File size: 27,753 Bytes
9742d1b | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 | <svg width="100%" viewBox="0 0 680 560" xmlns="http://www.w3.org/2000/svg">
<defs>
<marker id="arrow" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="6" markerHeight="6" orient="auto-start-reverse">
<path d="M2 1L8 5L2 9" fill="none" stroke="context-stroke" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round"/>
</marker>
<mask id="imagine-text-gaps-lbpy6o" maskUnits="userSpaceOnUse"><rect x="0" y="0" width="680" height="560" fill="white"/><rect x="101.85810852050781" y="14.014129638671875" width="146.28379821777344" height="21.361770629882812" fill="black" rx="2"/><rect x="435.1172180175781" y="14.014129638671875" width="139.76559448242188" height="21.361770629882812" fill="black" rx="2"/><rect x="98.43699645996094" y="61.319114685058594" width="153.1260223388672" height="21.361770629882812" fill="black" rx="2"/><rect x="61.43773651123047" y="81.52479553222656" width="227.12454223632812" height="18.950414657592773" fill="black" rx="2"/><rect x="416.13531494140625" y="61.319114685058594" width="177.72940063476562" height="21.428773880004883" fill="black" rx="2"/><rect x="397.14208984375" y="81.52479553222656" width="215.7158203125" height="18.950414657592773" fill="black" rx="2"/><rect x="96.05577850341797" y="151.31912231445312" width="157.88845825195312" height="21.361770629882812" fill="black" rx="2"/><rect x="91.50057220458984" y="171.52479553222656" width="166.9988555908203" height="18.950414657592773" fill="black" rx="2"/><rect x="427.0919189453125" y="151.31912231445312" width="155.81619262695312" height="21.361770629882812" fill="black" rx="2"/><rect x="432.826416015625" y="171.52479553222656" width="144.34718322753906" height="18.950414657592773" fill="black" rx="2"/><rect x="89.19471740722656" y="241.31912231445312" width="171.61058044433594" height="21.361770629882812" fill="black" rx="2"/><rect x="89.89928436279297" y="260.5248107910156" width="170.20144653320312" height="19.014525413513184" fill="black" rx="2"/><rect x="94.95936584472656" y="277.5248107910156" width="160.08128356933594" height="18.950414657592773" fill="black" rx="2"/><rect x="433.42926025390625" y="241.31912231445312" width="143.14149475097656" height="21.42876625061035" fill="black" rx="2"/><rect x="415.0727844238281" y="260.5248107910156" width="179.8544158935547" height="18.950414657592773" fill="black" rx="2"/><rect x="414.37200927734375" y="277.5248107910156" width="181.25601196289062" height="19.014525413513184" fill="black" rx="2"/><rect x="67.63944244384766" y="341.3191223144531" width="214.72113037109375" height="21.42876625061035" fill="black" rx="2"/><rect x="91.6324462890625" y="361.5248107910156" width="166.73512268066406" height="18.950414657592773" fill="black" rx="2"/><rect x="415.6492614746094" y="341.3191223144531" width="178.70147705078125" height="21.361770629882812" fill="black" rx="2"/><rect x="414.0404357910156" y="361.5248107910156" width="181.91912841796875" height="19.014525413513184" fill="black" rx="2"/><rect x="107.99576568603516" y="429.3191223144531" width="134.00848388671875" height="21.361770629882812" fill="black" rx="2"/><rect x="78.3436050415039" y="449.5248107910156" width="193.31280517578125" height="18.950414657592773" fill="black" rx="2"/><rect x="415.74346923828125" y="429.3191223144531" width="178.51309204101562" height="21.361770629882812" fill="black" rx="2"/><rect x="401.60687255859375" y="449.5248107910156" width="206.7862548828125" height="18.950414657592773" fill="black" rx="2"/><rect x="3.329071044921875" y="68.52479553222656" width="33.34185600280762" height="18.950414657592773" fill="black" rx="2"/><rect x="-1.4258239269256592" y="158.52479553222656" width="42.851646423339844" height="18.950414657592773" fill="black" rx="2"/><rect x="0.2922677993774414" y="253.52479553222656" width="39.415462493896484" height="19.014525413513184" fill="black" rx="2"/><rect x="4.670388221740723" y="348.5247802734375" width="30.659221649169922" height="18.950414657592773" fill="black" rx="2"/><rect x="-2.7369993925094604" y="435.5248107910156" width="45.4739990234375" height="18.950414657592773" fill="black" rx="2"/></mask></defs>
<!-- Column headers -->
<text x="175" y="30" text-anchor="middle" style="fill:rgb(20, 20, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:auto">MPS / CPU (PyTorch)</text>
<text x="505" y="30" text-anchor="middle" style="fill:rgb(20, 20, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:auto">MLX (Apple Silicon)</text>
<!-- Divider -->
