learn segformer visual

#segformer #machinelearning #computervision

Topic
learn-segformer-visual
Preface
- this may contain lots of mistakes
- this was created with the help of AI
- this may be published to dev.to or stackoverflow
Version
2026-02-20T18:19:52.984Z

(
There is also a markdown note. I may not have time to upload that.
)

(
You know what dev.to cannot support big or high quality image.
To view the full html:
)

<html lang="en" style="--vsc-domain:&quot;localhost&quot;"><!--
 Page saved with SingleFile 
 url: http://localhost:5173/ 
 saved date: Fri Feb 20 2026
--><head><meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>learn-segformer-visual</title>
<style data-vite-dev-id="D:/usp/uhpsj/proj/reactjs_random_wsp/reactjs-demo1/node_modules/.pnpm/reactflow@11.11.4_@types+re_937ce15f60d55678207a37568fbbf7f4/node_modules/reactflow/dist/style.css">.react-flow{direction:ltr}.react-flow__container{position:absolute;width:100%;height:100%;top:0;left:0}.react-flow__pane{z-index:1;cursor:grab}.react-flow__viewport{transform-origin:0 0;z-index:2;pointer-events:none}.react-flow__renderer{z-index:4}.react-flow__nodesselection-rect:focus,.react-flow__nodesselection-rect:focus-visible{outline:none}.react-flow .react-flow__edges{overflow:visible}.react-flow__edge-path{stroke-width:1;fill:none}.react-flow__edge{pointer-events:visibleStroke;cursor:pointer}.react-flow__edge.animated path{stroke-dasharray:5;-webkit-animation:dashdraw 0.5s linear infinite;animation:dashdraw 0.5s linear infinite}.react-flow__edge.animated path.react-flow__edge-interaction{stroke-dasharray:none;-webkit-animation:none;animation:none}.react-flow__edge:focus,.react-flow__edge:focus-visible{outline:none}.react-flow__edge:focus .react-flow__edge-path,.react-flow__edge:focus-visible .react-flow__edge-path{stroke:#555}.react-flow__nodes{pointer-events:none;transform-origin:0 0}.react-flow__node{position:absolute;-webkit-user-select:none;-moz-user-select:none;user-select:none;transform-origin:0 0;box-sizing:border-box;cursor:grab}.react-flow__handle{position:absolute;min-width:5px;min-height:5px;width:6px;height:6px;background:#1a192b;border:1px solid white;border-radius:100%}.react-flow__handle.connectionindicator{pointer-events:all;cursor:crosshair}.react-flow__handle-bottom{top:auto;left:50%;bottom:-4px;transform:translate(-50%,0)}.react-flow__handle-top{left:50%;top:-4px;transform:translate(-50%,0)}.react-flow__handle-left{top:50%;left:-4px;transform:translate(0,-50%)}.react-flow__handle-right{right:-4px;top:50%;transform:translate(0,-50%)}.react-flow__panel{position:absolute;z-index:5;margin:15px}.react-flow__panel.top{top:0}.react-flow__panel.bottom{bottom:0}.react-flow__panel.left{left:0}.react-flow__panel.right{right:0}.react-flow__attribution{font-size:10px;background:rgba(255,255,255,0.5);padding:2px 3px;margin:0}.react-flow__attribution a{text-decoration:none;color:#999}@-webkit-keyframes dashdraw{from{stroke-dashoffset:10}}@keyframes dashdraw{from{stroke-dashoffset:10}}.react-flow__edgelabel-renderer{position:absolute;width:100%;height:100%;pointer-events:none;-webkit-user-select:none;-moz-user-select:none;user-select:none}.react-flow__node.selectable:focus,.react-flow__node.selectable:focus-visible{outline:none}.react-flow__node-default.selectable:hover,.react-flow__node-input.selectable:hover,.react-flow__node-output.selectable:hover,.react-flow__node-group.selectable:hover{box-shadow:0 1px 4px 1px rgba(0,0,0,0.08)}.react-flow__node-default.selectable:focus,.react-flow__node-default.selectable:focus-visible,.react-flow__node-input.selectable:focus,.react-flow__node-input.selectable:focus-visible,.react-flow__node-output.selectable:focus,.react-flow__node-output.selectable:focus-visible,.react-flow__node-group.selectable:focus,.react-flow__node-group.selectable:focus-visible{box-shadow:0 0 0 0.5px #1a192b}.react-flow__nodesselection-rect:focus,.react-flow__nodesselection-rect:focus-visible,.react-flow__selection:focus,.react-flow__selection:focus-visible{outline:none}.react-flow__controls{box-shadow:0 0 2px 1px rgba(0,0,0,0.08)}.react-flow__controls-button{border:none;background:#fefefe;border-bottom:1px solid #eee;box-sizing:content-box;display:flex;justify-content:center;align-items:center;width:16px;height:16px;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;user-select:none;padding:5px}.react-flow__controls-button:hover{background:#f4f4f4}.react-flow__controls-button svg{width:100%;max-width:12px;max-height:12px}.react-flow__controls-button:disabled{pointer-events:none}.react-flow__controls-button:disabled svg{fill-opacity:0.4}</style><style data-vite-dev-id="D:/usp/uhpsj/proj/reactjs_random_wsp/reactjs-demo1/node_modules/.pnpm/katex@0.16.28/node_modules/katex/dist/katex.min.css">@font-face{font-family:KaTeX_AMS;font-style:normal;font-weight:400;src:url(data:font/woff2;base64,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)format("woff2")}@font-face{font-family:KaTeX_Main;font-style:normal;font-weight:700;src:url(data:font/woff2;base64,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)format("woff2")}@font-face{font-family:KaTeX_Main;font-style:italic;font-weight:700;src:url(data:font/woff2;base64,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)format("woff2")}@font-face{font-family:KaTeX_Main;font-style:italic;font-weight:400;src:url(data:font/woff2;base64,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)format("woff2")}@font-face{font-family:KaTeX_Main;font-style:normal;font-weight:400;src:url(data:font/woff2;base64,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)format("woff2")}@font-face{font-family:KaTeX_Math;font-style:italic;font-weight:400;src:url(data:font/woff2;base64,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)format("woff2")}@font-face{font-family:KaTeX_Size2;font-style:normal;font-weight:400;src:url(data:font/woff2;base64,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)format("woff2")}.katex{font:normal 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:"0.16.28"}.katex .katex-mathml{clip:rect(1px,1px,1px,1px);border:0;height:1px;overflow:hidden;padding:0;position:absolute;width:1px}.katex .base{position:relative;white-space:nowrap;width:min-content}.katex .base,.katex .strut{display:inline-block}.katex .mathnormal{font-family:KaTeX_Math;font-style:italic}.katex .mathbf{font-family:KaTeX_Main;font-weight:700}.katex .mathbb{font-family:KaTeX_AMS}.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 .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 .mfrac .frac-line{min-height:1px}.katex .mspace{display:inline-block}.katex .sizing.reset-size3.size1{font-size:.7142857143em}.katex .sizing.reset-size6.size3{font-size:.7em}.katex .delimsizing.size2{font-family:KaTeX_Size2}.katex .nulldelimiter{display:inline-block;width:.12em}.katex .delimcenter{position:relative}.katex .accent>.vlist-t{text-align:center}.katex .accent .accent-body{position:relative}.katex .accent .accent-body:not(.accent-full){width:0}.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 .stretchy:after,.katex .stretchy:before{content:""}.katex .hide-tail{overflow:hidden;position:relative;width:100%}.katex .eqn-num:before{content:"("counter(katexEqnNo)")";counter-increment:katexEqnNo}.katex .mml-eqn-num:before{content:"("counter(mmlEqnNo)")";counter-increment:mmlEqnNo}body{counter-reset:katexEqnNo mmlEqnNo}</style><style data-vite-dev-id="D:/usp/uhpsj/proj/reactjs_random_wsp/reactjs-demo1/src/index.css">#root{position:relative}</style><style>::highlight(selection_highlighter_highlighted_selection){background-color:#8dff7acc;color:rgba(0,0,0,1)}@media (prefers-color-scheme:dark){::highlight(selection_highlighter_highlighted_selection){background-color:rgba(255,0,255,0.8);color:rgba(255,255,255,1)}}.selection_highlighter_scroll_markers{pointer-events:none;position:fixed;z-index:2147483647;top:0;right:0;width:16px;height:100vh}</style><meta name="referrer" content="no-referrer"><link rel="icon" type="image/svg+xml" href="data:,"><style>.sf-hidden{display:none!important}</style><link rel="canonical" href="http://localhost:5173/"><meta http-equiv="content-security-policy" content="default-src 'none'; font-src 'self' data:; img-src 'self' data:; style-src 'unsafe-inline'; media-src 'self' data:; script-src 'unsafe-inline' data:; object-src 'self' data:; frame-src 'self' data:;"><style>

  </style></head>
 <body>
 <div id="root"><div style="width:100vw;height:100vh"><div class="arrows-forced-top" style="width:100vw;height:100vh;background-color:rgb(241,245,249);font-family:sans-serif"><style class="sf-hidden">.arrows-forced-top .react-flow__edges{z-index:5000!important;pointer-events:none!important}.arrows-forced-top .react-flow__edges path{pointer-events:stroke!important;cursor:pointer}.react-flow__edge path{transition:stroke-width 0.2s,stroke 0.2s,opacity 0.3s}.react-flow__edge:hover path{filter:drop-shadow(0 0 10px rgba(239,68,68,1))}.react-flow__handle{z-index:100}</style><div class="react-flow" data-testid="rf__wrapper" style="width: 5000px;height: 5000px;overflow:hidden;position:relative;z-index:0"><div class="react-flow__renderer" style="position:absolute;width:100%;height:100%;top:0px;left: 700px;"><div class="react-flow__pane" style="position:absolute;width:100%;height:100%;top:0px;left:0px"><div class="react-flow__viewport react-flow__container" style="transform:translate(554.5px,220.25px) scale(0.5)"><svg width="1604" height="805" class="react-flow__edges react-flow__container" style="z-index:0"><defs><marker class="react-flow__arrowhead" id="1__type=arrowclosed" markerWidth="12.5" markerHeight="12.5" viewBox="-10 -10 20 20" markerUnits="strokeWidth" orient="auto-start-reverse" refX="0" refY="0"><polyline stroke-linecap="round" stroke-linejoin="round" points="-5,-4 0,0 -5,4 -5,-4" style="stroke:rgb(177,177,183);fill:rgb(177,177,183);stroke-width:1"></polyline></marker></defs><g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-in-s1" aria-label="Edge from input to s1" aria-describedby="react-flow__edge-desc-1"><path d="M172 -42L172 -22L172 -22L172 -24L172 -24L172 -4" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(148,163,184);opacity:0.5"></path><path d="M172 -42L172 -22L172 -22L172 -24L172 -24L172 -4" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan animated" tabindex="0" role="button" data-testid="rf__edge-s1-t1" aria-label="Edge from s1 to t1" aria-describedby="react-flow__edge-desc-1"><path d="M172,454.875 C172,480.4375 156,480.4375 156,506" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(59,130,246);opacity:0.5"></path><path d="M172,454.875 C172,480.4375 156,480.4375 156,506" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-t1-s2" aria-label="Edge from t1 to s2" aria-describedby="react-flow__edge-desc-1"><path d="M156 548.40625L156 568.40625L 156,582.203125Q 156,587.203125 161,587.203125L 167,587.203125Q 172,587.203125 172,592.203125L172 606L172 626" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(59,130,246);opacity:0.5"></path><path d="M156 548.40625L156 568.40625L 156,582.203125Q 156,587.203125 161,587.203125L 167,587.203125Q 172,587.203125 172,592.203125L172 606L172 626" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan animated" tabindex="0" role="button" data-testid="rf__edge-s2-t2" aria-label="Edge from s2 to t2" aria-describedby="react-flow__edge-desc-1"><path d="M172,1084.875 C172,1110.4375 156,1110.4375 156,1136" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(139,92,246);opacity:0.5"></path><path d="M172,1084.875 C172,1110.4375 156,1110.4375 156,1136" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-t2-s3" aria-label="Edge from t2 to s3" aria-describedby="react-flow__edge-desc-1"><path d="M156 1178.40625L156 1198.40625L 156,1212.203125Q 156,1217.203125 161,1217.203125L 167,1217.203125Q 172,1217.203125 172,1222.203125L172 1236L172 1256" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(139,92,246);opacity:0.5"></path><path d="M156 1178.40625L156 1198.40625L 156,1212.203125Q 156,1217.203125 161,1217.203125L 167,1217.203125Q 172,1217.203125 172,1222.203125L172 1236L172 1256" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan animated" tabindex="0" role="button" data-testid="rf__edge-s3-t3" aria-label="Edge from s3 to t3" aria-describedby="react-flow__edge-desc-1"><path d="M172,1714.875 C172,1740.4375 156,1740.4375 156,1766" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(236,72,153);opacity:0.5"></path><path d="M172,1714.875 C172,1740.4375 156,1740.4375 156,1766" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-t3-s4" aria-label="Edge from t3 to s4" aria-describedby="react-flow__edge-desc-1"><path d="M156 1808.40625L156 1828.40625L 156,1842.203125Q 156,1847.203125 161,1847.203125L 167,1847.203125Q 172,1847.203125 172,1852.203125L172 1866L172 1886" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(236,72,153);opacity:0.5"></path><path d="M156 1808.40625L156 1828.40625L 156,1842.203125Q 156,1847.203125 161,1847.203125L 167,1847.203125Q 172,1847.203125 172,1852.203125L172 1866L172 1886" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan animated" tabindex="0" role="button" data-testid="rf__edge-s4-t4" aria-label="Edge from s4 to t4" aria-describedby="react-flow__edge-desc-1"><path d="M172,2344.875 C172,2370.4375 156,2370.4375 156,2396" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:2;stroke:rgb(244,63,94);opacity:0.5"></path><path d="M172,2344.875 C172,2370.4375 156,2370.4375 156,2396" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-skip-1" aria-label="Edge from t1 to dec" aria-describedby="react-flow__edge-desc-1"><path d="M236 527.203125L256 527.203125L 611,527.203125Q 616,527.203125 616,532.203125L 616,846.890625Q 616,851.890625 621,851.890625L976 851.890625L996 851.890625" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke:rgb(59,130,246);stroke-dasharray:5,5;opacity:0.5"></path><path d="M236 527.203125L256 527.203125L 611,527.203125Q 616,527.203125 616,532.203125L 616,846.890625Q 616,851.890625 621,851.890625L976 851.890625L996 851.890625" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-skip-2" aria-label="Edge from t2 to dec" aria-describedby="react-flow__edge-desc-1"><path d="M236 1157.203125L256 1157.203125L 611,1157.203125Q 616,1157.203125 616,1152.203125L 616,938.15625Q 616,933.15625 621,933.15625L976 933.15625L996 933.15625" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke:rgb(139,92,246);stroke-dasharray:5,5;opacity:0.5"></path><path d="M236 1157.203125L256 1157.203125L 611,1157.203125Q 616,1157.203125 616,1152.203125L 616,938.15625Q 616,933.15625 621,933.15625L976 933.15625L996 933.15625" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-skip-3" aria-label="Edge from t3 to dec" aria-describedby="react-flow__edge-desc-1"><path d="M236 1787.203125L256 1787.203125L 611,1787.203125Q 616,1787.203125 616,1782.203125L 616,1019.40625Q 616,1014.40625 621,1014.40625L976 1014.40625L996 1014.40625" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke:rgb(236,72,153);stroke-dasharray:5,5;opacity:0.5"></path><path d="M236 1787.203125L256 1787.203125L 611,1787.203125Q 616,1787.203125 616,1782.203125L 616,1019.40625Q 616,1014.40625 621,1014.40625L976 1014.40625L996 1014.40625" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-skip-4" aria-label="Edge from t4 to dec" aria-describedby="react-flow__edge-desc-1"><path d="M236 2417.203125L256 2417.203125L 611,2417.203125Q 616,2417.203125 616,2412.203125L 616,1100.671875Q 616,1095.671875 621,1095.671875L976 1095.671875L996 1095.671875" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke:rgb(244,63,94);stroke-dasharray:5,5;opacity:0.5"></path><path d="M236 2417.203125L256 2417.203125L 611,2417.203125Q 616,2417.203125 616,2412.203125L 616,1100.671875Q 616,1095.671875 621,1095.671875L976 1095.671875L996 1095.671875" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-smoothstep nopan animated" tabindex="0" role="button" data-testid="rf__edge-dec-out" aria-label="Edge from dec to output" aria-describedby="react-flow__edge-desc-1"><path d="M1891.75 1477.609375L1911.75 1477.609375L 2438.875,1477.609375Q 2443.875,1477.609375 2443.875,1472.609375L 2443.875,937Q 2443.875,932 2448.875,932L2976 932L2996 932" fill="none" class="react-flow__edge-path" marker-end="url('#1__type=arrowclosed')" marker-start="url('#')" style="stroke-width:3;stroke:rgb(16,185,129);opacity:0.5"></path><path d="M1891.75 1477.609375L1911.75 1477.609375L 2438.875,1477.609375Q 2443.875,1477.609375 2443.875,1472.609375L 2443.875,937Q 2443.875,932 2448.875,932L2976 932L2996 932" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-enc-orch" aria-label="Edge from input to c-enc-orch" aria-describedby="react-flow__edge-desc-1"><path d="M172,-42 C172,71.75 434,185.5 696,185.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(74,222,128);stroke-width:1;stroke-dasharray:4,4;opacity:0.5"></path><path d="M172,-42 C172,71.75 434,185.5 696,185.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-pe-conv" aria-label="Edge from s1-detail to c-pe-conv" aria-describedby="react-flow__edge-desc-1"><path d="M-703.90625,159.96875 C-1049.15625,159.96875 -1049.15625,-332.5 -1394.40625,-332.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-703.90625,159.96875 C-1049.15625,159.96875 -1049.15625,-332.5 -1394.40625,-332.