135deg,#fa709a,#fee140)}.tenet-list li.tenet:nth-child(6):before{background:linear-gradient(135deg,#a8edea,#fed6e3)}.tenet-list li.tenet:nth-child(7):before{background:linear-gradient(135deg,#ff9a9e,#fecfef)}.tenet-list li.tenet:nth-child(8):before{background:linear-gradient(135deg,#a18cd1,#fbc2eb)}.tenet-list li.tenet:nth-child(9):before{background:linear-gradient(135deg,#ffecd2,#fcb69f)}.tenet-list li.tenet:before{content:counter(tenet-counter);position:absolute;top:-12px;left:-12px;color:#fff;width:48px;height:48px;border-radius:50%;display:flex;align-items:center;justify-content:center;font-size:1.2em;font-weight:700;box-shadow:0 4px 12px #00000026;border:3px solid white}.tenet-list li.tenet strong{color:#1a202c;font-size:1.1em;display:block;margin-bottom:.5rem}.tenet-list li.tenet em{color:#4a5568;font-size:.95em;font-style:italic;display:block;margin-top:.75rem;padding:1rem;background:#00000008;border-radius:8px;border-left:3px solid #e2e8f0}.tenet-list li.tenet p{color:#2d3748;line-height:1.6;margin:.5rem 0}@keyframes pulse-glow{0%{box-shadow:0 4px 12px #00000026}50%{box-shadow:0 4px 20px #00000040}to{box-shadow:0 4px 12px #00000026}}.tenet-list li.tenet:hover:before{animation:pulse-glow 2s ease-in-out infinite}[data-theme=dark] .tenet-list li.tenet{background:linear-gradient(135deg,#1a202c,#2d3748);border-color:#4a5568}[data-theme=dark] .tenet-list li.tenet:hover{background:linear-gradient(135deg,#2d3748,#374151);border-color:#667eea80}[data-theme=dark] .tenet-list li.tenet strong{color:#e2e8f0}[data-theme=dark] .tenet-list li.tenet p{color:#cbd5e0}[data-theme=dark] .tenet-list li.tenet em{color:#a0aec0;background:#ffffff0d;border-left-color:#4a5568}@media (max-width: 768px){.tenet-list li.tenet{padding:1.5rem}}.crumbs{background:linear-gradient(135deg,#f0f4ff,#e6eeff);border-left:5px solid #667eea;padding:1.25rem 1.75rem;margin:2.5rem 0;border-radius:0 8px 8px 0;box-shadow:0 2px 8px #667eea1f;font-size:.95em;line-height:1.6;color:#4a5568}.crumbs strong{color:#667eea;font-weight:700}.crumbs code{background:#667eea1a;padding:.15em .4em;border-radius:3px;font-size:.9em;color:#4c51bf}.crumbs a{color:#667eea;font-weight:500}[data-theme=dark] .crumbs{background:linear-gradient(135deg,#1e293b,#334155);border-left-color:#818cf8;color:#cbd5e0}[data-theme=dark] .crumbs strong{color:#a5b4fc}[data-theme=dark] .crumbs code{background:#818cf833;color:#c7d2fe}[data-theme=dark] .crumbs a{color:#a5b4fc}main a[href^="http://"],main a[href^="https://"]{background:linear-gradient(135deg,#e3f2fd,#bbdefb);color:#1565c0;-webkit-text-decoration:none;text-decoration:none;padding:.15em .5em;border-radius:12px;border:1px solid #90caf9;display:inline-block;transition:all .3s ease;font-weight:500;box-shadow:0 1px 3px #1565c026}main a[href^="http://"]:hover,main a[href^="https://"]:hover{background:linear-gradient(135deg,#2196f3,#1976d2);color:#fff;border-color:#1565c0;transform:translateY(-1px);box-shadow:0 4px 12px #1565c04d}main a[href^="http://"]:active,main a[href^="https://"]:active{transform:translateY(0);box-shadow:0 1px 3px #1565c033}a[href^="#source-of-truth"],a[href^="#one-model-one-file"],a[href^="#code-is-product"],a[href^="#standardize-dont-abstract"],a[href^="#do-repeat-yourself"],a[href^="#minimal-user-api"],a[href^="#backwards-compatibility"],a[href^="#consistent-public-surface"],a[href^="#modular"]{position:relative;color:#667eea;font-weight:600;-webkit-text-decoration:underline;text-decoration:underline;text-decoration-color:#667eea4d;transition:all .3s ease}a[href^="#source-of-truth"]:hover,a[href^="#one-model-one-file"]:hover,a[href^="#code-is-product"]:hover,a[href^="#standardize-dont-abstract"]:hover,a[href^="#do-repeat-yourself"]:hover,a[href^="#minimal-user-api"]:hover,a[href^="#backwards-compatibility"]:hover,a[href^="#consistent-public-surface"]:hover,a[href^="#modular"]:hover{color:#4c51bf;text-decoration-color:#4c51bf;background:#667eea1a;padding:2px 4px;border-radius:4px}a[href^="#source-of-truth"]:after{content:"Model implementations should be reliable, reproducible, and faithful to original performances."}a[href^="#one-model-one-file"]:after{content:"All inference and training core logic visible, top‑to‑bottom, in a single file."}a[href^="#code-is-product"]:after{content:"Optimize for reading, diffing, and tweaking. Code quality matters as much as functionality."}a[href^="#standardize-dont-abstract"]:after{content:"Model-specific logic belongs in the model file, not hidden behind abstractions."}a[href^="#do-repeat-yourself"]:after{content:"Strategic duplication can improve readability and maintainability when done thoughtfully."}a[href^="#minimal-user-api"]:after{content:"Config, model, preprocessing; from_pretrained, save_pretrained, push_to_hub. Least amount of codepaths."}a[href^="#backwards-compatibility"]:after{content:"Any artifact once on the hub must remain loadable. Breaking changes are unacceptable."}a[href^="#consistent-public-surface"]:after{content:"Uniform naming, signatures, and conventions across all models for predictability."}a[href^="#modular"]:after{content:"Architecture components shared via modular system, removing boilerplate while keeping expanded files visible."}a[href^="#source-of-truth"]:after,a[href^="#one-model-one-file"]:after,a[href^="#code-is-product"]:after,a[href^="#standardize-dont-abstract"]:after,a[href^="#do-repeat-yourself"]:after,a[href^="#minimal-user-api"]:after,a[href^="#backwards-compatibility"]:after,a[href^="#consistent-public-surface"]:after,a[href^="#modular"]:after{position:absolute;bottom:100%;left:50%;transform:translate(-50%);background:#1a202c;color:#fff;padding:.75rem 1rem;border-radius:8px;font-size:.85em;font-weight:400;white-space:normal;width:300px;line-height:1.4;z-index:1001;opacity:0;visibility:hidden;transition:opacity .3s ease,visibility .3s ease;pointer-events:none;box-shadow:0 4px 12px #0003;margin-bottom:.5rem}a[href^="#source-of-truth"]:hover:after,a[href^="#one-model-one-file"]:hover:after,a[href^="#code-is-product"]:hover:after,a[href^="#standardize-dont-abstract"]:hover:after,a[href^="#do-repeat-yourself"]:hover:after,a[href^="#minimal-user-api"]:hover:after,a[href^="#backwards-compatibility"]:hover:after,a[href^="#consistent-public-surface"]:hover:after,a[href^="#modular"]:hover:after{opacity:1;visibility:visible}[data-theme=dark] main