File size: 43,776 Bytes
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<style>
:root {
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--embed: #dbeafe; --embed-s: #3b82f6;
--attn: #cffafe; --attn-s: #06b6d4;
--mamba: #dcfce7; --mamba-s: #22c55e;
--linattn: #fce7f3; --linattn-s: #ec4899;
--recur: #ede9fe; --recur-s: #8b5cf6;
--moe: #ffedd5; --moe-s: #f97316;
--mlp: #ede9fe; --mlp-s: #8b5cf6;
--norm: #e5e7eb; --norm-s: #9ca3af;
--head: #fee2e2; --head-s: #ef4444;
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--rope: #fef9c3; --rope-s: #eab308;
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--soft: #fae8ff; --soft-s: #c026d3;
--add: #ffffff; --add-s: #475569;
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@media (prefers-color-scheme: dark) {
:root {
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.rope { stroke: var(--rope-s); stroke-width: 2.2; fill: none; }
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.cell-idx { font-size: 9px; fill: #ffffff; font-weight: 600; }
.sky { fill: #bae6fd; } .sun { fill: #fde047; } .hill { fill: #4ade80; }
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<text class="title" x="24" y="34">altclip</text>
<text class="subtitle" x="24" y="54">diff vs clip (+roberta,chinese_clip) · 13 overridden · 31 added · 0 deleted · 5 new · 10 inherited-as-is</text>
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<g class=""><rect class="c-block" x="586" y="184" width="398" height="673" rx="14"/><text class="box-sub" x="598" y="202">AltCLIPModel · base model</text></g>
<g class=""><title>24 × AltRobertaLayer</title><rect class="c-block" x="594" y="257" width="382" height="560" rx="14"/><text class="box-sub" x="606" y="275">AltRobertaLayer</text><text class="badge" x="964" y="277" text-anchor="end">× 24</text></g>
<g class=""><rect class="c-block" x="32" y="1479" width="258" height="16" rx="14"/><text class="box-sub" x="44" y="1497">image ⊕ text attention</text></g>
<g class=""><rect class="b c-vision ch-over" x="36" y="252" width="250" height="593" rx="11"/><rect class="sec-hbar" x="41" y="256" width="240" height="18" rx="5"/><text class="sec-h" x="48" y="269">Vision encoder · AltCLIPTextMo…</text><text class="badge" x="274" y="269" text-anchor="end">×12</text></g>
<g class=""><rect class="b c-attn ch-over" x="620" y="321" width="330" height="448" rx="11"/><rect class="sec-hbar" x="625" y="325" width="320" height="18" rx="5"/><text class="sec-h" x="632" y="338">Self-Attention · AltRobertaAttention</text></g>
<g class=""><rect class="b c-vision ch-over" x="46" y="278" width="230" height="561" rx="11"/><rect class="sec-hbar" x="51" y="282" width="220" height="18" rx="5"/><text class="sec-h" x="58" y="295">AltRobertaLayer</text><text class="badge" x="264" y="295" text-anchor="end">×24</text></g>
<g class=""><rect class="b c-vision ch-over" x="36" y="993" width="250" height="386" rx="11"/><rect class="sec-hbar" x="41" y="997" width="240" height="18" rx="5"/><text class="sec-h" x="48" y="1010">Vision encoder · AltCLIPVisionM…</text><text class="badge" x="274" y="1010" text-anchor="end">×12</text></g>
<g class=""><rect class="b c-vision ch-over" x="46" y="1019" width="230" height="354" rx="11"/><rect class="sec-hbar" x="51" y="1023" width="220" height="18" rx="5"/><text class="sec-h" x="58" y="1036">AltCLIPEncoderLayer</text><text class="badge" x="264" y="1036" text-anchor="end">×12</text></g>
<g class=""><rect class="b c-sub ch-over" x="54" y="300" width="214" height="313" rx="11"/><rect class="sec-hbar" x="59" y="304" width="204" height="18" rx="5"/><text class="sec-h" x="66" y="317">attention · AltRobertaAttention</text></g>
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<g class="ghost"><rect class="b c-sub " x="54" y="1218" width="214" height="115" rx="11"/><rect class="sec-hbar" x="59" y="1222" width="204" height="18" rx="5"/><text class="sec-h" x="66" y="1235">mlp · CLIPMLP ↩ inherited</text></g>
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<g class="ghost"><title>token 4: '␣you'</title><rect class="b c-sub" x="843" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="868.0" y="165.0" text-anchor="middle">␣you</text><text class="box-sub" x="868.0" y="180.0" text-anchor="middle">4</text></g>