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-pe-norm" aria-label="Edge from s1-detail to c-pe-norm" aria-describedby="react-flow__edge-desc-1"><path d="M-765.1875,312.5 C-1067.703125,312.5 -1067.703125,-159 -1370.21875,-159" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-765.1875,312.5 C-1067.703125,312.5 -1067.703125,-159 -1370.21875,-159" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-q" aria-label="Edge from s1-detail to c-attn-q" aria-describedby="react-flow__edge-desc-1"><path d="M-1097.765625,556.671875 C-1215.8515625,556.671875 -1215.8515625,8 -1333.9375,8" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-1097.765625,556.671875 C-1215.8515625,556.671875 -1215.8515625,8 -1333.9375,8" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-reshape" aria-label="Edge from s1-detail to c-attn-reshape" aria-describedby="react-flow__edge-desc-1"><path d="M-913.421875,592.921875 C-1078.7109375,592.921875 -1078.7109375,188 -1244,188" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-913.421875,592.921875 C-1078.7109375,592.921875 -1078.7109375,188 -1244,188" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-reduce" aria-label="Edge from s1-detail to c-attn-reduce" aria-describedby="react-flow__edge-desc-1"><path d="M-614.34375,701.21875 C-1019.4921875,701.21875 -1019.4921875,368 -1424.640625,368" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-614.34375,701.21875 C-1019.4921875,701.21875 -1019.4921875,368 -1424.640625,368" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-k" aria-label="Edge from s1-detail to c-attn-k" aria-describedby="react-flow__edge-desc-1"><path d="M-620.265625,1168.6875 C-983.1484375,1168.6875 -983.1484375,548 -1346.03125,548" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-620.265625,1168.6875 C-983.1484375,1168.6875 -983.1484375,548 -1346.03125,548" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-v" aria-label="Edge from s1-detail to c-attn-v" aria-describedby="react-flow__edge-desc-1"><path d="M-619.46875,1221.296875 C-976.703125,1221.296875 -976.703125,728 -1333.9375,728" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-619.46875,1221.296875 C-976.703125,1221.296875 -976.703125,728 -1333.9375,728" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-scores" aria-label="Edge from s1-detail to c-attn-scores" aria-describedby="react-flow__edge-desc-1"><path d="M-633.1875,1398 C-944.25,1398 -944.25,914.5 -1255.3125,914.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-633.1875,1398 C-944.25,1398 -944.25,914.5 -1255.3125,914.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-softmax" aria-label="Edge from s1-detail to c-attn-softmax" aria-describedby="react-flow__edge-desc-1"><path d="M-913.640625,1446.765625 C-1108.6640625,1446.765625 -1108.6640625,1081.5 -1303.6875,1081.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-913.640625,1446.765625 C-1108.6640625,1446.765625 -1108.6640625,1081.5 -1303.6875,1081.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-context" aria-label="Edge from s1-detail to c-attn-context" aria-describedby="react-flow__edge-desc-1"><path d="M-642.5,1514.546875 C-994.265625,1514.546875 -994.265625,1261.5 -1346.03125,1261.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-642.5,1514.546875 C-994.265625,1514.546875 -994.265625,1261.5 -1346.03125,1261.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-attn-out" aria-label="Edge from s1-detail to c-attn-out" aria-describedby="react-flow__edge-desc-1"><path d="M-843.40625,1657.84375 C-1094.71875,1657.84375 -1094.71875,1448 -1346.03125,1448" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-843.40625,1657.84375 C-1094.71875,1657.84375 -1094.71875,1448 -1346.03125,1448" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-ln2" aria-label="Edge from s1-detail to c-ln2" aria-describedby="react-flow__edge-desc-1"><path d="M-633.421875,1657.84375 C-995.7734375,1657.84375 -995.7734375,1621.5 -1358.125,1621.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-633.421875,1657.84375 C-995.7734375,1657.84375 -995.7734375,1621.5 -1358.125,1621.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-ffn-fc1" aria-label="Edge from s1-detail to c-ffn-fc1" aria-describedby="react-flow__edge-desc-1"><path d="M-744.875,1597.84375 C-1060.5703125,1597.84375 -1060.5703125,1808 -1376.265625,1808" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-744.875,1597.84375 C-1060.5703125,1597.84375 -1060.5703125,1808 -1376.265625,1808" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-ffn-dw" aria-label="Edge from s1-detail to c-ffn-dw" aria-describedby="react-flow__edge-desc-1"><path d="M-743.359375,1637.84375 C-1047.71875,1637.84375 -1047.71875,1994.5 -1352.078125,1994.5" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-743.359375,1637.84375 C-1047.71875,1637.84375 -1047.71875,1994.5 -1352.078125,1994.5" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-ffn-act" aria-label="Edge from s1-detail to c-ffn-act" aria-describedby="react-flow__edge-desc-1"><path d="M-726.546875,1677.84375 C-1045.359375,1677.84375 -1045.359375,2168 -1364.171875,2168" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-726.546875,1677.84375 C-1045.359375,1677.84375 -1045.359375,2168 -1364.171875,2168" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-ffn-fc2" aria-label="Edge from s1-detail to c-ffn-fc2" aria-describedby="react-flow__edge-desc-1"><path d="M-743.765625,1717.84375 C-1056.9921875,1717.84375 -1056.9921875,2348 -1370.21875,2348" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M-743.765625,1717.84375 C-1056.9921875,1717.84375 -1056.9921875,2348 -1370.21875,2348" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-dec-proj" aria-label="Edge from dec to c-dec-proj" aria-describedby="react-flow__edge-desc-1"><path d="M1891.75,908.765625 C2043.875,908.765625 2043.875,628 2196,628" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M1891.75,908.765625 C2043.875,908.765625 2043.875,628 2196,628" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-dec-up" aria-label="Edge from dec to c-dec-up" aria-describedby="react-flow__edge-desc-1"><path d="M1891.75,1022.53125 C2043.875,1022.53125 2043.875,828 2196,828" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M1891.75,1022.53125 C2043.875,1022.53125 2043.875,828 2196,828" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-dec-concat" aria-label="Edge from dec to c-dec-concat" aria-describedby="react-flow__edge-desc-1"><path d="M1891.75,1185.0625 C2043.875,1185.0625 2043.875,1028 2196,1028" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M1891.75,1185.0625 C2043.875,1185.0625 2043.875,1028 2196,1028" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-dec-fuse" aria-label="Edge from dec to c-dec-fuse" aria-describedby="react-flow__edge-desc-1"><path d="M1891.75,1282.578125 C2043.875,1282.578125 2043.875,1228 2196,1228" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M1891.75,1282.578125 C2043.875,1282.578125 2043.875,1228 2196,1228" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g><g class="react-flow__edge react-flow__edge-default nopan" tabindex="0" role="button" data-testid="rf__edge-e-dec-cls" aria-label="Edge from dec to c-dec-cls" aria-describedby="react-flow__edge-desc-1"><path d="M1891.75,1380.09375 C2043.875,1380.09375 2043.875,1428 2196,1428" fill="none" class="react-flow__edge-path" marker-end="url('#')" marker-start="url('#')" style="stroke:rgb(245,158,11);stroke-width:2;opacity:0.5"></path><path d="M1891.75,1380.09375 C2043.875,1380.09375 2043.875,1428 2196,1428" fill="none" stroke-opacity="0" stroke-width="20" class="react-flow__edge-interaction"></path></g></g></svg><div class="react-flow__edgelabel-renderer"></div><div class="react-flow__nodes" style="position:absolute;width:100%;height:100%;top:0px;left:0px"><div class="react-flow__node react-flow__node-inputImg nopan selectable" data-id="input" data-testid="rf__node-input" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(120px,-150px);pointer-events:all;visibility:visible"><div style="width:100px;height:100px;background:rgb(226,232,240);border:2px solid white;box-shadow:rgba(0,0,0,0.1) 0px 4px 6px;display:flex;flex-direction:column;align-items:center;justify-content:center;border-radius:8px"><span style="font-weight:bold;color:rgb(100,116,139);font-size:12px">Input Image</span><div style="font-size:10px;font-family:monospace;color:rgb(100,116,139)">64×64×3</div><div data-nodeid="input" data-handlepos="bottom" data-id="input-null-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184)"></div></div></div><div class="react-flow__node react-flow__node-stage nopan selectable" data-id="s1" data-testid="rf__node-s1" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(0px,0px);pointer-events:all;visibility:visible"><div style="border:2px solid rgb(59,130,246);border-radius:12px;background-color:rgb(255,255,255);width:340px;box-shadow:rgba(0,0,0,0.1) 0px 8px 20px -5px;font-family:sans-serif;overflow:hidden;user-select:text;cursor:auto"><div style="background-color:rgb(59,130,246);color:white;padding:8px 12px;font-weight:bold;font-size:14px;letter-spacing:0.5px">Stage 1</div><div class="nodrag" style="padding:12px;background-color:rgb(248,250,252);display:flex;flex-direction:column;gap:8px"><div style="align-self:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>I</mi><mi>m</mi><mi>a</mi><mi>g</mi><mi>e</mi></mrow><annotation encoding="application/x-tex">Image</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8778em;vertical-align:-0.1944em"></span><span class="mord mathnormal" style="margin-right:0.07847em">I</span><span class="mord mathnormal">ma</span><span class="mord mathnormal" style="margin-right:0.03588em">g</span><span class="mord mathnormal">e</span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>64</mn><mo>×</mo><mn>64</mn><mo>×</mo><mn>3</mn></mrow><annotation encoding="application/x-tex">64 \times 64 \times 3</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">64</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">64</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">3</span></span></span></span></span></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Downsample Feature Patches</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">CONV 2D (K=7, S=4)</div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>X</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">X_{1}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">1</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Mix-Transformer Block</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="display:flex;align-items:center;gap:8px;width:100%;justify-content:center"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Reduce (R=8)</div><span style="font-size:10px;color:rgb(148,163,184)">→</span><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Attention</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>X</mi><mn>1</mn><mo mathvariant="normal" lspace="0em" rspace="0em">′</mo></msubsup></mrow><annotation encoding="application/x-tex">X'_{1}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.2481em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7519em"><span style="top:-2.4519em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">1</span></span></span></span><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">′</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2481em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div style="display:flex;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Mix-FFN</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">F_{1}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">1</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div></div></div></div><div data-nodeid="s1" data-handlepos="top" data-id="s1-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div><div data-handleid="main" data-nodeid="s1" data-handlepos="bottom" data-id="s1-main-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div></div></div><div class="react-flow__node react-flow__node-tensor nopan selectable" data-id="t1" data-testid="rf__node-t1" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(80px,510px);pointer-events:all;visibility:visible"><div class="nodrag" style="background-color:rgb(255,251,235);border:2px solid rgb(252,211,77);border-radius:20px;padding:6px 14px;font-size:12px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.1) 0px 4px 6px -1px;display:flex;align-items:center;gap:8px;cursor:auto;min-width:120px;justify-content:center;font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">F_1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:14px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span><div data-nodeid="t1" data-handlepos="top" data-id="t1-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="flow" data-nodeid="t1" data-handlepos="bottom" data-id="t1-flow-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="skip" data-nodeid="t1" data-handlepos="right" data-id="t1-skip-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(99,102,241);width:10px;height:10px"></div></div></div><div class="react-flow__node react-flow__node-stage1detail nopan selectable" data-id="s1-detail" data-testid="rf__node-s1-detail" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1200px,0px);pointer-events:all;visibility:visible"><div style="background-color:rgb(255,255,255);border:2px solid rgb(59,130,246);border-radius:12px;width:1000px;font-family:sans-serif;box-shadow:rgba(59,130,246,0.15) 0px 8px 24px -4px;display:flex;flex-direction:column;overflow:hidden;user-select:text;cursor:auto"><div style="background-color:rgb(59,130,246);color:white;padding:10px 14px;font-weight:bold;font-size:13px;letter-spacing:0.5px">🔍 Stage 1 — Detailed Internal View</div><div style="padding:14px;display:flex;flex-direction:column;gap:14px;background-color:rgb(248,250,252)"><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;overflow:hidden;box-shadow:rgba(0,0,0,0.04) 0px 1px 3px"><div style="font-size:10px;font-weight:bold;color:rgb(71,85,105);text-transform:uppercase;letter-spacing:0.5px;padding:6px 10px;background-color:rgb(241,245,249);border-bottom:1px solid rgb(226,232,240)">Step 1.1 · Downsample Feature Patches</div><div style="padding:10px;display:flex;flex-direction:column;align-items:center;gap:6px"><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Input</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">I</mi></mrow><annotation encoding="application/x-tex">\mathbf{I}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6861em"></span><span class="mord mathbf">I</span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>64</mn><mo>×</mo><mn>64</mn><mo>×</mo><mn>3</mn></mrow><annotation encoding="application/x-tex">64 \times 64 \times 3</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">64</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">64</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">3</span></span></span></span></span></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><svg width="48" height="48" class="nodrag" style="overflow:visible;flex-shrink:0"><defs><pattern id="g-16-2-94a3b8" width="3" height="3" patternUnits="userSpaceOnUse"><rect width="2" height="2" fill="#94a3b8"></rect></pattern></defs><rect width="48" height="48" fill="url(#g-16-2-94a3b8)"></rect><g><rect x="0" y="0" width="20" height="20" fill="#ef4444" fill-opacity="0.25" stroke="#ef4444" stroke-width="1.5"></rect><text x="0" y="-3" font-size="8" fill="#ef4444" font-weight="bold">K=7×7</text></g></svg><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">Conv2D</div><div data-handleid="h-pe-conv" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-pe-conv-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">K=7, S=4, P=3</div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Filters: C₁=32</div></div></div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:6px;padding:8px 10px;font-size:11px;color:rgb(120,53,15);width:100%;box-sizing:border-box;line-height:1.6"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>H</mi><mrow><mi>o</mi><mi>u</mi><mi>t</mi></mrow></msub><mo>=</mo><mo stretchy="false">⌊</mo><mfrac><mrow><mn>64</mn><mo>+</mo><mn>2</mn><mo stretchy="false">(</mo><mn>3</mn><mo stretchy="false">)</mo><mo>−</mo><mn>7</mn></mrow><mn>4</mn></mfrac><mo>+</mo><mn>1</mn><mo stretchy="false">⌋</mo><mo>=</mo><mn>16</mn></mrow><annotation encoding="application/x-tex">H_{out} = \lfloor \frac{64 + 2(3) - 7}{4} + 1 \rfloor = 16</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.08125em">H</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.2806em"><span style="top:-2.55em;margin-left:-0.0813em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">o</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">t</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.355em;vertical-align:-0.345em"></span><span class="mopen">⌊</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.01em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.485em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">64</span><span class="mbin mtight">+</span><span class="mord mtight">2</span><span class="mopen mtight">(</span><span class="mord mtight">3</span><span class="mclose mtight">)</span><span class="mbin mtight">−</span><span class="mord mtight">7</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">1</span><span class="mclose">⌋</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">16</span></span></span></span></span></div><div style="font-size:10px;color:rgb(100,116,139);line-height:1.5;width:100%;text-align:left">The <b>7×7</b> kernel is <b>larger</b> than the stride of <b>4</b>, so adjacent patches <b>overlap</b> by 3 pixels. This preserves local continuity that standard ViT patching (K=4, S=4) loses.