<line x1="340" y1="42" x2="340" y2="540" stroke="var(--color-border-tertiary)" stroke-width="1" stroke-dasharray="4 4" style="fill:rgb(0, 0, 0);stroke:rgba(31, 30, 29, 0.15);color:rgb(0, 0, 0);stroke-width:1px;stroke-dasharray:4px, 4px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<!-- ── Row 1: Data pipeline ── -->
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="50" y="50" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(225, 245, 238);stroke:rgb(15, 110, 86);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="175" y="72" text-anchor="middle" dominant-baseline="central" style="fill:rgb(8, 80, 65);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">Dataset + DataLoader</text>
<text x="175" y="91" text-anchor="middle" dominant-baseline="central" style="fill:rgb(15, 110, 86);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Class-based, supports workers/shuffle</text>
</g>
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="380" y="50" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(250, 236, 231);stroke:rgb(153, 60, 29);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="505" y="72" text-anchor="middle" dominant-baseline="central" style="fill:rgb(113, 43, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">batch_iterate() generator</text>
<text x="505" y="91" text-anchor="middle" dominant-baseline="central" style="fill:rgb(153, 60, 29);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Plain Python function, yields batches</text>
</g>
<!-- Row 1 arrows -->
<line x1="175" y1="104" x2="175" y2="136" marker-end="url(#arrow)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<line x1="505" y1="104" x2="505" y2="136" marker-end="url(#arrow)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<!-- ── Row 2: Model ── -->
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="50" y="140" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(225, 245, 238);stroke:rgb(15, 110, 86);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="175" y="162" text-anchor="middle" dominant-baseline="central" style="fill:rgb(8, 80, 65);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">nn.Module + forward()</text>
<text x="175" y="181" text-anchor="middle" dominant-baseline="central" style="fill:rgb(15, 110, 86);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Standard PyTorch model API</text>
</g>
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="380" y="140" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(250, 236, 231);stroke:rgb(153, 60, 29);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="505" y="162" text-anchor="middle" dominant-baseline="central" style="fill:rgb(113, 43, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">nn.Module + __call__()</text>
<text x="505" y="181" text-anchor="middle" dominant-baseline="central" style="fill:rgb(153, 60, 29);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">MLX module convention</text>
</g>
<!-- Row 2 arrows -->
<line x1="175" y1="194" x2="175" y2="226" marker-end="url(#arrow)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<line x1="505" y1="194" x2="505" y2="226" marker-end="url(#arrow)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<!-- ── Row 3: Loss + grad ── -->
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="50" y="230" width="250" height="66" rx="8" stroke-width="0.5" style="fill:rgb(225, 245, 238);stroke:rgb(15, 110, 86);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="175" y="252" text-anchor="middle" dominant-baseline="central" style="fill:rgb(8, 80, 65);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">Inline loss → .backward()</text>
<text x="175" y="270" text-anchor="middle" dominant-baseline="central" style="fill:rgb(15, 110, 86);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Eager: grad computed on call</text>
<text x="175" y="287" text-anchor="middle" dominant-baseline="central" style="fill:rgb(15, 110, 86);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">optimizer.step() separately</text>
</g>
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="380" y="230" width="250" height="66" rx="8" stroke-width="0.5" style="fill:rgb(250, 236, 231);stroke:rgb(153, 60, 29);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="505" y="252" text-anchor="middle" dominant-baseline="central" style="fill:rgb(113, 43, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">nn.value_and_grad()</text>
<text x="505" y="270" text-anchor="middle" dominant-baseline="central" style="fill:rgb(153, 60, 29);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Functional transform of loss fn</text>
<text x="505" y="287" text-anchor="middle" dominant-baseline="central" style="fill:rgb(153, 60, 29);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Returns value + grads together</text>