a[href^="http://"],[data-theme=dark] main a[href^="https://"]{background:linear-gradient(135deg,#1e3a5f,#2563eb);color:#bfdbfe;border-color:#3b82f6}[data-theme=dark] main a[href^="http://"]:hover,[data-theme=dark] main a[href^="https://"]:hover{background:linear-gradient(135deg,#2563eb,#1d4ed8);color:#fff;border-color:#60a5fa}[data-theme=dark] a[href^="#source-of-truth"]:after,[data-theme=dark] a[href^="#one-model-one-file"]:after,[data-theme=dark] a[href^="#code-is-product"]:after,[data-theme=dark] a[href^="#standardize-dont-abstract"]:after,[data-theme=dark] a[href^="#do-repeat-yourself"]:after,[data-theme=dark] a[href^="#minimal-user-api"]:after,[data-theme=dark] a[href^="#backwards-compatibility"]:after,[data-theme=dark] a[href^="#consistent-public-surface"]:after,[data-theme=dark] a[href^="#modular"]:after{background:#2d3748;color:#e2e8f0}[data-theme=dark] a[href^="#source-of-truth"],[data-theme=dark] a[href^="#one-model-one-file"],[data-theme=dark] a[href^="#code-is-product"],[data-theme=dark] a[href^="#standardize-dont-abstract"],[data-theme=dark] a[href^="#do-repeat-yourself"],[data-theme=dark] a[href^="#minimal-user-api"],[data-theme=dark] a[href^="#backwards-compatibility"],[data-theme=dark] a[href^="#consistent-public-surface"],[data-theme=dark] a[href^="#modular"]{color:#a5b4fc;text-decoration-color:#a5b4fc4d}[data-theme=dark] a[href^="#source-of-truth"]:hover,[data-theme=dark] a[href^="#one-model-one-file"]:hover,[data-theme=dark] a[href^="#code-is-product"]:hover,[data-theme=dark] a[href^="#standardize-dont-abstract"]:hover,[data-theme=dark] a[href^="#do-repeat-yourself"]:hover,[data-theme=dark] a[href^="#minimal-user-api"]:hover,[data-theme=dark] a[href^="#backwards-compatibility"]:hover,[data-theme=dark] a[href^="#consistent-public-surface"]:hover,[data-theme=dark] a[href^="#modular"]:hover{color:#c7d2fe;background:#a5b4fc26}.demo-wide,.demo-full-width{display:flex;flex-direction:column;align-items:center;justify-content:center;width:100%;min-height:150px;color:#0009;color:var(--muted-color);font-size:12px;border:2px dashed rgba(0,0,0,.1);border:2px dashed var(--border-color);border-radius:8px;background:#fafafa;background:var(--surface-bg);margin-bottom:24px;margin-bottom:var(--block-spacing-y)}.mermaid{background:none!important;margin-bottom:24px!important;margin-bottom:var(--block-spacing-y)!important}.content-grid main img{max-width:100%;height:auto;width:min(1100px,100vw - 16px * 2);width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%);display:block}.content-grid main .figure-legend{text-align:center;font-size:.9rem;color:#0009;color:var(--muted-color);font-style:italic;margin:12px 0 24px;margin:var(--spacing-2) 0 var(--spacing-4);width:min(1100px,100vw - 16px * 2);width:min(1100px,100vw - var(--content-padding-x) * 2);margin-left:50%;transform:translate(-50%)}@media (max-width: 1024px){.content-grid main img,.content-grid main .figure-legend{width:100%;margin-left:0;transform:none}}