</div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Output (flattened: N₁ = 256 tokens)</div><div style="position:relative"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">X</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">\mathbf{X}_1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div data-handleid="h-pe-norm" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-pe-norm-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div></div></div></div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;overflow:hidden;box-shadow:rgba(0,0,0,0.04) 0px 1px 3px"><div style="font-size:10px;font-weight:bold;color:rgb(71,85,105);text-transform:uppercase;letter-spacing:0.5px;padding:6px 10px;background-color:rgb(241,245,249);border-bottom:1px solid rgb(226,232,240)">Step 1.2 · Efficient Self-Attention (R=8)</div><div style="padding:10px;display:flex;flex-direction:column;align-items:center;gap:6px"><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Input (same as Step 1.1 output)</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">X</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">\mathbf{X}_1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">256 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="font-size:9px;color:rgb(100,116,139);font-style:italic;text-align:center;width:100%">The input splits into two branches:</div><div style="display:flex;gap:12px;width:100%"><div style="flex:1 1 0%;display:flex;flex-direction:column;align-items:center;gap:4px;padding:8px 6px;border-radius:6px;border:1px dashed rgb(59,130,246);background-color:rgb(250,250,250)"><div style="font-size:9px;font-weight:bold;text-transform:uppercase;letter-spacing:0.3px;margin-bottom:2px;color:rgb(37,99,235)">Branch 1: Query (Q)</div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">"The Questioner" — full resolution</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">X</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">\mathbf{X}_1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">256 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">Linear <span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mi>Q</mi></msub></mrow><annotation encoding="application/x-tex">W_Q</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3283em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">Q</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span></span></span></span></span></div><div data-handleid="h-attn-q" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-q-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">Q</mi></mrow><annotation encoding="application/x-tex">\mathbf{Q}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8805em;vertical-align:-0.1944em"></span><span class="mord mathbf">Q</span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">256 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Every pixel asks a question</div></div><div style="flex:1 1 0%;display:flex;flex-direction:column;align-items:center;gap:4px;padding:8px 6px;border-radius:6px;border:1px dashed rgb(236,72,153);background-color:rgb(250,250,250);width:700px"><div style="font-size:9px;font-weight:bold;text-transform:uppercase;letter-spacing:0.3px;margin-bottom:2px;color:rgb(219,39,119)">Branch 2: Key/Value (K̂, V̂)</div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">"The Librarian" — compressed</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">X</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">\mathbf{X}_1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">256 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="font-size:9px;color:rgb(219,39,119);font-family:monospace;font-weight:bold;margin-top:8px">Sequence Reduction (Matrix Algebra)</div><div style="display:flex;gap:12px;width:100%"><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="position:relative"><svg width="48" height="48" class="nodrag" style="overflow:visible;flex-shrink:0"><defs><pattern id="g-16-2-94a3b8" width="3" height="3" patternUnits="userSpaceOnUse"><rect width="2" height="2" fill="#94a3b8"></rect></pattern></defs><rect width="48" height="48" fill="url(#g-16-2-94a3b8)"></rect><rect x="0" y="0" width="23" height="23" fill="#ec4899" fill-opacity="0.15" stroke="#ec4899" stroke-width="1.5" stroke-dasharray="3,2"></rect><rect x="24" y="0" width="23" height="23" fill="#f97316" fill-opacity="0.15" stroke="#f97316" stroke-width="1.5" stroke-dasharray="3,2"></rect><rect x="0" y="24" width="23" height="23" fill="#8b5cf6" fill-opacity="0.15" stroke="#8b5cf6" stroke-width="1.5" stroke-dasharray="3,2"></rect><rect x="24" y="24" width="23" height="23" fill="#10b981" fill-opacity="0.15" stroke="#10b981" stroke-width="1.5" stroke-dasharray="3,2"></rect></svg><div data-handleid="h-attn-reshape" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-reshape-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">16×16 → 4 Blocks</div></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="background-color:rgb(253,242,248);border:1px solid rgb(236,72,153);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">X</mi><mrow><mi>r</mi><mi>e</mi><mi>s</mi><mi>h</mi><mi>a</mi><mi>p</mi><mi>e</mi><mi>d</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\mathbf{X}_{reshaped}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9722em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">res</span><span class="mord mathnormal mtight">ha</span><span class="mord mathnormal mtight">p</span><span class="mord mathnormal mtight">e</span><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(236,72,153)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>2048</mn></mrow><annotation encoding="application/x-tex">4 \times 2048</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">2048</span></span></span></span></span></div><div style="font-size:9px;color:rgb(100,116,139);max-width:150px;text-align:center">Each row is a flattened 8x8 block (64 pixels × 32 channels = 2048 values)</div></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:8px;overflow:hidden;box-shadow:rgba(0,0,0,0.04) 0px 1px 3px;width:100%"><div style="font-size:10px;font-weight:bold;color:rgb(146,64,14);text-transform:uppercase;letter-spacing:0.5px;padding:6px 10px;background-color:rgb(254,243,199);border-bottom:1px solid rgb(226,232,240)">The "Squeeze" Operation</div><div style="padding:10px;display:flex;flex-direction:column;align-items:center;gap:6px"><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">X</mi><mrow><mi>r</mi><mi>e</mi><mi>s</mi><mi>h</mi><mi>a</mi><mi>p</mi><mi>e</mi><mi>d</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\mathbf{X}_{reshaped}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9722em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">res</span><span class="mord mathnormal mtight">ha</span><span class="mord mathnormal mtight">p</span><span class="mord mathnormal mtight">e</span><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span></span></span></span></span><div style="font-size:10px;font-family:monospace">4 × 2048</div></div><span style="font-size:14px;margin:0px 4px">×</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="position:relative"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">W</mi><mrow><mi>r</mi><mi>e</mi><mi>d</mi><mi>u</mi><mi>c</mi><mi>e</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\mathbf{W}_{reduce}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf" style="margin-right:0.01597em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.016em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">re</span><span class="mord mathnormal mtight">d</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">ce</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><div data-handleid="h-attn-reduce" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-reduce-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-25px;background:rgb(245,158,11);top:50%"></div></div><div style="font-size:10px;font-family:monospace">2048 × 32</div></div><span style="font-size:14px;margin:0px 4px">=</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\hat{\mathbf{K}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span><div style="font-size:10px;font-family:monospace">4 × 32</div></div></div><div style="font-size:10px;color:rgb(100,116,139);line-height:1.5;width:100%;text-align:left">Linearly projects the massive <b>2048-dim</b> block vectors down to compact <b>32-dim</b> key vectors.</div></div><div style="margin-top:10px"><div class="nodrag" style="display:flex;flex-direction:column;align-items:center;padding:20px;border:1px solid rgb(229,231,235);border-radius:8px;background-color:rgb(255,255,255);overflow-x:auto"><div style="font-size:13px;font-weight:bold;color:rgb(31,41,55);margin-bottom:15px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>The&nbsp;"Block-wise"&nbsp;Projection&nbsp;</mtext><mo stretchy="false">(</mo><mn>4</mn><mo>×</mo><mn>2048</mn><mo>→</mo><mn>4</mn><mo>×</mo><mn>32</mn><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\text{The "Block-wise" Projection } (4 \times 2048 \to 4 \times 32)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">The&nbsp;"Block-wise"&nbsp;Projection&nbsp;</span></span><span class="mopen">(</span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">2048</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">→</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">32</span><span class="mclose">)</span></span></span></span></span></div><svg width="650" height="220" style="overflow:visible"><defs><pattern id="gridPattern" width="10" height="10" patternUnits="userSpaceOnUse"><path d="M 10 0 L 0 0 0 10" fill="none" stroke="#bfdbfe" stroke-width="0.5"></path></pattern><pattern id="matPattern" width="10" height="10" patternUnits="userSpaceOnUse"><path d="M 10 0 L 0 0 0 10" fill="none" stroke="#fbcfe8" stroke-width="0.5"></path></pattern></defs><g><foreignObject x="40" y="25" width="200" height="40"><div style="text-align:center;font-size:11px;color:rgb(30,64,175);font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Reshaped&nbsp;Input&nbsp;</mtext><msub><mi mathvariant="bold">X</mi><mrow><mi>r</mi><mi>e</mi><mi>s</mi><mi>h</mi><mi>a</mi><mi>p</mi><mi>e</mi><mi>d</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\text{Reshaped Input } \mathbf{X}_{reshaped}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9805em;vertical-align:-0.2861em"></span><span class="mord text"><span class="mord">Reshaped&nbsp;Input&nbsp;</span></span><span class="mord"><span class="mord mathbf">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">res</span><span class="mord mathnormal mtight">ha</span><span class="mord mathnormal mtight">p</span><span class="mord mathnormal mtight">e</span><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span></span></span></span></span></div></foreignObject><text x="140" y="60" text-anchor="middle" font-size="10" fill="#6b7280">4 Blocks × 2048 Values</text><g><rect x="40" y="65" width="200" height="18" fill="url(#gridPattern)" stroke="#2563eb" stroke-width="1.5"></rect><text x="35" y="78" font-size="10" fill="#94a3b8" font-weight="bold" text-anchor="end">Block 1</text></g><g><rect x="40" y="89" width="200" height="18" fill="url(#gridPattern)" stroke="#2563eb" stroke-width="1.5"></rect><text x="35" y="102" font-size="10" fill="#94a3b8" font-weight="bold" text-anchor="end">Block 2</text></g><g><rect x="40" y="113" width="200" height="18" fill="url(#gridPattern)" stroke="#2563eb" stroke-width="1.5"></rect><text x="35" y="126" font-size="10" fill="#94a3b8" font-weight="bold" text-anchor="end">Block 3</text></g><g><rect x="40" y="137" width="200" height="18" fill="url(#gridPattern)" stroke="#2563eb" stroke-width="1.5"></rect><text x="35" y="150" font-size="10" fill="#94a3b8" font-weight="bold" text-anchor="end">Block 4</text></g></g><text x="255" y="116" text-anchor="middle" font-size="20" fill="#9ca3af" font-weight="light">×</text><g><rect x="275" y="50" width="120" height="120" fill="url(#matPattern)" stroke="#db2777" stroke-width="2"></rect><text x="335" y="110" text-anchor="middle" font-size="12" fill="#be185d" font-weight="bold">Weights</text><foreignObject x="275" y="20" width="120" height="20"><div style="text-align:center;font-size:11px;color:rgb(131,24,67);font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">W</mi><mrow><mi>r</mi><mi>e</mi><mi>d</mi><mi>u</mi><mi>c</mi><mi>e</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\mathbf{W}_{reduce}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf" style="margin-right:0.01597em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.016em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">re</span><span class="mord mathnormal mtight">d</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">ce</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span></div></foreignObject><text x="335" y="185" text-anchor="middle" font-size="10" fill="#6b7280">2048 × 32</text></g><text x="410" y="116" text-anchor="middle" font-size="20" fill="#9ca3af" font-weight="light">=</text><g><foreignObject x="430" y="25" width="80" height="40"><div style="text-align:center;font-size:11px;color:rgb(136,19,55);font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Result&nbsp;</mtext><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\text{Result } \hat{\mathbf{K}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord text"><span class="mord">Result&nbsp;</span></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span></div></foreignObject><text x="460" y="60" text-anchor="middle" font-size="10" fill="#6b7280">4 × 32</text><g><rect x="430" y="65" width="60" height="18" fill="#ffe4e6" stroke="#e11d48" stroke-width="2"></rect></g><g><rect x="430" y="89" width="60" height="18" fill="#ffe4e6" stroke="#e11d48" stroke-width="2"></rect></g><g><rect x="430" y="113" width="60" height="18" fill="#ffe4e6" stroke="#e11d48" stroke-width="2"></rect></g><g><rect x="430" y="137" width="60" height="18" fill="#ffe4e6" stroke="#e11d48" stroke-width="2"></rect></g></g><path d="M 240 74 L 275 74 M 395 74 L 430 74" stroke="#cbd5e1" stroke-width="1" stroke-dasharray="2 2"></path><path d="M 240 146 L 275 146 M 395 146 L 430 146" stroke="#cbd5e1" stroke-width="1" stroke-dasharray="2 2"></path></svg></div></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;overflow:hidden;box-shadow:rgba(0,0,0,0.04) 0px 1px 3px;width:100%"><div style="font-size:10px;font-weight:bold;color:rgb(71,85,105);text-transform:uppercase;letter-spacing:0.5px;padding:6px 10px;background-color:rgb(241,245,249);border-bottom:1px solid rgb(226,232,240)">Key &amp; Value Projection</div><div style="padding:10px;display:flex;flex-direction:column;align-items:center;gap:6px"><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Project the 4 Summary Tokens to K and V spaces</div><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover><mrow><mi>i</mi><mi>n</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\hat{\mathbf{K}}_{in}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0995em;vertical-align:-0.15em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3117em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">in</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><div style="font-size:9px;font-family:monospace">4 × 32</div></div><span style="font-size:11px;margin:0px 2px">×</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="position:relative"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">W</mi><mi>K</mi></msub></mrow><annotation encoding="application/x-tex">\mathbf{W}_K</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf" style="margin-right:0.01597em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3283em"><span style="top:-2.55em;margin-left:-0.016em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.07153em">K</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><div data-handleid="h-attn-k" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-k-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-25px;background:rgb(245,158,11);top:50%"></div></div><div style="font-size:9px;font-family:monospace">32 × 32</div></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\hat{\mathbf{K}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span><div style="font-size:9px;font-family:monospace">4 × 32</div></div></div><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center;margin-top:8px"><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover><mrow><mi>i</mi><mi>n</mi></mrow></msub></mrow><annotation encoding="application/x-tex">\hat{\mathbf{K}}_{in}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0995em;vertical-align:-0.15em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3117em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">in</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><div style="font-size:9px;font-family:monospace">4 × 32</div></div><span style="font-size:11px;margin:0px 2px">×</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="position:relative"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">W</mi><mi>V</mi></msub></mrow><annotation encoding="application/x-tex">\mathbf{W}_V</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf" style="margin-right:0.01597em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3283em"><span style="top:-2.55em;margin-left:-0.016em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.22222em">V</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><div data-handleid="h-attn-v" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-v-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-25px;background:rgb(245,158,11);top:50%"></div></div><div style="font-size:9px;font-family:monospace">32 × 32</div></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mover accent="true"><mi mathvariant="bold">V</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\hat{\mathbf{V}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf" style="margin-right:0.01597em">V</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.25em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span><div style="font-size:9px;font-family:monospace">4 × 32</div></div></div></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Result: 4 Key Tokens, 4 Value Tokens</div><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\hat{\mathbf{K}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">4 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mover accent="true"><mi mathvariant="bold">V</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\hat{\mathbf{V}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf" style="margin-right:0.01597em">V</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.25em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">4 