<g class="ghost"><title>token 5: '?'</title><rect class="b c-sub" x="899" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="924.0" y="165.0" text-anchor="middle">?</text><text class="box-sub" x="924.0" y="180.0" text-anchor="middle">5</text></g>
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<g class=""><title>query: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="638" y="372" width="143" height="22" rx="9"/><text class="box-label sm" x="709.5" y="387.5" text-anchor="middle">query [1024→1024]</text><circle cx="650" cy="384" r="5" fill="var(--added)"/></g>
<g class=""><title>key: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="789" y="372" width="143" height="22" rx="9"/><text class="box-label sm" x="860.5" y="387.5" text-anchor="middle">key [1024→1024]</text><circle cx="801" cy="384" r="5" fill="var(--added)"/></g>
<g class=""><title>value: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="638" y="402" width="143" height="22" rx="9"/><text class="box-label sm" x="709.5" y="417.5" text-anchor="middle">value [1024→1024]</text><circle cx="650" cy="414" r="5" fill="var(--added)"/></g>
<g class=""><title>dropout: Dropout</title><rect class="b c-sub ch-added" x="789" y="402" width="143" height="22" rx="9"/><text class="box-label sm" x="860.5" y="417.5" text-anchor="middle">dropout Dropout</text><circle cx="801" cy="414" r="5" fill="var(--added)"/></g>
<g class=""><title>dense: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="638" y="471" width="294" height="22" rx="9"/><text class="box-label sm" x="785.0" y="486.5" text-anchor="middle">dense [1024→1024]</text><circle cx="650" cy="483" r="5" fill="var(--added)"/></g>
<g class=""><title>LayerNorm: LayerNorm 1024</title><rect class="b c-norm ch-added" x="638" y="501" width="294" height="22" rx="9"/><text class="box-label sm" x="785.0" y="516.5" text-anchor="middle">LayerNorm LayerNorm 1024</text><circle cx="650" cy="513" r="5" fill="var(--added)"/></g>
<g class=""><title>dropout: Dropout</title><rect class="b c-sub ch-added" x="638" y="531" width="294" height="22" rx="9"/><text class="box-label sm" x="785.0" y="546.5" text-anchor="middle">dropout Dropout</text><circle cx="650" cy="543" r="5" fill="var(--added)"/></g>
<g class="ghost"><rect class="b c-sub" x="630" y="575" width="310" height="30" rx="9"/><text class="box-label sm" x="785.0" y="588.0" text-anchor="middle">scaled dot-product attention</text><text class="box-sub" x="785.0" y="603.0" text-anchor="middle">16 heads · head_dim 64</text></g>
<g class=""><title>causal attention mask (q↓ × k→)</title><text class="box-sub" x="715" y="617">causal mask</text><rect class="mask-bg" x="715" y="623" width="140.0" height="140.0"/><rect class="mask-on" x="715.0" y="623.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="633.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="633.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="643.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="643.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="643.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="653.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="653.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="653.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="653.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="663.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="663.0" 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x="805.0" y="713.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="723.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="825.0" y="733.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="825.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="835.0" y="743.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="825.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="835.0" y="753.0" width="10.0" height="10.0"/><rect class="mask-on" x="845.0" y="753.0" width="10.0" height="10.0"/><rect class="grid-frame" x="715" y="623" width="140.0" height="140.0"/></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="785.0" cy="796" r="13"/><text class="glyph" x="785.0" y="802" text-anchor="middle">+</text></g>