app/dist/_astro/{index.BxklM4ay.css.gz → index.BzKj3Iki.css.gz}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3bed21d41560dce79a059125f524f651cf2c3c9026807d6fe1037a37a6fe544a
-size 18473
+oid sha256:f24edb1dda097271f639fc0ed71e61996174a8ac9f816dc40504c1730734a66e
+size 18501

app/dist/index.html

@@ -12,8 +12,8 @@
           document.documentElement.setAttribute("data-theme", theme);
         } catch {}
       })();
-    </script><script type="module" src="/scripts/color-palettes.js"></script><!-- TO MANAGE PROPERLY --><script src="https://cdn.plot.ly/plotly-3.0.0.min.js" charset="utf-8"></script><link rel="stylesheet" href="/_astro/index.BxklM4ay.css"><script type="module" src="/_astro/hoisted.DK-CdsVg.js"></script>
-<script type="module" src="/_astro/page.CH0W_C1Z.js"></script></head> <body> <button id="theme-toggle" aria-label="Toggle color theme" data-astro-cid-x3pjskd3> <svg class="icon light" width="20" height="20" viewBox="0 0 24 24" aria-hidden="true" focusable="false" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" data-astro-cid-x3pjskd3> <circle cx="12" cy="12" r="5" data-astro-cid-x3pjskd3></circle> <line x1="12" y1="1" x2="12" y2="4" data-astro-cid-x3pjskd3></line> <line x1="12" y1="20" x2="12" y2="23" data-astro-cid-x3pjskd3></line> <line x1="1" y1="12" x2="4" y2="12" data-astro-cid-x3pjskd3></line> <line x1="20" y1="12" x2="23" y2="12" data-astro-cid-x3pjskd3></line> <line x1="4.22" y1="4.22" x2="6.34" y2="6.34" data-astro-cid-x3pjskd3></line> <line x1="17.66" y1="17.66" x2="19.78" y2="19.78" data-astro-cid-x3pjskd3></line> <line x1="4.22" y1="19.78" x2="6.34" y2="17.66" data-astro-cid-x3pjskd3></line> <line x1="17.66" y1="6.34" x2="19.78" y2="4.22" data-astro-cid-x3pjskd3></line> </svg> <svg class="icon dark" width="20" height="20" viewBox="0 0 24 24" aria-hidden="true" focusable="false" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" data-astro-cid-x3pjskd3> <path d="M21 12.79A9 9 0 1 1 11.21 3 7 7 0 0 0 21 12.79z" data-astro-cid-x3pjskd3></path> </svg>  </button>  <section class="hero" data-astro-cid-bbe6dxrz> <h1 class="hero-title" data-astro-cid-bbe6dxrz>Maintain the unmaintainable:<br/>1M python loc, 400+ models</h1> <div class="hero-banner" data-astro-cid-bbe6dxrz> <figure class="html-embed"><div class="html-embed__card is-frameless"><div id="frag-v8r960imx1"><style>
+    </script><script type="module" src="/scripts/color-palettes.js"></script><!-- TO MANAGE PROPERLY --><script src="https://cdn.plot.ly/plotly-3.0.0.min.js" charset="utf-8"></script><link rel="stylesheet" href="/_astro/index.BzKj3Iki.css"><script type="module" src="/_astro/hoisted.DK-CdsVg.js"></script>
+<script type="module" src="/_astro/page.CH0W_C1Z.js"></script></head> <body> <button id="theme-toggle" aria-label="Toggle color theme" data-astro-cid-x3pjskd3> <svg class="icon light" width="20" height="20" viewBox="0 0 24 24" aria-hidden="true" focusable="false" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" data-astro-cid-x3pjskd3> <circle cx="12" cy="12" r="5" data-astro-cid-x3pjskd3></circle> <line x1="12" y1="1" x2="12" y2="4" data-astro-cid-x3pjskd3></line> <line x1="12" y1="20" x2="12" y2="23" data-astro-cid-x3pjskd3></line> <line x1="1" y1="12" x2="4" y2="12" data-astro-cid-x3pjskd3></line> <line x1="20" y1="12" x2="23" y2="12" data-astro-cid-x3pjskd3></line> <line x1="4.22" y1="4.22" x2="6.34" y2="6.34" data-astro-cid-x3pjskd3></line> <line x1="17.66" y1="17.66" x2="19.78" y2="19.78" data-astro-cid-x3pjskd3></line> <line x1="4.22" y1="19.78" x2="6.34" y2="17.66" data-astro-cid-x3pjskd3></line> <line x1="17.66" y1="6.34" x2="19.78" y2="4.22" data-astro-cid-x3pjskd3></line> </svg> <svg class="icon dark" width="20" height="20" viewBox="0 0 24 24" aria-hidden="true" focusable="false" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" data-astro-cid-x3pjskd3> <path d="M21 12.79A9 9 0 1 1 11.21 3 7 7 0 0 0 21 12.79z" data-astro-cid-x3pjskd3></path> </svg>  </button>  <section class="hero" data-astro-cid-bbe6dxrz> <h1 class="hero-title" data-astro-cid-bbe6dxrz>Maintain the unmaintainable:<br/>1M python loc, 400+ models</h1> <div class="hero-banner" data-astro-cid-bbe6dxrz> <figure class="html-embed"><div class="html-embed__card is-frameless"><div id="frag-787dd5e8w69"><style>
 @import url('https://fonts.googleapis.com/css2?family=Inter:wght@500;600&display=swap');
 