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div></div></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;overflow:hidden;box-shadow:rgba(0,0,0,0.04) 0px 1px 3px;width:100%"><div style="font-size:10px;font-weight:bold;color:rgb(71,85,105);text-transform:uppercase;letter-spacing:0.5px;padding:6px 10px;background-color:rgb(241,245,249);border-bottom:1px solid rgb(226,232,240)">Attention Calculation</div><div style="padding:10px;display:flex;flex-direction:column;align-items:center;gap:6px"><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">Q</mi></mrow><annotation encoding="application/x-tex">\mathbf{Q}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8805em;vertical-align:-0.1944em"></span><span class="mord mathbf">Q</span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">256 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><span style="font-size:11px;color:rgb(71,85,105)">×</span><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msup><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover><mi>T</mi></msup></mrow><annotation encoding="application/x-tex">\hat{\mathbf{K}}^T</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf">K</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8413em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">T</span></span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>32</mn><mo>×</mo><mn>4</mn></mrow><annotation encoding="application/x-tex">32 \times 4</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">32</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">4</span></span></span></span></span></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="position:relative"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">A</mi></mrow><annotation encoding="application/x-tex">\mathbf{A}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6861em"></span><span class="mord mathbf">A</span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>4</mn></mrow><annotation encoding="application/x-tex">256 \times 4</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">4</span></span></span></span></span></div><div data-handleid="h-attn-scores" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-scores-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div></div><div style="position:relative"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:6px;padding:8px 10px;font-size:11px;color:rgb(120,53,15);width:100%;box-sizing:border-box;line-height:1.6"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">A</mi><mo>=</mo><mtext>Softmax</mtext><mrow><mo fence="true">(</mo><mfrac><mrow><mi mathvariant="bold">Q</mi><msup><mover accent="true"><mi mathvariant="bold">K</mi><mo>^</mo></mover><mi>T</mi></msup></mrow><msqrt><mn>32</mn></msqrt></mfrac><mo fence="true">)</mo></mrow></mrow><annotation encoding="application/x-tex">\mathbf{A} = \text{Softmax}\left(\frac{\mathbf{Q} \hat{\mathbf{K}}^T}{\sqrt{32}}\right)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6861em"></span><span class="mord mathbf">A</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.8em;vertical-align:-0.65em"></span><span class="mord text"><span class="mord">Softmax</span></span><span class="mspace" style="margin-right:0.1667em"></span><span class="minner"><span class="mopen delimcenter" style="top:0em"><span class="delimsizing size2">(</span></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.1108em"><span style="top:-2.551em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord sqrt mtight"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.9128em"><span class="svg-align" style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mtight" style="padding-left:0.833em"><span class="mord mtight">32</span></span></span><span style="top:-2.8728em"><span class="pstrut" style="height:3em"></span><span class="hide-tail mtight" style="min-width:0.853em;height:1.08em"><svg xmlns="http://www.w3.org/2000/svg" width="400em" height="1.08em" viewBox="0 0 400000 1080" preserveAspectRatio="xMinYMin slice"><path d="M95,702
c-2.7,0,-7.17,-2.7,-13.5,-8c-5.8,-5.3,-9.5,-10,-9.5,-14
c0,-2,0.3,-3.3,1,-4c1.3,-2.7,23.83,-20.7,67.5,-54
c44.2,-33.3,65.8,-50.3,66.5,-51c1.3,-1.3,3,-2,5,-2c4.7,0,8.7,3.3,12,10
s173,378,173,378c0.7,0,35.3,-71,104,-213c68.7,-142,137.5,-285,206.5,-429
c69,-144,104.5,-217.7,106.5,-221
l0 -0
c5.3,-9.3,12,-14,20,-14
H400000v40H845.2724
s-225.272,467,-225.272,467s-235,486,-235,486c-2.7,4.7,-9,7,-19,7
c-6,0,-10,-1,-12,-3s-194,-422,-194,-422s-65,47,-65,47z
M834 80h400000v40h-400000z"></path></svg></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.1272em"><span></span></span></span></span></span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.4461em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathbf mtight">Q</span><span class="mord mtight"><span class="mord accent mtight"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-2.7em"><span class="pstrut" style="height:2.7em"></span><span class="mord mathbf mtight">K</span></span><span style="top:-2.9551em"><span class="pstrut" style="height:2.7em"></span><span class="accent-body" style="left:-0.1944em"><span class="mord mtight">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9191em"><span style="top:-2.931em;margin-right:0.0714em"><span class="pstrut" style="height:2.5em"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">T</span></span></span></span></span></span></span></span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.538em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mclose delimcenter" style="top:0em"><span class="delimsizing size2">)</span></span></span></span></span></span></span><div style="margin-top:4px;font-size:10px">Each row = 4 scores. "How much does pixel <i>i</i> care about each of the 4 summary regions?"</div></div><div data-handleid="h-attn-softmax" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-softmax-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">A</mi></mrow><annotation encoding="application/x-tex">\mathbf{A}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6861em"></span><span class="mord mathbf">A</span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>4</mn></mrow><annotation encoding="application/x-tex">256 \times 4</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">4</span></span></span></span></span></div><span style="font-size:11px;color:rgb(71,85,105)">×</span><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mover accent="true"><mi mathvariant="bold">V</mi><mo>^</mo></mover></mrow><annotation encoding="application/x-tex">\hat{\mathbf{V}}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9495em"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9495em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathbf" style="margin-right:0.01597em">V</span></span><span style="top:-3.2551em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.25em"><span class="mord">^</span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">4 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="position:relative"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi mathvariant="bold">Z</mi></mrow><annotation encoding="application/x-tex">\mathbf{Z}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6861em"></span><span class="mord mathbf">Z</span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">256 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div><div data-handleid="h-attn-context" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-context-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;background:rgb(245,158,11);top:50%"></div></div></div><div style="font-size:10px;color:rgb(100,116,139);line-height:1.5;width:100%;text-align:left">Every pixel constructs a new feature vector by taking a <b>weighted sum</b> of the 4 regional summaries.</div></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="display:flex;align-items:center;gap:6px;flex-wrap:wrap;justify-content:center"><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">Linear <span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mi>O</mi></msub></mrow><annotation encoding="application/x-tex">W_O</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3283em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right:0.02778em">O</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span></div><div data-handleid="h-attn-out" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-attn-out-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;top:50%;background:rgb(245,158,11)"></div></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="border:1px dashed rgb(203,213,225);padding:4px;border-radius:4px;display:flex;flex-direction:column;gap:4px;align-items:center;position:relative"><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">FC1 (Expand)</div><div data-handleid="h-ffn-fc1" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-ffn-fc1-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;top:50%;background:rgb(245,158,11)"></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">DWConv 3×3</div><div data-handleid="h-ffn-dw" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-ffn-dw-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;top:50%;background:rgb(245,158,11)"></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">GELU</div><div data-handleid="h-ffn-act" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-ffn-act-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;top:50%;background:rgb(245,158,11)"></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">FC2 (Project)</div><div data-handleid="h-ffn-fc2" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-ffn-fc2-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;top:50%;background:rgb(245,158,11)"></div></div><div style="font-size:8px;color:rgb(148,163,184);position:absolute;top:-10px;background:white">Mix-FFN</div></div><span style="color:rgb(148,163,184);font-size:12px;flex-shrink:0">→</span><div style="position:relative"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:3px 8px;font-size:10px;font-weight:bold;text-align:center;white-space:nowrap">LayerNorm</div><div data-handleid="h-layer-norm-2" data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-h-layer-norm-2-source" class="react-flow__handle react-flow__handle-left nodrag nopan source connectable connectablestart connectableend connectionindicator" style="left:-5px;top:50%;background:rgb(245,158,11)"></div></div></div><div style="text-align:center;color:rgb(148,163,184);font-size:13px;line-height:1">↓</div><div style="font-size:9px;color:rgb(148,163,184);font-family:monospace">Final Stage 1 Output</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:14px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);display:inline-flex;align-items:center;gap:6px;cursor:text;white-space:nowrap"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi mathvariant="bold">F</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">\mathbf{F}_1</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8361em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathbf">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:0em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:12px;background-color:rgb(252,211,77);flex-shrink:0"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div></div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:6px;padding:8px 10px;font-size:11px;color:rgb(120,53,15);width:100%;box-sizing:border-box;line-height:1.6"><b>Efficiency:</b> Standard Attention = <span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>256</mn><mo>=</mo><mn>65,536</mn></mrow><annotation encoding="application/x-tex">256 \times 256 = 65{,}536</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8389em;vertical-align:-0.1944em"></span><span class="mord">65</span><span class="mord"><span class="mpunct">,</span></span><span class="mord">536</span></span></span></span></span> ops. SegFormer = <span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>256</mn><mo>×</mo><mn>4</mn><mo>=</mo><mn>1,024</mn></mrow><annotation encoding="application/x-tex">256 \times 4 = 1{,}024</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">256</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8389em;vertical-align:-0.1944em"></span><span class="mord">1</span><span class="mord"><span class="mpunct">,</span></span><span class="mord">024</span></span></span></span></span> ops. <b>64× cheaper!</b></div></div></div></div><div data-nodeid="s1-detail" data-handlepos="left" data-id="s1-detail-null-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="opacity:0"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-enc-orch" data-testid="rf__node-c-enc-orch" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(700px,0px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>0. Encoder Orchestration</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEncoder(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    def __init__(self, config):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        # 1. Hierarchical Patch Embeddings</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        for i in range(config.num_encoder_blocks):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            embeddings.append(SegformerOverlapPatchEmbeddings(...))</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        self.patch_embeddings = nn.ModuleList(embeddings)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box"> </div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        # 2. Transformer Blocks (Nested Stages)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        for i in range(config.num_encoder_blocks):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            layers = [SegformerLayer(config, ...) for j in range(config.depths[i])]</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            blocks.append(nn.ModuleList(layers))</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        self.block = nn.ModuleList(blocks)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box"> </div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    def forward(self, pixel_values):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        for idx, x in enumerate(zip(self.patch_embeddings, self.block, self.layer_norm)):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            embedding_layer, block_layer, norm_layer = x</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            # Step A: Patch Embedding</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            hidden_states, height, width = embedding_layer(hidden_states)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            # Step B: Transformer Stage</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            for blk in block_layer:</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">                hidden_states = blk(hidden_states, height, width)[0]</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            # Step C: Collect Outputs for Decoder</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            all_hidden_states += (hidden_states,)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        return all_hidden_states</div></div><div data-handleid="in-left" data-nodeid="c-enc-orch" data-handlepos="left" data-id="c-enc-orch-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-enc-orch" data-handlepos="right" data-id="c-enc-orch-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-pe-conv" data-testid="rf__node-c-pe-conv" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,-400px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>1. Patch Embed (Conv)</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerOverlapPatchEmbeddings(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    def __init__(self, ...):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        # 1. Overlap Patch Embedding (Conv2d)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">        self.proj = nn.Conv2d(</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            num_channels, hidden_size,</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">            kernel_size=patch_size, stride=stride, ...