<g class="ghost"><rect class="b c-norm" x="620" y="823" width="330" height="28" rx="9"/><text class="box-label sm" x="785.0" y="835.0" text-anchor="middle">Final LayerNorm</text><text class="box-sub" x="785.0" y="850.0" text-anchor="middle">[1, 6, 1024]</text></g>
<g class="ghost"><rect class="b c-head" x="620" y="865" width="330" height="42" rx="9"/><text class="box-label sm" x="785.0" y="884.0" text-anchor="middle">LM Head</text><text class="box-sub" x="785.0" y="899.0" text-anchor="middle">Linear [1024→250002]</text></g>
<g class="ghost"><rect class="b c-soft" x="620" y="921" width="330" height="26" rx="9"/><text class="box-label sm" x="785.0" y="938.5" text-anchor="middle">Softmax</text></g>
<g class=""><rect class="b c-io" x="620" y="961" width="330" height="30" rx="15"/><text class="box-label sm" x="785.0" y="974.0" text-anchor="middle">logits</text><text class="box-sub" x="785.0" y="989.0" text-anchor="middle">[1, 6, 250002]</text></g>
<g class="ghost"><rect class="b c-vision" x="123" y="120" width="76" height="64" rx="6"/><clipPath id="ic123120"><rect x="129" y="126" width="64" height="52" rx="3"/></clipPath><g clip-path="url(#ic123120)"><rect class="sky" x="129" y="126" width="64" height="52"/><circle class="sun" cx="175" cy="143" r="8"/><path class="hill" d="M129,178 L151,152 L167,178 Z"/><path class="hill" d="M158,178 L177,155 L193,178 Z"/></g><rect class="grid-frame" x="129" y="126" width="64" height="52" rx="3"/><text class="box-sub" x="161.0" y="196" text-anchor="middle">example image</text></g>
<g class=""><rect class="b c-io" x="36" y="206" width="250" height="30" rx="15"/><text class="box-label sm" x="161.0" y="219.0" text-anchor="middle">pixel_values</text><text class="box-sub" x="161.0" y="234.0" text-anchor="middle">[1, 3, 336, 336]</text></g>
<g class=""><title>query: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="70" y="350" width="182" height="22" rx="9"/><text class="box-label sm" x="161.0" y="365.5" text-anchor="middle">query [1024→1024]</text><circle cx="82" cy="362" r="5" fill="var(--added)"/></g>
<g class=""><title>key: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="70" y="378" width="182" height="22" rx="9"/><text class="box-label sm" x="161.0" y="393.5" text-anchor="middle">key [1024→1024]</text><circle cx="82" cy="390" r="5" fill="var(--added)"/></g>
<g class=""><title>value: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="70" y="406" width="182" height="22" rx="9"/><text class="box-label sm" x="161.0" y="421.5" text-anchor="middle">value [1024→1024]</text><circle cx="82" cy="418" r="5" fill="var(--added)"/></g>
<g class=""><title>dropout: Dropout</title><rect class="b c-sub ch-added" x="70" y="434" width="182" height="22" rx="9"/><text class="box-label sm" x="161.0" y="449.5" text-anchor="middle">dropout Dropout</text><circle cx="82" cy="446" r="5" fill="var(--added)"/></g>
<g class=""><title>dense: Linear [1024→1024]</title><rect class="b c-proj ch-added" x="70" y="499" width="182" height="22" rx="9"/><text class="box-label sm" x="161.0" y="514.5" text-anchor="middle">dense [1024→1024]</text><circle cx="82" cy="511" r="5" fill="var(--added)"/></g>
<g class=""><title>LayerNorm: LayerNorm 1024</title><rect class="b c-norm ch-added" x="70" y="527" width="182" height="34" rx="9"/><text class="box-label sm" x="161.0" y="542.0" text-anchor="middle">LayerNorm</text><text class="box-sub" x="161.0" y="557.0" text-anchor="middle">LayerNorm 1024</text><circle cx="82" cy="539" r="5" fill="var(--added)"/></g>
<g class=""><title>dropout: Dropout</title><rect class="b c-sub ch-added" x="70" y="567" width="182" height="22" rx="9"/><text class="box-label sm" x="161.0" y="582.5" text-anchor="middle">dropout Dropout</text><circle cx="82" cy="579" r="5" fill="var(--added)"/></g>
<g class=""><title>dense: Linear [1024→4096]</title><rect class="b c-proj ch-added" x="62" y="644" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="659.5" text-anchor="middle">dense [1024→4096]</text><circle cx="74" cy="656" r="5" fill="var(--added)"/></g>
<g class=""><title>intermediate_act_fn: GELUActivation</title><rect class="b c-act ch-added" x="62" y="672" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="687.5" text-anchor="middle">intermediate_act_fn GELU</text><circle cx="74" cy="684" r="5" fill="var(--added)"/></g>