 .banner-container {
@@ -448,7 +448,7 @@ We continue to support all new models and expect to do so for the foreseeable fu
 <p>It works as follows. In order to contribute a model, <code>GLM</code> for instance, we define a <code>modular_</code> file that can inherit from <em>any function across all other modeling, configuration and processor files</em> already existing in the library.
 The modular file can use inheritance across models: and then, it will be unravelled into a fully functional modeling file.</p>
 <summary id="generated-modeling">Auto-generated modeling code</summary>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-k4pqlm0xlw"><div class="code-compare" style="display: grid; grid-template-columns: 1fr 1fr; gap: 1rem; margin: 1.5rem 0;">
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-thw655uqqgb"><div class="code-compare" style="display: grid; grid-template-columns: 1fr 1fr; gap: 1rem; margin: 1.5rem 0;">
     <div class="code-column" style="border: 1px solid #e2e8f0; border-radius: 8px; overflow: hidden;">
         <div class="code-header" style="background: #f8f9fa; padding: 0.75rem 1rem; font-weight: 600; color: #495057; border-bottom: 1px solid #e2e8f0;">
             modular_glm.py
@@ -612,7 +612,7 @@ However, if a model has a modular_<em>.py and a corresponding automatically gene
 <p>That gives an “effective LOC” curve: the 𝗺𝗮𝗶𝗻𝘁𝗲𝗻𝗮𝗻𝗰𝗲 𝘀𝘂𝗿𝗳𝗮𝗰𝗲.</p>
 <p>Measured on git history, raw <code>modeling_*.py</code> grew at ~362 LOC/day before modular; counting only modular shards yields ~25 LOC/day after — about <strong>15× lower</strong>. The effective curve (blue line below) represents the <strong>maintenance surface</strong> today: what maintainers actually read and review.</p>
 <p>Less code to hand-maintain means fewer places to break. Naturally LOC is not a direct measure of complexity, but they correlate in review effort and change risk.</p>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-8j1eajribg5"><iframe
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-ag4sqiq4jg5"><iframe
 src="https://molbap-loc-1.hf.space"
 style="width:100%; height:900px; border:0"
 allow="clipboard-read; clipboard-write; fullscreen"
@@ -651,7 +651,7 @@ Another strength of the new attention interface is the possibility to enforce sp
 <p>Because we want to avoid code modifications that are unrelated to the model.</p>
 <p>We choose to place the level of abstraction higher than the device placement: a matrix multiplication - a <code>nn.Linear</code> layer - should be always expressed in the same way, regardless of how it is placed.</p>
 <p>Hence, we want to touch the modeling code <a href="#minimal-user-api">minimally</a>, and only modify it when <em>architectural changes</em> are involved – not depending on the way you run it. For tensor parallelism, we simply specify a <code>tp_plan</code>:</p>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-6k929b8i4kg"><pre><code class="language-python"># In the model's config (example: ERNIE 4.5-style decoder blocks)
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-mvcpk9xh0q8"><pre><code class="language-python"># In the model's config (example: ERNIE 4.5-style decoder blocks)
     base_model_tp_plan = {
         "layers.*.self_attn.q_proj": "colwise",
         "layers.*.self_attn.k_proj": "colwise",
@@ -723,7 +723,7 @@ So I wanted to take a look at the current <strong>state of modularity</strong> a
 <p>So what do we see?</p>
 <p>(Graph reading guide: nodes are models; edges are modular imports).</p>
 <p>Check out the <a href="https://huggingface.co/spaces/Molbap/transformers-modular-refactor">full viewer here</a> (tab “dependency graph”, hit “build graph”) for better manipulation and exploration.</p>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-mrjpwa984"><iframe
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-fvn3i4jz7th"><iframe
 src="https://molbap-dependencies-1.hf.space"
 style="width:100%; height:680px; border:0"
 allow="clipboard-read; clipboard-write; fullscreen"
@@ -749,7 +749,7 @@ First, Llama is a basis and an influence for many models, and it is very visible
 <p>It is interesting, for our comparison, to look at <em>when</em> we deployed the modular logic and what was its rippling effect on the library. Looking at the timeline makes it obvious: adding modular allowed to connect more and more models to solid reference points.</p>
 <p>Yet, we still have a lot of gaps to fill.</p>
 <p>Zoom out below - it’s full of models. You can click on a node to see its connections better, or use the text box to search for a model. You can use the <a href="https://huggingface.co/spaces/Molbap/transformers-modular-refactor">full viewer</a> (tab “timeline”, hit “build timeline”) for better exploration.</p>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-5npq3tnzu9b">    <iframe
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-59o21bg38ad">    <iframe
   src="https://molbap-timeline-1.hf.space"
   style="width:100%; height:680px; border:0"
   allow="clipboard-read; clipboard-write; fullscreen"
@@ -822,8 +822,7 @@ That means every decision we make to abstract something else has to be extremely
 <h3 id="on-image-processing-and-processors"><a href="#on-image-processing-and-processors">On image processing and processors</a></h3>