</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        )</div></div><div data-handleid="in-left" data-nodeid="c-pe-conv" data-handlepos="left" data-id="c-pe-conv-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-pe-conv" data-handlepos="right" data-id="c-pe-conv-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-pe-norm" data-testid="rf__node-c-pe-norm" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,-220px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>2. Flatten &amp; Norm</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerOverlapPatchEmbeddings(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    def forward(self, pixel_values):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        # 2. Flatten &amp; Transpose</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">        embeddings = embeddings.flatten(2).transpose(1, 2)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        # 3. Layer Norm</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">        embeddings = self.layer_norm(embeddings)</div></div><div data-handleid="in-left" data-nodeid="c-pe-norm" data-handlepos="left" data-id="c-pe-norm-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-pe-norm" data-handlepos="right" data-id="c-pe-norm-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-q" data-testid="rf__node-c-attn-q" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,-40px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>3. Query Projection</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 4. Query Projection (Full Resolution)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.query = nn.Linear(self.hidden_size, self.all_head_size)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    query_layer = self.query(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-attn-q" data-handlepos="left" data-id="c-attn-q-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-q" data-handlepos="right" data-id="c-attn-q-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-reshape" data-testid="rf__node-c-attn-reshape" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,140px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>4. Reshape for Reduction</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 1. Reshape for Reduction</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # (B, N, C) -&gt; (B, C, H, W)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    hidden_states = hidden_states.permute(0, 2, 1).reshape(batch_size, C, H, W)</div></div><div data-handleid="in-left" data-nodeid="c-attn-reshape" data-handlepos="left" data-id="c-attn-reshape-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-reshape" data-handlepos="right" data-id="c-attn-reshape-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-reduce" data-testid="rf__node-c-attn-reduce" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,320px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>5. Reduction Conv</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 2. Spatial Reduction (Conv2d Stride=R)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # Reduces H, W by factor R</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    hidden_states = self.sr(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-attn-reduce" data-handlepos="left" data-id="c-attn-reduce-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-reduce" data-handlepos="right" data-id="c-attn-reduce-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-k" data-testid="rf__node-c-attn-k" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,500px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>6. Key Projection</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 5. Key Projection (Reduced Resolution)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.key = nn.Linear(self.hidden_size, self.all_head_size)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    key_layer = self.key(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-attn-k" data-handlepos="left" data-id="c-attn-k-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-k" data-handlepos="right" data-id="c-attn-k-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-v" data-testid="rf__node-c-attn-v" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,680px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>7. Value Projection</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 6. Value Projection (Reduced Resolution)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.value = nn.Linear(self.hidden_size, self.all_head_size)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    value_layer = self.value(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-attn-v" data-handlepos="left" data-id="c-attn-v-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-v" data-handlepos="right" data-id="c-attn-v-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-scores" data-testid="rf__node-c-attn-scores" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,860px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>8. Attention Scores</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 7. Attention Scores (Q @ K.T)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # (B, Heads, N, C) @ (B, Heads, C, N_reduced) -&gt; (B, Heads, N, N_reduced)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    attention_scores = torch.matmul(query_layer, key_layer.transpose(-1, -2))</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    attention_scores = attention_scores / math.sqrt(self.attention_head_size)</div></div><div data-handleid="in-left" data-nodeid="c-attn-scores" data-handlepos="left" data-id="c-attn-scores-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-scores" data-handlepos="right" data-id="c-attn-scores-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-softmax" data-testid="rf__node-c-attn-softmax" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,1040px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>9. Softmax</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 8. Softmax</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    attention_probs = nn.functional.softmax(attention_scores, dim=-1)</div></div><div data-handleid="in-left" data-nodeid="c-attn-softmax" data-handlepos="left" data-id="c-attn-softmax-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-softmax" data-handlepos="right" data-id="c-attn-softmax-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-context" data-testid="rf__node-c-attn-context" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,1220px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>10. Context (Z)</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 9. Context (Scores @ V)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    context_layer = torch.matmul(attention_probs, value_layer)</div></div><div data-handleid="in-left" data-nodeid="c-attn-context" data-handlepos="left" data-id="c-attn-context-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-context" data-handlepos="right" data-id="c-attn-context-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-attn-out" data-testid="rf__node-c-attn-out" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,1400px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>11. Output Projection</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerEfficientSelfAttention(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 10. Output Projection</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.dense = nn.Linear(self.hidden_size, self.hidden_size)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    attention_output = self.dense(context_layer)</div></div><div data-handleid="in-left" data-nodeid="c-attn-out" data-handlepos="left" data-id="c-attn-out-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-attn-out" data-handlepos="right" data-id="c-attn-out-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-ln2" data-testid="rf__node-c-ln2" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,1580px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>12. Layer Norm 2</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerLayer(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # Layer Norm before MLP</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.layer_norm_2 = nn.LayerNorm(config.hidden_sizes[i])</div></div><div data-handleid="in-left" data-nodeid="c-ln2" data-handlepos="left" data-id="c-ln2-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-ln2" data-handlepos="right" data-id="c-ln2-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-ffn-fc1" data-testid="rf__node-c-ffn-fc1" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,1760px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>13. MLP Expansion (FC1)</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerMixFFN(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 1. Expand Channels (Linear)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.dense1 = nn.Linear(in_features, hidden_features)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    hidden_states = self.dense1(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-ffn-fc1" data-handlepos="left" data-id="c-ffn-fc1-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-ffn-fc1" data-handlepos="right" data-id="c-ffn-fc1-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-ffn-dw" data-testid="rf__node-c-ffn-dw" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,1940px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>14. DW Conv (Mix)</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerMixFFN(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 2. Depth-wise 3x3 Conv (The "Mix")</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # (B, N, C) -&gt; (B, C, H, W) -&gt; Conv -&gt; (B, C, H, W)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.dwconv = nn.Conv2d(dim, dim, 3, 1, 1, groups=dim)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    hidden_states = self.dwconv(hidden_states, height, width)</div></div><div data-handleid="in-left" data-nodeid="c-ffn-dw" data-handlepos="left" data-id="c-ffn-dw-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-ffn-dw" data-handlepos="right" data-id="c-ffn-dw-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-ffn-act" data-testid="rf__node-c-ffn-act" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,2120px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>15. Activation (GELU)</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerMixFFN(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 3. Activation (GELU)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.intermediate_act_fn = nn.GELU()</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    hidden_states = self.intermediate_act_fn(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-ffn-act" data-handlepos="left" data-id="c-ffn-act-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-ffn-act" data-handlepos="right" data-id="c-ffn-act-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-ffn-fc2" data-testid="rf__node-c-ffn-fc2" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(-1750px,2300px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>16. MLP Projection (FC2)</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerMixFFN(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 4. Project Back (Linear)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    self.dense2 = nn.Linear(hidden_features, out_features)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    hidden_states = self.dense2(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-ffn-fc2" data-handlepos="left" data-id="c-ffn-fc2-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-ffn-fc2" data-handlepos="right" data-id="c-ffn-fc2-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-stage nopan selectable" data-id="s2" data-testid="rf__node-s2" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(0px,630px);pointer-events:all;visibility:visible"><div style="border:2px solid rgb(139,92,246);border-radius:12px;background-color:rgb(255,255,255);width:340px;box-shadow:rgba(0,0,0,0.1) 0px 8px 20px -5px;font-family:sans-serif;overflow:hidden;user-select:text;cursor:auto"><div style="background-color:rgb(139,92,246);color:white;padding:8px 12px;font-weight:bold;font-size:14px;letter-spacing:0.5px">Stage 2</div><div class="nodrag" style="padding:12px;background-color:rgb(248,250,252);display:flex;flex-direction:column;gap:8px"><div style="align-self:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>1</mn></msub></mrow><annotation encoding="application/x-tex">F_{1}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">1</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>16</mn><mo>×</mo><mn>16</mn><mo>×</mo><mn>32</mn></mrow><annotation encoding="application/x-tex">16 \times 16 \times 32</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">16</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">32</span></span></span></span></span></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Downsample Feature Patches</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">CONV 2D (K=3, S=2)</div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>X</mi><mn>2</mn></msub></mrow><annotation encoding="application/x-tex">X_{2}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>8</mn><mo>×</mo><mn>8</mn><mo>×</mo><mn>64</mn></mrow><annotation encoding="application/x-tex">8 \times 8 \times 64</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">64</span></span></span></span></span></div></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Mix-Transformer Block</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="display:flex;align-items:center;gap:8px;width:100%;justify-content:center"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Reduce (R=4)</div><span style="font-size:10px;color:rgb(148,163,184)">→</span><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Attention</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>X</mi><mn>2</mn><mo mathvariant="normal" lspace="0em" rspace="0em">′</mo></msubsup></mrow><annotation encoding="application/x-tex">X'_{2}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.2481em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7519em"><span style="top:-2.4519em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">′</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2481em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>8</mn><mo>×</mo><mn>8</mn><mo>×</mo><mn>64</mn></mrow><annotation encoding="application/x-tex">8 \times 8 \times 64</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">64</span></span></span></span></span></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div style="display:flex;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Mix-FFN</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>2</mn></msub></mrow><annotation encoding="application/x-tex">F_{2}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>8</mn><mo>×</mo><mn>8</mn><mo>×</mo><mn>64</mn></mrow><annotation encoding="application/x-tex">8 \times 8 \times 64</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">64</span></span></span></span></span></div></div></div></div><div data-nodeid="s2" data-handlepos="top" data-id="s2-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div><div data-handleid="main" data-nodeid="s2" data-handlepos="bottom" data-id="s2-main-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div></div></div><div class="react-flow__node react-flow__node-tensor nopan selectable" data-id="t2" data-testid="rf__node-t2" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(80px,1140px);pointer-events:all;visibility:visible"><div class="nodrag" style="background-color:rgb(255,251,235);border:2px solid rgb(252,211,77);border-radius:20px;padding:6px 14px;font-size:12px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.1) 0px 4px 6px -1px;display:flex;align-items:center;gap:8px;cursor:auto;min-width:120px;justify-content:center;font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>2</mn></msub></mrow><annotation encoding="application/x-tex">F_2</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:14px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>8</mn><mo>×</mo><mn>8</mn><mo>×</mo><mn>64</mn></mrow><annotation encoding="application/x-tex">8 \times 8 \times 64</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">64</span></span></span></span></span><div data-nodeid="t2" data-handlepos="top" data-id="t2-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="flow" data-nodeid="t2" data-handlepos="bottom" data-id="t2-flow-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="skip" data-nodeid="t2" data-handlepos="right" data-id="t2-skip-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(99,102,241);width:10px;height:10px"></div></div></div><div class="react-flow__node react-flow__node-stage nopan selectable" data-id="s3" data-testid="rf__node-s3" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(0px,1260px);pointer-events:all;visibility:visible"><div style="border:2px solid rgb(236,72,153);border-radius:12px;background-color:rgb(255,255,255);width:340px;box-shadow:rgba(0,0,0,0.1) 0px 8px 20px -5px;font-family:sans-serif;overflow:hidden;user-select:text;cursor:auto"><div style="background-color:rgb(236,72,153);color:white;padding:8px 12px;font-weight:bold;font-size:14px;letter-spacing:0.5px">Stage 3</div><div class="nodrag" style="padding:12px;background-color:rgb(248,250,252);display:flex;flex-direction:column;gap:8px"><div style="align-self:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>2</mn></msub></mrow><annotation encoding="application/x-tex">F_{2}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>8</mn><mo>×</mo><mn>8</mn><mo>×</mo><mn>64</mn></mrow><annotation encoding="application/x-tex">8 \times 8 \times 64</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">8</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">64</span></span></span></span></span></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Downsample Feature Patches</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">CONV 2D (K=3, S=2)</div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>X</mi><mn>3</mn></msub></mrow><annotation encoding="application/x-tex">X_{3}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">3</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>4</mn><mo>×</mo><mn>160</mn></mrow><annotation encoding="application/x-tex">4 \times 4 \times 160</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">160</span></span></span></span></span></div></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Mix-Transformer Block</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="display:flex;align-items:center;gap:8px;width:100%;justify-content:center"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Reduce (R=2)</div><span style="font-size:10px;color:rgb(148,163,184)">→</span><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Attention</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>X</mi><mn>3</mn><mo mathvariant="normal" lspace="0em" rspace="0em">′</mo></msubsup></mrow><annotation encoding="application/x-tex">X'_{3}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.2481em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7519em"><span style="top:-2.4519em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">3</span></span></span></span><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">′</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2481em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>4</mn><mo>×</mo><mn>160</mn></mrow><annotation encoding="application/x-tex">4 \times 