</g>
<!-- Row 3 arrows -->
<line x1="175" y1="296" x2="175" y2="326" marker-end="url(#arrow)" mask="url(#imagine-text-gaps-lbpy6o)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<line x1="505" y1="296" x2="505" y2="326" marker-end="url(#arrow)" mask="url(#imagine-text-gaps-lbpy6o)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<!-- ── Row 4: Evaluation ── -->
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="50" y="330" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(225, 245, 238);stroke:rgb(15, 110, 86);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="175" y="352" text-anchor="middle" dominant-baseline="central" style="fill:rgb(8, 80, 65);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">Computes immediately (eager)</text>
<text x="175" y="371" text-anchor="middle" dominant-baseline="central" style="fill:rgb(15, 110, 86);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">No explicit eval step needed</text>
</g>
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="380" y="330" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(250, 236, 231);stroke:rgb(153, 60, 29);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="505" y="352" text-anchor="middle" dominant-baseline="central" style="fill:rgb(113, 43, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">Lazy → mx.eval() required</text>
<text x="505" y="371" text-anchor="middle" dominant-baseline="central" style="fill:rgb(153, 60, 29);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Nothing runs until eval is called</text>
</g>
<!-- Row 4 arrows -->
<line x1="175" y1="384" x2="175" y2="414" marker-end="url(#arrow)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<line x1="505" y1="384" x2="505" y2="414" marker-end="url(#arrow)" style="fill:none;stroke:rgb(115, 114, 108);color:rgb(0, 0, 0);stroke-width:1.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<!-- ── Row 5: Device handling ── -->
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="50" y="418" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(225, 245, 238);stroke:rgb(15, 110, 86);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="175" y="440" text-anchor="middle" dominant-baseline="central" style="fill:rgb(8, 80, 65);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">Explicit .to(device)</text>
<text x="175" y="459" text-anchor="middle" dominant-baseline="central" style="fill:rgb(15, 110, 86);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Tensors must be moved manually</text>
</g>
<g onclick="" style="fill:rgb(0, 0, 0);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto">
<rect x="380" y="418" width="250" height="54" rx="8" stroke-width="0.5" style="fill:rgb(250, 236, 231);stroke:rgb(153, 60, 29);color:rgb(0, 0, 0);stroke-width:0.5px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:16px;font-weight:400;text-anchor:start;dominant-baseline:auto"/>
<text x="505" y="440" text-anchor="middle" dominant-baseline="central" style="fill:rgb(113, 43, 19);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:14px;font-weight:500;text-anchor:middle;dominant-baseline:central">Implicit device placement</text>
<text x="505" y="459" text-anchor="middle" dominant-baseline="central" style="fill:rgb(153, 60, 29);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">Arrays live on Apple Silicon natively</text>
</g>
<!-- Row labels (left axis) -->
<text x="20" y="78" text-anchor="middle" dominant-baseline="central" transform="rotate(-90,20,78)" style="fill:rgb(61, 61, 58);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">data</text>
<text x="20" y="168" text-anchor="middle" dominant-baseline="central" transform="rotate(-90,20,168)" style="fill:rgb(61, 61, 58);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">model</text>
<text x="20" y="263" text-anchor="middle" dominant-baseline="central" transform="rotate(-90,20,263)" style="fill:rgb(61, 61, 58);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">grads</text>
<text x="20" y="358" text-anchor="middle" dominant-baseline="central" transform="rotate(-90,20,358)" style="fill:rgb(61, 61, 58);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">eval</text>
<text x="20" y="445" text-anchor="middle" dominant-baseline="central" transform="rotate(-90,20,445)" style="fill:rgb(61, 61, 58);stroke:none;color:rgb(0, 0, 0);stroke-width:1px;stroke-linecap:butt;stroke-linejoin:miter;opacity:1;font-family:"Anthropic Sans", -apple-system, "system-ui", "Segoe UI", sans-serif;font-size:12px;font-weight:400;text-anchor:middle;dominant-baseline:central">device</text>
</svg> |