 <p>Deciding to become a <code>torch</code>-first library meant relieving a tremendous amount of support for <code>jax </code> and <code>TensorFlow</code>, and it also meant that we could be more lenient about the amount of torch-dependent utilities that we were able to accept. One of these is the <em>fast processing</em> of images. Where inputs were once minimally assumed to be ndarrays, enforcing native <code>torch</code> and <code>torchvision</code> inputs allowed us to massively improve processing speed for each model.</p>
 <p>The gains in performance are immense, up to 20x speedup for most models when using compiled torchvision ops. Furthermore, lets us run the whole pipeline solely on GPU.</p>
-<p><img src="/images/transformers/fast_image_processors.png" alt="Fast Image Processors Performance"/>
-<p class="figure-legend">Thanks <a href="https://huggingface.co/yonigozlan">Yoni Gozlan</a> for the great work!</p></p>
+<p><img src="/images/transformers/fast_image_processors.png" alt="Fast Image Processors Performance"/></p>
 <div class="crumbs"><p>PyTorch-first lets processors assume torch/torchvision and run the whole pipeline on GPU; big per-model speedups.</p><p><strong>Next:</strong> how this lowers friction for contributors and downstream users.</p></div>
 <h2 id="reduce-barrier-to-entrycontribution"><a href="#reduce-barrier-to-entrycontribution">Reduce barrier to entry/contribution</a></h2>
 <p>This is an overall objective: there’s no <code>transformers</code> without its community.</p>
@@ -834,7 +833,7 @@ That means every decision we make to abstract something else has to be extremely
 <div class="crumbs"><p>The shape of a contribution: add a model (or variant) with a small modular shard; the community and serving stacks pick it up immediately. Popularity trends (encoders/embeddings) guide where we invest.</p><p><strong>Next:</strong> power tools enabled by a consistent API.</p></div>
 <h3 id="-models-popularity"><a href="#-models-popularity"><a id="encoders-ftw"></a> Models popularity</a></h3>
 <p>Talking about dependencies, we can take a look at the number of downloads as a measure of popularity. One thing we see is the prominence of encoders, despite the apparent prevalence of decoder LLMs. The reason is that encoders are used to generate embeddings, which have multiple downstream uses. Just check out <a href="https://huggingface.co/blog/embeddinggemma">EmbeddingGemma</a> for a modern recap. Hence, it is vital to keep the encoders portion of the library viable, usable, fine-tunable.</p>
-<div><figure class="html-embed"><div class="html-embed__card"><div id="frag-a6lvmrfnb0h"><html>
+<div><figure class="html-embed"><div class="html-embed__card"><div id="frag-gpt8ihmh7tc"><html>
 <head><meta charset="utf-8" /></head>
 <body>
     <div>                        <script type="text/javascript">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>
@@ -4732,7 +4731,7 @@ return Plotly;
 <p>All models have the same API for attention computation, thanks to <a href="#external-attention-classes">the externalisation of attention classes</a>.</p>
 <p>This uniformity allows us to build cool tools to visualize the inner workings of the attention mechanism.</p>
 <p>One particular piece of machinery is the <code>attention mask</code>. Here you see the famous bidirectional attention pattern for the whole prefix (text + image) in PaliGemma and all Gemma2+ models, contrasting with the usual “causal-only” models.</p>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-5b30rmkobeu"><!-- Minimal HTML fragment: terminal-style ASCII attention masks -->
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-dhk1yn5wyfe"><!-- Minimal HTML fragment: terminal-style ASCII attention masks -->
 <div style="max-width: 940px; margin: 16px 0; border:1px solid #2a2f3a; border-radius:8px; background:#0b0f19; font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, 'Liberation Mono', 'Courier New', monospace; color:#e5e7eb;">
     <div style="display:flex; align-items:center; gap:8px; padding:8px 10px; border-bottom:1px solid #1f2430; background:#111827; border-top-left-radius:8px; border-top-right-radius:8px;">
       <span style="width:10px; height:10px; background:#ef4444; border-radius:50%; display:inline-block;"></span>
@@ -4785,7 +4784,7 @@ return Plotly;
 <div class="crumbs"><p>Forward interception and nested JSON logging align ports to reference implementations, reinforcing “Source of Truth.”</p><p><strong>Next:</strong> CUDA warmup reduces load-time without touching modeling semantics.</p></div>
 <h3 id="cooking-faster-cuda-warmups"><a href="#cooking-faster-cuda-warmups">Cooking faster CUDA warmups</a></h3>
 <p>Having a clean <em>external</em> API allows us to work on the <a href="#code-is-product">true inner workings of transformers</a>. One of a few recent additions was the <em>CUDA warmup</em> via <code>caching_allocator_warmup</code>, which dramatically improved loading times by pre-allocating GPU memory to avoid malloc bottlenecks during model loading. It can achieve a 7x speedup factor for an 8B model, or 6x for a 32B one, as you can check in <a href="https://github.com/huggingface/transformers/pull/36380">the PR</a>!</p>
-<figure class="html-embed"><div class="html-embed__card"><div id="frag-2p0fwkmk3xw"><style>
+<figure class="html-embed"><div class="html-embed__card"><div id="frag-bse18lbly7a"><style>
 /* 1) Scope tokens to the widget */
 .warmup-demo{
   --page-bg:#ffffff;
@@ -5122,7 +5121,8 @@ return Plotly;
   author={Pablo Montalvo and Lysandre Debut and Pedro Cuenca and Yoni Gozlan},
   year={2025},
   