4 \times 160</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">160</span></span></span></span></span></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div style="display:flex;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Mix-FFN</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>3</mn></msub></mrow><annotation encoding="application/x-tex">F_{3}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">3</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>4</mn><mo>×</mo><mn>160</mn></mrow><annotation encoding="application/x-tex">4 \times 4 \times 160</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">160</span></span></span></span></span></div></div></div></div><div data-nodeid="s3" data-handlepos="top" data-id="s3-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div><div data-handleid="main" data-nodeid="s3" data-handlepos="bottom" data-id="s3-main-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div></div></div><div class="react-flow__node react-flow__node-tensor nopan selectable" data-id="t3" data-testid="rf__node-t3" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(80px,1770px);pointer-events:all;visibility:visible"><div class="nodrag" style="background-color:rgb(255,251,235);border:2px solid rgb(252,211,77);border-radius:20px;padding:6px 14px;font-size:12px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.1) 0px 4px 6px -1px;display:flex;align-items:center;gap:8px;cursor:auto;min-width:120px;justify-content:center;font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>3</mn></msub></mrow><annotation encoding="application/x-tex">F_3</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:14px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>4</mn><mo>×</mo><mn>160</mn></mrow><annotation encoding="application/x-tex">4 \times 4 \times 160</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">160</span></span></span></span></span><div data-nodeid="t3" data-handlepos="top" data-id="t3-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="flow" data-nodeid="t3" data-handlepos="bottom" data-id="t3-flow-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="skip" data-nodeid="t3" data-handlepos="right" data-id="t3-skip-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(99,102,241);width:10px;height:10px"></div></div></div><div class="react-flow__node react-flow__node-stage nopan selectable" data-id="s4" data-testid="rf__node-s4" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(0px,1890px);pointer-events:all;visibility:visible"><div style="border:2px solid rgb(244,63,94);border-radius:12px;background-color:rgb(255,255,255);width:340px;box-shadow:rgba(0,0,0,0.1) 0px 8px 20px -5px;font-family:sans-serif;overflow:hidden;user-select:text;cursor:auto"><div style="background-color:rgb(244,63,94);color:white;padding:8px 12px;font-weight:bold;font-size:14px;letter-spacing:0.5px">Stage 4</div><div class="nodrag" style="padding:12px;background-color:rgb(248,250,252);display:flex;flex-direction:column;gap:8px"><div style="align-self:center"><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>3</mn></msub></mrow><annotation encoding="application/x-tex">F_{3}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">3</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>4</mn><mo>×</mo><mn>4</mn><mo>×</mo><mn>160</mn></mrow><annotation encoding="application/x-tex">4 \times 4 \times 160</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">4</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">160</span></span></span></span></span></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Downsample Feature Patches</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">CONV 2D (K=3, S=2)</div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>X</mi><mn>4</mn></msub></mrow><annotation encoding="application/x-tex">X_{4}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>2</mn><mo>×</mo><mn>2</mn><mo>×</mo><mn>256</mn></mrow><annotation encoding="application/x-tex">2 \times 2 \times 256</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">256</span></span></span></span></span></div></div></div><div style="text-align:center;color:rgb(148,163,184)">↓</div><div style="background-color:white;border:1px solid rgb(226,232,240);border-radius:8px;padding:8px;box-shadow:rgba(0,0,0,0.05) 0px 1px 2px"><div style="font-size:10px;font-weight:bold;color:rgb(100,116,139);text-transform:uppercase;margin-bottom:8px;border-bottom:1px solid rgb(241,245,249);padding-bottom:4px">Mix-Transformer Block</div><div style="display:flex;flex-direction:column;align-items:center;gap:4px"><div style="display:flex;align-items:center;gap:8px;width:100%;justify-content:center"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Reduce (R=1)</div><span style="font-size:10px;color:rgb(148,163,184)">→</span><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Attention</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>X</mi><mn>4</mn><mo mathvariant="normal" lspace="0em" rspace="0em">′</mo></msubsup></mrow><annotation encoding="application/x-tex">X'_{4}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.2481em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.07847em">X</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7519em"><span style="top:-2.4519em;margin-left:-0.0785em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">′</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2481em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>2</mn><mo>×</mo><mn>2</mn><mo>×</mo><mn>256</mn></mrow><annotation encoding="application/x-tex">2 \times 2 \times 256</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">256</span></span></span></span></span></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div style="display:flex;gap:4px"><div style="background-color:rgb(239,246,255);border:1px solid rgb(191,219,254);color:rgb(30,64,175);border-radius:6px;padding:4px 8px;font-size:10px;font-weight:bold;text-align:center">Mix-FFN</div></div><div style="font-size:14px;color:rgb(148,163,184);line-height:1">↓</div><div class="nodrag" style="background-color:rgb(255,251,235);border:1px solid rgb(252,211,77);border-radius:16px;padding:2px 10px;font-size:11px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.05) 0px 1px 1px;display:flex;align-items:center;gap:6px;cursor:text"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>4</mn></msub></mrow><annotation encoding="application/x-tex">F_{4}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:10px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>2</mn><mo>×</mo><mn>2</mn><mo>×</mo><mn>256</mn></mrow><annotation encoding="application/x-tex">2 \times 2 \times 256</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">256</span></span></span></span></span></div></div></div></div><div data-nodeid="s4" data-handlepos="top" data-id="s4-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div><div data-handleid="main" data-nodeid="s4" data-handlepos="bottom" data-id="s4-main-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:12px;height:12px"></div></div></div><div class="react-flow__node react-flow__node-tensor nopan selectable" data-id="t4" data-testid="rf__node-t4" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(80px,2400px);pointer-events:all;visibility:visible"><div class="nodrag" style="background-color:rgb(255,251,235);border:2px solid rgb(252,211,77);border-radius:20px;padding:6px 14px;font-size:12px;font-family:monospace;color:rgb(146,64,14);box-shadow:rgba(0,0,0,0.1) 0px 4px 6px -1px;display:flex;align-items:center;gap:8px;cursor:auto;min-width:120px;justify-content:center;font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>4</mn></msub></mrow><annotation encoding="application/x-tex">F_4</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span></span></span></span></span><span style="width:1px;height:14px;background-color:rgb(252,211,77)"></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mn>2</mn><mo>×</mo><mn>2</mn><mo>×</mo><mn>256</mn></mrow><annotation encoding="application/x-tex">2 \times 2 \times 256</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7278em;vertical-align:-0.0833em"></span><span class="mord">2</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.6444em"></span><span class="mord">256</span></span></span></span></span><div data-nodeid="t4" data-handlepos="top" data-id="t4-null-target" class="react-flow__handle react-flow__handle-top nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="flow" data-nodeid="t4" data-handlepos="bottom" data-id="t4-flow-source" class="react-flow__handle react-flow__handle-bottom nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(148,163,184);width:10px;height:10px"></div><div data-handleid="skip" data-nodeid="t4" data-handlepos="right" data-id="t4-skip-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="background:rgb(99,102,241);width:10px;height:10px"></div></div></div><div class="react-flow__node react-flow__node-decoder nopan selectable" data-id="dec" data-testid="rf__node-dec" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(1000px,730px);pointer-events:all;visibility:visible"><div style="background-color:rgb(15,23,42);border:2px solid rgb(51,65,85);border-radius:12px;color:rgb(226,232,240);min-width:700px;font-family:sans-serif;overflow:hidden;box-shadow:rgba(0,0,0,0.5) 0px 20px 25px -5px;user-select:text;cursor:auto"><div style="background-color:rgb(67,56,202);padding:12px;text-align:center;font-weight:bold;font-size:16px;letter-spacing:1px;border-bottom:1px solid rgb(49,46,129);display:flex;justify-content:space-between;align-items:center;cursor:grab"><span>All-MLP Decoder Mechanism</span><span style="font-size:10px;opacity:0.8;font-weight:normal">Standardizing &amp; Fusing</span></div><div class="nodrag" style="padding:20px;display:flex;flex-direction:column;gap:16px"><div style="display:grid;grid-template-columns:repeat(4,1fr);gap:12px;align-items:center"><div style="background-color:rgba(59,130,246,0.082);border:1px solid rgb(59,130,246);color:rgb(224,231,255);padding:4px 8px;border-radius:8px;font-size:12px;font-family:monospace;white-space:nowrap;cursor:text;text-align:center;width:100%"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>1</mn></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mi>H</mi><mi mathvariant="normal">/</mi><mn>4</mn><mo>×</mo><mi>W</mi><mi mathvariant="normal">/</mi><mn>4</mn><mo>×</mo><mn>32</mn></mrow></msup></mrow><annotation encoding="application/x-tex">F_1 \in \mathbb{R}^{H/4 \times W/4 \times 32}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.888em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.888em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span><span class="mord mtight">/4</span><span class="mbin mtight">×</span><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span><span class="mord mtight">/4</span><span class="mbin mtight">×</span><span class="mord mtight">32</span></span></span></span></span></span></span></span></span></span></span></span></span></div><div style="background-color:rgba(139,92,246,0.082);border:1px solid rgb(139,92,246);color:rgb(224,231,255);padding:4px 8px;border-radius:8px;font-size:12px;font-family:monospace;white-space:nowrap;cursor:text;text-align:center;width:100%"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>2</mn></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mi>H</mi><mi mathvariant="normal">/</mi><mn>8</mn><mo>×</mo><mi>W</mi><mi mathvariant="normal">/</mi><mn>8</mn><mo>×</mo><mn>64</mn></mrow></msup></mrow><annotation encoding="application/x-tex">F_2 \in \mathbb{R}^{H/8 \times W/8 \times 64}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.888em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.888em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span><span class="mord mtight">/8</span><span class="mbin mtight">×</span><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span><span class="mord mtight">/8</span><span class="mbin mtight">×</span><span class="mord mtight">64</span></span></span></span></span></span></span></span></span></span></span></span></span></div><div style="background-color:rgba(236,72,153,0.082);border:1px solid rgb(236,72,153);color:rgb(224,231,255);padding:4px 8px;border-radius:8px;font-size:12px;font-family:monospace;white-space:nowrap;cursor:text;text-align:center;width:100%"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>3</mn></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mi>H</mi><mi mathvariant="normal">/</mi><mn>16</mn><mo>×</mo><mi>W</mi><mi mathvariant="normal">/</mi><mn>16</mn><mo>×</mo><mn>160</mn></mrow></msup></mrow><annotation encoding="application/x-tex">F_3 \in \mathbb{R}^{H/16 \times W/16 \times 160}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.888em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.888em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span><span class="mord mtight">/16</span><span class="mbin mtight">×</span><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span><span class="mord mtight">/16</span><span class="mbin mtight">×</span><span class="mord mtight">160</span></span></span></span></span></span></span></span></span></span></span></span></span></div><div style="background-color:rgba(244,63,94,0.082);border:1px solid rgb(244,63,94);color:rgb(224,231,255);padding:4px 8px;border-radius:8px;font-size:12px;font-family:monospace;white-space:nowrap;cursor:text;text-align:center;width:100%"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mn>4</mn></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mi>H</mi><mi mathvariant="normal">/</mi><mn>32</mn><mo>×</mo><mi>W</mi><mi mathvariant="normal">/</mi><mn>32</mn><mo>×</mo><mn>256</mn></mrow></msup></mrow><annotation encoding="application/x-tex">F_4 \in \mathbb{R}^{H/32 \times W/32 \times 256}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.888em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.888em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span><span class="mord mtight">/32</span><span class="mbin mtight">×</span><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span><span class="mord mtight">/32</span><span class="mbin mtight">×</span><span class="mord mtight">256</span></span></span></span></span></span></span></span></span></span></span></span></span></div></div><div style="color:rgb(71,85,105);font-size:14px;text-align:center;font-weight:bold">↓</div><div style="display:grid;grid-template-columns:repeat(4,1fr);gap:12px;align-items:center"><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Linear Projection</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>1</mn></msub><mo>=</mo><mtext>Linear</mtext><mo stretchy="false">(</mo><mn>32</mn><mo separator="true">,</mo><mn>256</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>F</mi><mn>1</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\hat{F}_1 = \text{Linear}(32, 256)(F_1)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0968em;vertical-align:-0.15em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">Linear</span></span><span class="mopen">(</span><span class="mord">32</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord">256</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;border-top:1px solid rgb(51,65,85);padding-top:4px;font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mrow><mi>p</mi><mn>1</mn></mrow></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mn>256</mn><mo>×</mo><mn>32</mn></mrow></msup></mrow><annotation encoding="application/x-tex">W_{p1} \in \mathbb{R}^{256 \times 32}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">p</span><span class="mord mtight">1</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8141em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">256</span><span class="mbin mtight">×</span><span class="mord mtight">32</span></span></span></span></span></span></span></span></span></span></span></span></span></div></div><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Linear Projection</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>2</mn></msub><mo>=</mo><mtext>Linear</mtext><mo stretchy="false">(</mo><mn>64</mn><mo separator="true">,</mo><mn>256</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>F</mi><mn>2</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\hat{F}_2 = \text{Linear}(64, 256)(F_2)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0968em;vertical-align:-0.15em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">Linear</span></span><span class="mopen">(</span><span class="mord">64</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord">256</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;border-top:1px solid rgb(51,65,85);padding-top:4px;font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mrow><mi>p</mi><mn>2</mn></mrow></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mn>256</mn><mo>×</mo><mn>64</mn></mrow></msup></mrow><annotation encoding="application/x-tex">W_{p2} \in \mathbb{R}^{256 \times 64}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">p</span><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8141em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">256</span><span class="mbin mtight">×</span><span class="mord mtight">64</span></span></span></span></span></span></span></span></span></span></span></span></span></div></div><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Linear Projection</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>3</mn></msub><mo>=</mo><mtext>Linear</mtext><mo stretchy="false">(</mo><mn>160</mn><mo separator="true">,</mo><mn>256</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>F</mi><mn>3</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\hat{F}_3 = \text{Linear}(160, 256)(F_3)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0968em;vertical-align:-0.15em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">Linear</span></span><span class="mopen">(</span><span