<g class=""><title>dense: Linear [4096→1024]</title><rect class="b c-proj ch-added" x="62" y="737" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="752.5" text-anchor="middle">dense [4096→1024]</text><circle cx="74" cy="749" r="5" fill="var(--added)"/></g>
<g class=""><title>LayerNorm: LayerNorm 1024</title><rect class="b c-norm ch-added" x="62" y="765" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="780.5" text-anchor="middle">LayerNorm LayerNorm 1024</text><circle cx="74" cy="777" r="5" fill="var(--added)"/></g>
<g class=""><title>dropout: Dropout</title><rect class="b c-sub ch-added" x="62" y="793" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="808.5" text-anchor="middle">dropout Dropout</text><circle cx="74" cy="805" r="5" fill="var(--added)"/></g>
<g class="ghost"><rect class="b c-vision" x="123" y="861" width="76" height="64" rx="6"/><clipPath id="ic123861"><rect x="129" y="867" width="64" height="52" rx="3"/></clipPath><g clip-path="url(#ic123861)"><rect class="sky" x="129" y="867" width="64" height="52"/><circle class="sun" cx="175" cy="884" r="8"/><path class="hill" d="M129,919 L151,893 L167,919 Z"/><path class="hill" d="M158,919 L177,896 L193,919 Z"/></g><rect class="grid-frame" x="129" y="867" width="64" height="52" rx="3"/><text class="box-sub" x="161.0" y="937" text-anchor="middle">example image</text></g>
<g class=""><rect class="b c-io" x="36" y="947" width="250" height="30" rx="15"/><text class="box-label sm" x="161.0" y="960.0" text-anchor="middle">pixel_values</text><text class="box-sub" x="161.0" y="975.0" text-anchor="middle">[1, 3, 336, 336]</text></g>
<g class="ghost"><title>k_proj: Linear [768→768]</title><rect class="b c-proj" x="62" y="1066" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1081.5" text-anchor="middle">k_proj [768→768]</text></g>
<g class="ghost"><title>v_proj: Linear [768→768]</title><rect class="b c-proj" x="62" y="1094" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1109.5" text-anchor="middle">v_proj [768→768]</text></g>
<g class="ghost"><title>q_proj: Linear [768→768]</title><rect class="b c-proj" x="62" y="1122" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1137.5" text-anchor="middle">q_proj [768→768]</text></g>
<g class="ghost"><title>out_proj: Linear [768→768]</title><rect class="b c-proj" x="62" y="1150" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1165.5" text-anchor="middle">out_proj [768→768]</text></g>
<g class=""><title>layer_norm1: LayerNorm 768</title><rect class="b c-norm ch-added" x="54" y="1190" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1205.5" text-anchor="middle">layer_norm1 LayerNorm 768</text><circle cx="66" cy="1202" r="5" fill="var(--added)"/></g>
<g class="ghost"><title>activation_fn: QuickGELUActivation</title><rect class="b c-act" x="62" y="1243" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1258.5" text-anchor="middle">activation_fn QuickGELU</text></g>
<g class="ghost"><title>fc1: Linear [768→3072]</title><rect class="b c-proj" x="62" y="1271" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1286.5" text-anchor="middle">fc1 [768→3072]</text></g>
<g class="ghost"><title>fc2: Linear [3072→768]</title><rect class="b c-proj" x="62" y="1299" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1314.5" text-anchor="middle">fc2 [3072→768]</text></g>
<g class=""><title>layer_norm2: LayerNorm 768</title><rect class="b c-norm ch-added" x="54" y="1339" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1354.5" text-anchor="middle">layer_norm2 LayerNorm 768</text><circle cx="66" cy="1351" r="5" fill="var(--added)"/></g>
<g class="ghost"><rect class="b c-proj" x="36" y="1395" width="250" height="52" rx="9"/><text class="box-label sm" x="161.0" y="1419.0" text-anchor="middle">Projector · Linear</text><text class="box-sub" x="161.0" y="1434.0" text-anchor="middle">align features → text hidden dim</text></g>
<g class="ghost"><rect class="b c-proj" x="375" y="190" width="168" height="18" rx="9"/><text class="box-label sm" x="459.0" y="203.5" text-anchor="middle">merge at modality tokens</text></g>
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