-}</pre> </section>   <section class="references-block">  </section> </div> </footer> <script>
+}</pre> </section> <section class="acknowledgements-block"> <h3>Acknowledgements</h3> <p>Special thanks to all the reviewers on this! <a href='https://huggingface.co/reach-vb '>Vaibhav Srivastav</a>, <a href='https://huggingface.co/cyrilvallez '>Cyril Vallez</a>, <a href='https://huggingface.co/yonigozlan'>Yoni Gozlan</a> also for his excellent work on fast image processors, <a href='https://huggingface.co/ArthurZ'>Arthur Zucker</a> for his guidance, and <a href='https://huggingface.co/tfrere'>Thibaud Frere</a> for designing this template and helping me out with it!
+Most importantly: thanks to the entire Open-Source community, sincerely.</p> </section>   <section class="references-block">  </section> </div> </footer> <script>
   (() => {
     const getFooter = () => document.currentScript?.closest('footer') || document.querySelector('footer.footer');
     const footer = getFooter();

app/dist/index.html.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:973b4220915eab6e03c01dfa087941db426463ec450fe0ad1a39a8f9b84380ae
-size 1490378
+oid sha256:51df88386a12e2ccc402f63334931f4d00f472c98202d9f54dd49be895a5a0a9
+size 1490581

app/src/components/Footer.astro

@@ -4,8 +4,9 @@ interface Props {
   bibtex: string;
   licence?: string;
   doi?: string;
+  acknowledgements?: string;
 }
-const { citationText, bibtex, licence, doi } = Astro.props as Props;
+const { citationText, bibtex, licence, doi, acknowledgements } = Astro.props as Props;
 ---
 <footer class="footer">
   <div class="footer-inner">
@@ -17,6 +18,12 @@ const { citationText, bibtex, licence, doi } = Astro.props as Props;
       <p>BibTeX citation</p>
       <pre class="citation long">{bibtex}</pre>
     </section>
+    {acknowledgements && (
+      <section class="acknowledgements-block">
+        <h3>Acknowledgements</h3>
+        <p set:html={acknowledgements}></p>
+      </section>
+    )}
     {doi && (
       <section class="doi-block">
         <h3>DOI</h3>
@@ -127,6 +134,7 @@ const { citationText, bibtex, licence, doi } = Astro.props as Props;
 