class="mord">160</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord">256</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;border-top:1px solid rgb(51,65,85);padding-top:4px;font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mrow><mi>p</mi><mn>3</mn></mrow></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mn>256</mn><mo>×</mo><mn>160</mn></mrow></msup></mrow><annotation encoding="application/x-tex">W_{p3} \in \mathbb{R}^{256 \times 160}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">p</span><span class="mord mtight">3</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8141em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">256</span><span class="mbin mtight">×</span><span class="mord mtight">160</span></span></span></span></span></span></span></span></span></span></span></span></span></div></div><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Linear Projection</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>4</mn></msub><mo>=</mo><mtext>Linear</mtext><mo stretchy="false">(</mo><mn>256</mn><mo separator="true">,</mo><mn>256</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>F</mi><mn>4</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\hat{F}_4 = \text{Linear}(256, 256)(F_4)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0968em;vertical-align:-0.15em"></span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">Linear</span></span><span class="mopen">(</span><span class="mord">256</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord">256</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;border-top:1px solid rgb(51,65,85);padding-top:4px;font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mrow><mi>p</mi><mn>4</mn></mrow></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mn>256</mn><mo>×</mo><mn>256</mn></mrow></msup></mrow><annotation encoding="application/x-tex">W_{p4} \in \mathbb{R}^{256 \times 256}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">p</span><span class="mord mtight">4</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8141em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">256</span><span class="mbin mtight">×</span><span class="mord mtight">256</span></span></span></span></span></span></span></span></span></span></span></span></span></div></div></div><div style="color:rgb(71,85,105);font-size:14px;text-align:center;font-weight:bold">↓</div><div style="display:grid;grid-template-columns:repeat(4,1fr);gap:12px;align-items:center"><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Resize</div><span style="color:rgb(100,116,139);font-size:10px">No Op matches Target</span><div style="margin-top:4px;color:rgb(148,163,184);font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Shape:&nbsp;</mtext><mo stretchy="false">(</mo><mfrac><mi>H</mi><mn>4</mn></mfrac><mo>×</mo><mfrac><mi>W</mi><mn>4</mn></mfrac><mo>×</mo><mn>256</mn><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\text{Shape: } (\frac{H}{4} \times \frac{W}{4} \times 256)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord text"><span class="mord">Shape:&nbsp;</span></span><span class="mopen">(</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">256</span><span class="mclose">)</span></span></span></span></span></div></div><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Resize</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>F</mi><mn>2</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo>=</mo><msub><mtext>Upsample</mtext><mrow><mo>×</mo><mn>2</mn></mrow></msub><mo stretchy="false">(</mo><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>2</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">F^{up}_2 = \text{Upsample}_{\times 2}(\hat{F}_2)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0486em;vertical-align:-0.2663em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.2492em;vertical-align:-0.3025em"></span><span class="mord"><span class="mord text"><span class="mord">Upsample</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.207em"><span style="top:-2.4559em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">×</span><span class="mord mtight">2</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.3025em"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;color:rgb(148,163,184);font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Shape:&nbsp;</mtext><mo stretchy="false">(</mo><mfrac><mi>H</mi><mn>4</mn></mfrac><mo>×</mo><mfrac><mi>W</mi><mn>4</mn></mfrac><mo>×</mo><mn>256</mn><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\text{Shape: } (\frac{H}{4} \times \frac{W}{4} \times 256)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord text"><span class="mord">Shape:&nbsp;</span></span><span class="mopen">(</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">256</span><span class="mclose">)</span></span></span></span></span></div></div><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Resize</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>F</mi><mn>3</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo>=</mo><msub><mtext>Upsample</mtext><mrow><mo>×</mo><mn>4</mn></mrow></msub><mo stretchy="false">(</mo><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>3</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">F^{up}_3 = \text{Upsample}_{\times 4}(\hat{F}_3)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0486em;vertical-align:-0.2663em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.2492em;vertical-align:-0.3025em"></span><span class="mord"><span class="mord text"><span class="mord">Upsample</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.207em"><span style="top:-2.4559em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">×</span><span class="mord mtight">4</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.3025em"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;color:rgb(148,163,184);font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Shape:&nbsp;</mtext><mo stretchy="false">(</mo><mfrac><mi>H</mi><mn>4</mn></mfrac><mo>×</mo><mfrac><mi>W</mi><mn>4</mn></mfrac><mo>×</mo><mn>256</mn><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\text{Shape: } (\frac{H}{4} \times \frac{W}{4} \times 256)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord text"><span class="mord">Shape:&nbsp;</span></span><span class="mopen">(</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">256</span><span class="mclose">)</span></span></span></span></span></div></div><div style="background-color:rgb(30,41,59);border:1px solid rgb(71,85,105);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(148,163,184);font-size:9px;text-transform:uppercase;font-weight:bold">Resize</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msubsup><mi>F</mi><mn>4</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo>=</mo><msub><mtext>Upsample</mtext><mrow><mo>×</mo><mn>8</mn></mrow></msub><mo stretchy="false">(</mo><msub><mover accent="true"><mi>F</mi><mo>^</mo></mover><mn>4</mn></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">F^{up}_4 = \text{Upsample}_{\times 8}(\hat{F}_4)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.0486em;vertical-align:-0.2663em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.2492em;vertical-align:-0.3025em"></span><span class="mord"><span class="mord text"><span class="mord">Upsample</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.207em"><span style="top:-2.4559em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">×</span><span class="mord mtight">8</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.3025em"><span></span></span></span></span></span></span><span class="mopen">(</span><span class="mord"><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.9468em"><span style="top:-3em"><span class="pstrut" style="height:3em"></span><span class="mord mathnormal" style="margin-right:0.13889em">F</span></span><span style="top:-3.2523em"><span class="pstrut" style="height:3em"></span><span class="accent-body" style="left:-0.1667em"><span class="mord">^</span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3011em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:4px;color:rgb(148,163,184);font-size:10px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Shape:&nbsp;</mtext><mo stretchy="false">(</mo><mfrac><mi>H</mi><mn>4</mn></mfrac><mo>×</mo><mfrac><mi>W</mi><mn>4</mn></mfrac><mo>×</mo><mn>256</mn><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\text{Shape: } (\frac{H}{4} \times \frac{W}{4} \times 256)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord text"><span class="mord">Shape:&nbsp;</span></span><span class="mopen">(</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">256</span><span class="mclose">)</span></span></span></span></span></div></div></div><div style="color:rgb(71,85,105);font-size:14px;text-align:center;font-weight:bold">↓</div><div style="background-color:rgb(49,46,129);border:1px solid rgb(99,102,241);color:white;padding:12px;border-radius:8px;text-align:center;font-size:12px;font-weight:bold;box-shadow:rgba(0,0,0,0.2) 0px 4px 6px -1px"><div style="margin-bottom:6px;color:rgb(165,180,252);font-size:10px;text-transform:uppercase">Feature Aggregation</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mrow><mi>c</mi><mi>o</mi><mi>n</mi><mi>c</mi><mi>a</mi><mi>t</mi></mrow></msub><mo>=</mo><mtext>Concat</mtext><mo stretchy="false">(</mo><mo stretchy="false">[</mo><msubsup><mi>F</mi><mn>1</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo separator="true">,</mo><msubsup><mi>F</mi><mn>2</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo separator="true">,</mo><msubsup><mi>F</mi><mn>3</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo separator="true">,</mo><msubsup><mi>F</mi><mn>4</mn><mrow><mi>u</mi><mi>p</mi></mrow></msubsup><mo stretchy="false">]</mo><mo stretchy="false">)</mo><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mi>H</mi><mi mathvariant="normal">/</mi><mn>4</mn><mo>×</mo><mi>W</mi><mi mathvariant="normal">/</mi><mn>4</mn><mo>×</mo><mn>1024</mn></mrow></msup></mrow><annotation encoding="application/x-tex">F_{concat} = \text{Concat}([F^{up}_1, F^{up}_2, F^{up}_3, F^{up}_4]) \in \mathbb{R}^{H/4 \times W/4 \times 1024}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.2806em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">co</span><span class="mord mathnormal mtight">n</span><span class="mord mathnormal mtight">c</span><span class="mord mathnormal mtight">a</span><span class="mord mathnormal mtight">t</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.0486em;vertical-align:-0.2663em"></span><span class="mord text"><span class="mord">Concat</span></span><span class="mopen">([</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">3</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.7823em"><span style="top:-2.4337em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">4</span></span></span><span style="top:-3.1809em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2663em"><span></span></span></span></span></span></span><span class="mclose">])</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.888em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.888em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span><span class="mord mtight">/4</span><span class="mbin mtight">×</span><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span><span class="mord mtight">/4</span><span class="mbin mtight">×</span><span class="mord mtight">1024</span></span></span></span></span></span></span></span></span></span></span></span></span></div><div style="color:rgb(71,85,105);font-size:14px;text-align:center;font-weight:bold">↓</div><div style="background-color:rgb(30,27,75);border:1px solid rgb(67,56,202);color:rgb(203,213,225);padding:8px;border-radius:6px;font-size:11px;text-align:center;width:100%;box-shadow:rgba(0,0,0,0.1) 0px 1px 2px"><div style="margin-bottom:4px;color:rgb(129,140,248);font-size:9px;text-transform:uppercase;font-weight:bold">Fusion MLP</div><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mrow><mi>f</mi><mi>u</mi><mi>s</mi><mi>e</mi><mi>d</mi></mrow></msub><mo>=</mo><mtext>Linear</mtext><mo stretchy="false">(</mo><mn>1024</mn><mo separator="true">,</mo><mn>256</mn><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>F</mi><mrow><mi>c</mi><mi>o</mi><mi>n</mi><mi>c</mi><mi>a</mi><mi>t</mi></mrow></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">F_{fused} = \text{Linear}(1024, 256)(F_{concat})</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.10764em">f</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">se</span><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">Linear</span></span><span class="mopen">(</span><span class="mord">1024</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord">256</span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.2806em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">co</span><span class="mord mathnormal mtight">n</span><span class="mord mathnormal mtight">c</span><span class="mord mathnormal mtight">a</span><span class="mord mathnormal mtight">t</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span><div style="margin-top:8px;border-top:1px solid rgb(67,56,202);padding-top:8px;display:flex;justify-content:center;gap:20px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mrow><mi>f</mi><mi>u</mi><mi>s</mi><mi>e</mi></mrow></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><mn>256</mn><mo>×</mo><mn>1024</mn></mrow></msup></mrow><annotation encoding="application/x-tex">W_{fuse} \in \mathbb{R}^{256 \times 1024}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.10764em">f</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">se</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8141em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8141em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">256</span><span class="mbin mtight">×</span><span class="mord mtight">1024</span></span></span></span></span></span></span></span></span></span></span></span></span><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>F</mi><mrow><mi>f</mi><mi>u</mi><mi>s</mi><mi>e</mi><mi>d</mi></mrow></msub><mo>:</mo><mo stretchy="false">(</mo><mfrac><mi>H</mi><mn>4</mn></mfrac><mo>×</mo><mfrac><mi>W</mi><mn>4</mn></mfrac><mo>×</mo><mn>256</mn><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">F_{fused} : (\frac{H}{4} \times \frac{W}{4} \times 256)</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.9694em;vertical-align:-0.2861em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.10764em">f</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">se</span><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">:</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mopen">(</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.08125em">H</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1.2173em;vertical-align:-0.345em"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8723em"><span style="top:-2.655em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">4</span></span></span></span><span style="top:-3.23em"><span class="pstrut" style="height:3em"></span><span class="frac-line" style="border-bottom-width:0.04em"></span></span><span style="top:-3.394em"><span class="pstrut" style="height:3em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.13889em">W</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.345em"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord">256</span><span class="mclose">)</span></span></span></span></span></div></div><div style="color:rgb(71,85,105);font-size:14px;text-align:center;font-weight:bold">↓</div><div style="background-color:rgb(6,78,59);border:1px solid rgb(16,185,129);padding:12px;border-radius:8px;text-align:center;margin-top:8px"><div style="font-size:10px;color:rgb(110,231,183);margin-bottom:4px;font-weight:bold;text-transform:uppercase">Classification Head</div><div style="font-weight:bold;color:white;font-size:14px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mi>S</mi><mo>=</mo><mtext>Linear</mtext><mo stretchy="false">(</mo><mn>256</mn><mo separator="true">,</mo><msub><mi>N</mi><mrow><mi>c</mi><mi>l</mi><mi>s</mi></mrow></msub><mo stretchy="false">)</mo><mo stretchy="false">(</mo><msub><mi>F</mi><mrow><mi>f</mi><mi>u</mi><mi>s</mi><mi>e</mi><mi>d</mi></mrow></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">S = \text{Linear}(256, N_{cls})(F_{fused})</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.6833em"></span><span class="mord mathnormal" style="margin-right:0.05764em">S</span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">=</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:1.0361em;vertical-align:-0.2861em"></span><span class="mord text"><span class="mord">Linear</span></span><span class="mopen">(</span><span class="mord">256</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.1667em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.10903em">N</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.109em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">c</span><span class="mord mathnormal mtight" style="margin-right:0.01968em">l</span><span class="mord mathnormal mtight">s</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span><span class="mopen">(</span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">F</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.10764em">f</span><span class="mord mathnormal mtight">u</span><span class="mord mathnormal mtight">se</span><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.2861em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span></div><div style="margin-top:8px;border-top:1px solid rgb(6,95,70);padding-top:8px;font-size:11px"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><msub><mi>W</mi><mrow><mi>c</mi><mi>l</mi><mi>s</mi></mrow></msub><mo>∈</mo><msup><mi mathvariant="double-struck">R</mi><mrow><msub><mi>N</mi><mrow><mi>c</mi><mi>l</mi><mi>s</mi></mrow></msub><mo>×</mo><mn>256</mn></mrow></msup></mrow><annotation encoding="application/x-tex">W_{cls} \in \mathbb{R}^{N_{cls} \times 256}</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:0.8333em;vertical-align:-0.15em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.1389em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">c</span><span class="mord mathnormal mtight" style="margin-right:0.01968em">l</span><span class="mord mathnormal mtight">s</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2778em"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2778em"></span></span><span class="base"><span class="strut" style="height:0.8413em"></span><span class="mord"><span class="mord mathbb">R</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8413em"><span style="top:-3.063em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right:0.10903em">N</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3448em"><span style="top:-2.3488em;margin-left:-0.109em;margin-right:0.0714em"><span class="pstrut" style="height:2.5em"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">c</span><span class="mord mathnormal mtight" style="margin-right:0.01968em">l</span><span class="mord mathnormal mtight">s</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.1512em"><span></span></span></span></span></span></span><span class="mbin mtight">×</span><span class="mord mtight">256</span></span></span></span></span></span></span></span></span></span></span></span></span><div style="margin-top:4px;color:rgb(110,231,183);font-weight:bold"><span><span class="katex"><span class="katex-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><mrow><mtext>Final&nbsp;Out:&nbsp;</mtext><mo stretchy="false">(</mo><mi>H</mi><mo>×</mo><mi>W</mi><mo>×</mo><msub><mi>N</mi><mrow><mi>c</mi><mi>l</mi><mi>s</mi></mrow></msub><mo stretchy="false">)</mo></mrow><annotation encoding="application/x-tex">\text{Final Out: } (H \times W \times N_{cls})</annotation></semantics></math></span><span class="katex-html" aria-hidden="true"><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord text"><span class="mord">Final&nbsp;Out:&nbsp;</span></span><span class="mopen">(</span><span class="mord mathnormal" style="margin-right:0.08125em">H</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:0.7667em;vertical-align:-0.0833em"></span><span class="mord mathnormal" style="margin-right:0.13889em">W</span><span class="mspace" style="margin-right:0.2222em"></span><span class="mbin">×</span><span class="mspace" style="margin-right:0.2222em"></span></span><span class="base"><span class="strut" style="height:1em;vertical-align:-0.25em"></span><span class="mord"><span class="mord mathnormal" style="margin-right:0.10903em">N</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3361em"><span style="top:-2.55em;margin-left:-0.109em;margin-right:0.05em"><span class="pstrut" style="height:2.7em"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">c</span><span class="mord mathnormal mtight" style="margin-right:0.01968em">l</span><span class="mord mathnormal mtight">s</span></span></span></span></span><span class="vlist-s"></span></span><span class="vlist-r"><span class="vlist" style="height:0.15em"><span></span></span></span></span></span></span><span class="mclose">)</span></span></span></span></span></div></div></div></div><div class="nodrag" style="background-color:rgb(2,6,23);padding:12px 16px;border-top:1px solid rgb(30,41,59);font-size:11px;color:rgb(148,163,184);line-height:1.5"><span style="display:inline-block;background-color:rgb(79,70,229);color:white;padding:2px 6px;border-radius:4px;font-size:10px;font-weight:bold;margin-right:8px;margin-bottom:4px">CONCEPT</span><b>Why "All-MLP"?</b> The SegFormer Encoder already provided multi-scale context. Decoder just unifies resolution and channels. Simple Linear Algebra is sufficient.</div><div data-handleid="in-f1" data-nodeid="dec" data-handlepos="left" data-id="dec-in-f1-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="top:15%;background:rgb(59,130,246)"></div><div data-handleid="in-f2" data-nodeid="dec" data-handlepos="left" data-id="dec-in-f2-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="top:25%;background:rgb(139,92,246)"></div><div data-handleid="in-f3" data-nodeid="dec" data-handlepos="left" data-id="dec-in-f3-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="top:35%;background:rgb(236,72,153)"></div><div data-handleid="in-f4" data-nodeid="dec" data-handlepos="left" data-id="dec-in-f4-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="top:45%;background:rgb(244,63,94)"></div><div data-handleid="h-dec-proj" data-nodeid="dec" data-handlepos="right" data-id="dec-h-dec-proj-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="top:22%;background:rgb(245,158,11)"></div><div data-handleid="h-dec-up" data-nodeid="dec" data-handlepos="right" data-id="dec-h-dec-up-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="top:36%;background:rgb(245,158,11)"></div><div data-handleid="h-dec-concat" data-nodeid="dec" data-handlepos="right" data-id="dec-h-dec-concat-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="top:56%;background:rgb(245,158,11)"></div><div data-handleid="h-dec-fuse" data-nodeid="dec" data-handlepos="right" data-id="dec-h-dec-fuse-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="top:68%;background:rgb(245,158,11)"></div><div data-handleid="h-dec-cls" data-nodeid="dec" data-handlepos="right" data-id="dec-h-dec-cls-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="top:80%;background:rgb(245,158,11)"></div><div data-handleid="h-dec-out" data-nodeid="dec" data-handlepos="right" data-id="dec-h-dec-out-source" class="react-flow__handle react-flow__handle-right nodrag nopan source connectable connectablestart connectableend connectionindicator" style="top:92%;background:rgb(16,185,129);width:14px;height:14px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-dec-proj" data-testid="rf__node-c-dec-proj" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(2200px,580px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>17. Decoder MLP</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerDecodeHead(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 1. MLP Projection (per stage)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # Fixes channel dim to decoder_hidden_size</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    encoder_hidden_state = mlp(encoder_hidden_state)</div></div><div data-handleid="in-left" data-nodeid="c-dec-proj" data-handlepos="left" data-id="c-dec-proj-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-dec-proj" data-handlepos="right" data-id="c-dec-proj-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-dec-up" data-testid="rf__node-c-dec-up" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(2200px,780px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>18. Upsample</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerDecodeHead(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 2. Bilinear Upsample</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # Resizes all features to Stage 1 size (H/4, W/4)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    encoder_hidden_state = nn.functional.interpolate(..., mode="bilinear")</div></div><div data-handleid="in-left" data-nodeid="c-dec-up" data-handlepos="left" data-id="c-dec-up-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-dec-up" data-handlepos="right" data-id="c-dec-up-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-dec-concat" data-testid="rf__node-c-dec-concat" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(2200px,980px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>19. Concat</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerDecodeHead(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 3. Concatenate</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # Stack features from all 4 stages</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    torch.cat(all_hidden_states[::-1], dim=1)</div></div><div data-handleid="in-left" data-nodeid="c-dec-concat" data-handlepos="left" data-id="c-dec-concat-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-dec-concat" data-handlepos="right" data-id="c-dec-concat-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-dec-fuse" data-testid="rf__node-c-dec-fuse" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(2200px,1180px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>20. Fusion</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerDecodeHead(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 4. Linear Fusion (1x1 Conv)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # (B, 4*C, H/4, W/4) -&gt; (B, C, H/4, W/4)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    hidden_states = self.linear_fuse(...)</div></div><div data-handleid="in-left" data-nodeid="c-dec-fuse" data-handlepos="left" data-id="c-dec-fuse-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-dec-fuse" data-handlepos="right" data-id="c-dec-fuse-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-codeCallout nopan selectable" data-id="c-dec-cls" data-testid="rf__node-c-dec-cls" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(2200px,1380px);pointer-events:all;visibility:visible"><div style="background-color:rgb(30,30,30);border-radius:6px;border:1px solid rgb(74,222,128);min-width:300px;max-width:500px;color:rgb(212,212,212);font-family:Consolas,monospace;font-size:11px;box-shadow:rgba(0,0,0,0.5) 0px 10px 15px -3px;overflow:hidden;text-align:left"><div style="padding:6px 10px;background-color:rgb(5,46,22);border-bottom:1px solid rgb(20,83,45);display:flex;justify-content:space-between;align-items:center;cursor:grab;font-weight:bold;color:rgb(74,222,128)"><span>21. Classifier</span><span>▲</span></div><div class="nodrag nowheel" style="margin:0px;padding:8px 0px;overflow-x:auto;white-space:pre;background-color:rgb(30,30,30);user-select:text;cursor:text"><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">class SegformerDecodeHead(nn.Module):</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # 5. Classifier (1x1 Conv)</div><div style="padding:0px 10px;background-color:transparent;border-left:3px solid transparent;display:block;width:100%;box-sizing:border-box">    # (B, C, H/4, W/4) -&gt; (B, NumClasses, H/4, W/4)</div><div style="padding:0px 10px;background-color:rgba(74,222,128,0.2);border-left:3px solid rgb(74,222,128);display:block;width:100%;box-sizing:border-box">    logits = self.classifier(hidden_states)</div></div><div data-handleid="in-left" data-nodeid="c-dec-cls" data-handlepos="left" data-id="c-dec-cls-in-left-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div><div data-handleid="in-right" data-nodeid="c-dec-cls" data-handlepos="right" data-id="c-dec-cls-in-right-target" class="react-flow__handle react-flow__handle-right nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(74,222,128);width:8px;height:8px"></div></div></div><div class="react-flow__node react-flow__node-outputSeg nopan selectable" data-id="output" data-testid="rf__node-output" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(3000px,880px);pointer-events:all;visibility:visible"><div style="width:100px;height:100px;background:rgb(15,23,42);border:2px solid rgb(51,65,85);box-shadow:rgba(0,0,0,0.1) 0px 4px 6px;display:flex;flex-direction:column;align-items:center;justify-content:center;border-radius:8px;color:white"><span style="font-weight:bold;color:rgb(52,211,153);font-size:12px">Segmentation</span><div style="font-size:10px;font-family:monospace;color:rgb(52,211,153)">64×64</div><div data-nodeid="output" data-handlepos="left" data-id="output-null-target" class="react-flow__handle react-flow__handle-left nodrag nopan target connectable connectablestart connectableend connectionindicator" style="background:rgb(52,211,153)"></div></div></div><div class="react-flow__node react-flow__node-watermark nopan selectable" data-id="watermark" data-testid="rf__node-watermark" tabindex="0" role="button" aria-describedby="react-flow__node-desc-1" style="z-index:0;transform:translate(270px,-350px);pointer-events:all;visibility:visible"><div style="background-color:rgba(255,255,255,0.8);backdrop-filter:blur(4px);border:1px solid rgb(226,232,240);border-radius:8px;padding:12px 16px;font-size:16px;color:rgb(100,116,139);font-family:monospace;box-shadow:rgba(0,0,0,0.05) 0px 4px 6px -1px;min-width:300px;user-select:text;cursor:auto"><span class="nodrag" style="display:block;font-weight:bold;font-size:18px;color:rgb(30,41,59)">Topic</span><span class="nodrag" style="display:block;margin-bottom:2px">learn-segformer-visual</span><span class="nodrag" style="display:block;font-weight:bold;font-size:18px;color:rgb(30,41,59)">Preface</span><span class="nodrag" style="display:block;margin-bottom:2px">- this may contain lots of mistakes</span><span class="nodrag" style="display:block;margin-bottom:2px">- this was created with the help of AI</span><span class="nodrag" style="display:block;margin-bottom:2px">- this may be published to dev.to or stackoverflow</span><span class="nodrag" style="display:block;font-weight:bold;font-size:18px;color:rgb(30,41,59)">Version</span><span class="nodrag" style="display:block;margin-bottom:2px">2026-02-19T17:29:11.174Z</span></div></div></div></div></div></div><svg class="react-flow__background" data-testid="rf__background" style="position:absolute;width:100%;height:100%;top:0px;left:0px"><pattern id="pattern-1undefined" x="4.5" y="0.25" width="10" height="10" patternUnits="userSpaceOnUse" patternTransform="translate(-0.25,-0.25)"><circle cx="0.25" cy="0.25" r="0.25" fill="#cbd5e1"></circle></pattern><rect x="0" y="0" width="100%" height="100%" fill="url(#pattern-1undefined)"></rect></svg><div class="react-flow__panel react-flow__controls bottom left" data-testid="rf__controls" style="pointer-events:all"><button type="button" class="react-flow__controls-button react-flow__controls-zoomin" title="zoom in" aria-label="zoom in"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 32"><path d="M32 18.133H18.133V32h-4.266V18.133H0v-4.266h13.867V0h4.266v13.867H32z"></path></svg></button><button type="button" class="react-flow__controls-button react-flow__controls-zoomout" title="zoom out" aria-label="zoom out" disabled=""><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 5"><path d="M0 0h32v4.2H0z"></path></svg></button><button type="button" class="react-flow__controls-button react-flow__controls-fitview" title="fit view" aria-label="fit view"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 32 30"><path d="M3.692 4.63c0-.53.4-.938.939-.938h5.215V0H4.708C2.13 0 0 2.054 0 4.63v5.216h3.692V4.631zM27.354 0h-5.2v3.692h5.17c.53 0 .984.4.984.939v5.215H32V4.631A4.624 4.624 0 0027.354 0zm.954 24.83c0 .532-.4.94-.939.94h-5.215v3.768h5.215c2.577 0 4.631-2.13 4.631-4.707v-5.139h-3.692v5.139zm-23.677.94c-.531 0-.939-.4-.939-.94v-5.138H0v5.139c0 2.577 2.13 4.707 4.708 4.707h5.138V25.77H4.631z"></path></svg></button><button type="button" class="react-flow__controls-button react-flow__controls-interactive" title="toggle interactivity" aria-label="toggle interactivity"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 25 32"><path d="M21.333 10.667H19.81V7.619C19.81 3.429 16.38 0 12.19 0c-4.114 1.828-1.37 2.133.305 2.438 1.676.305 4.42 2.59 4.42 5.181v3.048H3.047A3.056 3.056 0 000 13.714v15.238A3.056 3.056 0 003.048 32h18.285a3.056 3.056 0 003.048-3.048V13.714a3.056 3.056 0 00-3.048-3.047zM12.19 24.533a3.056 3.056 0 01-3.047-3.047 3.056 3.056 0 013.047-3.048 3.056 3.056 0 013.048 3.048 3.056 3.056 0 01-3.048 3.047z"></path></svg></button></div><div class="react-flow__panel top right" style="background-color:rgba(255,255,255,0.9);backdrop-filter:blur(4px);padding:16px;border-radius:12px;box-shadow:rgba(0,0,0,0.1) 0px 4px 6px -1px;border:1px solid rgb(226,232,240);pointer-events:all"><div style="display:flex;gap:8px;flex-direction:column"><button style="padding:8px 12px;background:rgb(37,99,235);color:white;border:1px solid rgb(203,213,225);border-radius:6px;cursor:pointer;font-weight:bold;font-size:12px">Z-Layer: TOP</button><button style="padding:8px 12px;background:rgb(16,185,129);color:white;border:none;border-radius:6px;cursor:pointer;font-weight:bold;font-size:12px">Capture HI-RES PNG</button></div></div><div class="react-flow__panel react-flow__attribution bottom right" data-message="Please only hide this attribution when you are subscribed to React Flow Pro: https://reactflow.dev/pro" style="pointer-events:all"><a href="https://reactflow.dev/" target="_blank" rel="noopener noreferrer" aria-label="React Flow attribution">React Flow</a></div><div id="react-flow__node-desc-1" style="display:none">Press enter or space to select a node.You can then use the arrow keys to move the node around. Press delete to remove it and escape to cancel. </div><div id="react-flow__edge-desc-1" style="display:none">Press enter or space to select an edge. You can then press delete to remove it or escape to cancel.</div><div id="react-flow__aria-live-1" aria-live="assertive" aria-atomic="true" style="position:absolute;width:1px;height:1px;margin:-1px;border:0px;padding:0px;overflow:hidden;clip:rect(0px,0px,0px,0px);clip-path:inset(100%)"></div></div></div></div></div>


<canvas class="selection_highlighter_scroll_markers" width="16" height="805" style="background-blend-mode:normal!important;background-clip:content-box!important;background-position:center center!important;background-color:rgba(0,0,0,0)!important;background-image:url(data:image/png;base64,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)!important;background-size:100% 100%!important;background-origin:content-box!important;background-repeat:no-repeat!important"></canvas><canvas class="selection_highlighter_scroll_markers" width="16" height="945"></canvas></body></html>

DEV Community

learn segformer visual

Top comments (0)