   /* Use the parent grid (3 columns like .content-grid) */
   .citation-block,
+  .acknowledgements-block,
   .references-block,
   .reuse-block,
   .doi-block {
@@ -134,6 +142,7 @@ const { citationText, bibtex, licence, doi } = Astro.props as Props;
   }
 
   .citation-block > h3,
+  .acknowledgements-block > h3,
   .references-block > h3,
   .reuse-block > h3,
   .doi-block > h3 {
@@ -145,6 +154,7 @@ const { citationText, bibtex, licence, doi } = Astro.props as Props;
   }
 
   .citation-block > :not(h3),
+  .acknowledgements-block > :not(h3),
   .references-block > :not(h3),
   .reuse-block > :not(h3),
   .doi-block > :not(h3) {
@@ -164,6 +174,7 @@ const { citationText, bibtex, licence, doi } = Astro.props as Props;
   }
 
   .citation-block p,
+  .acknowledgements-block p,
   .reuse-block p,
   .doi-block p,
   .footnotes ol,

app/src/content/article.mdx

@@ -21,6 +21,9 @@ affiliations:
 published: "October 2, 2025"
 tags: [transformers, engineering, design-philosophy]
 tableOfContentsAutoCollapse: true
+acknowledgements: "Special thanks to all the reviewers on this! <a href='https://huggingface.co/reach-vb '>Vaibhav Srivastav</a>, <a href='https://huggingface.co/cyrilvallez '>Cyril Vallez</a>, <a href='https://huggingface.co/yonigozlan'>Yoni Gozlan</a> also for his excellent work on fast image processors, <a href='https://huggingface.co/ArthurZ'>Arthur Zucker</a> for his guidance, and <a href='https://huggingface.co/tfrere'>Thibaud Frere</a> for designing this template and helping me out with it!
+
+Most importantly: thanks to the entire Open-Source community, sincerely."
 ---
 
 import HtmlEmbed from "../components/HtmlEmbed.astro";
@@ -509,7 +512,6 @@ Deciding to become a `torch`-first library meant relieving a tremendous amount o
 The gains in performance are immense, up to 20x speedup for most models when using compiled torchvision ops. Furthermore, lets us run the whole pipeline solely on GPU.
 
 ![Fast Image Processors Performance](/images/transformers/fast_image_processors.png)
-<p class="figure-legend">Thanks <a href="https://huggingface.co/yonigozlan">Yoni Gozlan</a> for the great work!</p>
 
 <div class="crumbs">
 PyTorch-first lets processors assume torch/torchvision and run the whole pipeline on GPU; big per-model speedups.
@@ -666,5 +668,5 @@ Being a good backend consumer requires a consistent public surface; modular shar
 
 The next major version of `transformers` is just around the corner (and will have another blog post to its name when it comes out). When v5 is released, we aim to keep [backwards compatibility](#backwards-compatibility) as solid as possible. The changes we make now are in service of that goal.
 
-We will lean further into a modular toolbox, not a framework. You should not be forced to rewrite modeling code. It’s better when a model can inherit from `PreTrainedModel` and opt into Tensor Parallel, `from_pretrained`, sharding, `push_to_hub`, loss plumbing, and external stacks like PEFT/TRL/SGLang/vLLM.
+We will lean further into a modular toolbox, not a framework. You should not be forced to rewrite modeling code. It's better when a model can inherit from `PreTrainedModel` and opt into Tensor Parallel, `from_pretrained`, sharding, `push_to_hub`, loss plumbing, and external stacks like PEFT/TRL/SGLang/vLLM.
 

app/src/pages/index.astro

@@ -166,6 +166,8 @@ const licence =
   (articleFM as any)?.licence ??
   (articleFM as any)?.license ??
   (articleFM as any)?.licenseNote;
+// Acknowledgements (HTML allowed)
+const acknowledgements = (articleFM as any)?.acknowledgements;
 ---
 
 <html
@@ -280,6 +282,7 @@ const licence =
       bibtex={bibtex}
       licence={licence}
       doi={doi}
+      acknowledgements={acknowledgements}
     />
 
     <script>