aria.diff.svg

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@media (prefers-color-scheme: dark) {
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.c-lt-heavy { fill: var(--lt-heavy); stroke: var(--lt-heavy); }
.c-lt-linear { fill: var(--lt-linear); stroke: var(--lt-linear); }
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.mask-on { fill: #22c55e; }
.mask-div { stroke: var(--fg); stroke-width: 1.5; stroke-dasharray: 3 2; }
.c-vision { fill: var(--vision); stroke: var(--vision-s); }
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.sky { fill: #bae6fd; } .sun { fill: #fde047; } .hill { fill: #4ade80; }
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<text class="title" x="24" y="34">aria</text>
<text class="subtitle" x="24" y="54">diff vs llama (+llava)  ·  17 overridden · 78 added · 0 deleted · 14 new · 4 inherited-as-is</text>
<line class="edge" x1="161" y1="120" x2="161" y2="1145"/>
<g class=""><rect class="c-block" x="586" y="184" width="398" height="921" rx="14"/><text class="box-sub" x="598" y="202">AriaModel  ·  base model</text></g>
<g class=""><title>32 × AriaTextDecoderLayer</title><rect class="c-block" x="594" y="257" width="382" height="808" rx="14"/><text class="box-sub" x="606" y="275">AriaTextDecoderLayer</text><text class="badge" x="964" y="277" text-anchor="end">× 32</text></g>
<g class=""><rect class="c-block" x="586" y="1105" width="398" height="142" rx="14"/><text class="box-sub" x="598" y="1123">AriaForConditionalGeneration  ·  task head</text></g>
<g class=""><rect class="c-block" x="32" y="1177" width="258" height="16" rx="14"/><text class="box-sub" x="44" y="1195">image ⊕ text attention</text></g>
<g class=""><rect class="b c-proj ch-over" x="36" y="654" width="250" height="491" rx="11"/><rect class="sec-hbar" x="41" y="658" width="240" height="18" rx="5"/><text class="sec-h" x="48" y="671">Projector · AriaProjector</text></g>
<g class=""><rect class="b c-moe ch-over" x="620" y="697" width="330" height="320" rx="11"/><rect class="sec-hbar" x="625" y="701" width="320" height="18" rx="5"/><text class="sec-h" x="632" y="714">Sparse MoE · AriaTextMoELayer</text><text class="badge" x="938" y="714" text-anchor="end">MoE</text></g>
<g class="ghost"><rect class="b c-vision " x="36" y="252" width="250" height="386" 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 · Idefics3VisionT…</text><text class="badge" x="274" y="269" text-anchor="end">×12</text></g>
<g class="ghost"><rect class="b c-attn " x="620" y="321" width="330" height="280" 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 · LlamaTextAttention  ↩ inherited</text></g>
<g class="ghost"><rect class="b c-vision " x="46" y="278" width="230" height="354" rx="11"/><rect class="sec-hbar" x="51" y="282" width="220" height="18" rx="5"/><text class="sec-h" x="58" y="295">Idefics3EncoderLayer</text><text class="badge" x="264" y="295" text-anchor="end">×12</text></g>
<g class=""><rect class="b c-sub ch-over" x="46" y="680" width="230" height="304" rx="11"/><rect class="sec-hbar" x="51" y="684" width="220" height="18" rx="5"/><text class="sec-h" x="58" y="697">cross_attn · AriaCrossAttention</text></g>
<g class=""><rect class="b c-moe ch-over" x="632" y="852" width="306" height="151" rx="11"/><rect class="sec-hbar" x="637" y="856" width="296" height="18" rx="5"/><text class="sec-h" x="644" y="869">shared_experts · AriaSharedExpertsMLP  (×8 · d…</text></g>
<g class="ghost"><rect class="b c-sub " x="54" y="300" width="214" height="143" rx="11"/><rect class="sec-hbar" x="59" y="304" width="204" height="18" rx="5"/><text class="sec-h" x="66" y="317">self_attn · Idefics3VisionAttention</text></g>
<g class=""><rect class="b c-moe ch-over" x="632" y="753" width="306" height="91" rx="11"/><rect class="sec-hbar" x="637" y="757" width="296" height="18" rx="5"/><text class="sec-h" x="644" y="770">experts · AriaExperts  (×8 · dim 4096)</text></g>
<g class=""><rect class="b c-sub ch-over" x="46" y="1018" width="230" height="115" rx="11"/><rect class="sec-hbar" x="51" y="1022" width="220" height="18" rx="5"/><text class="sec-h" x="58" y="1035">feed_forward · AriaProjectorMLP</text></g>
<g class="ghost"><rect class="b c-sub " x="54" y="477" width="214" height="115" rx="11"/><rect class="sec-hbar" x="59" y="481" width="204" height="18" rx="5"/><text class="sec-h" x="66" y="494">mlp · Idefics3VisionMLP</text></g>
<g class="ghost"><rect class="b c-sub " x="54" y="789" width="214" height="71" rx="11"/><rect class="sec-hbar" x="59" y="793" width="204" height="18" rx="5"/><text class="sec-h" x="66" y="806">multihead_attn · MultiheadAttent…</text></g>
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<g class="ghost"><title>token 0: &#x27;Hey&#x27;</title><rect class="b c-sub" x="620" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="645.0" y="165.0" text-anchor="middle">Hey</text><text class="box-sub" x="645.0" y="180.0" text-anchor="middle">0</text></g>
<g class="ghost"><title>token 1: &#x27;,&#x27;</title><rect class="b c-sub" x="675" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="700.0" y="165.0" text-anchor="middle">,</text><text class="box-sub" x="700.0" y="180.0" text-anchor="middle">1</text></g>
<g class="ghost"><title>token 2: &#x27;␣how&#x27;</title><rect class="b c-sub" x="731" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="756.0" y="165.0" text-anchor="middle">␣how</text><text class="box-sub" x="756.0" y="180.0" text-anchor="middle">2</text></g>
<g class="ghost"><title>token 3: &#x27;␣are&#x27;</title><rect class="b c-sub" x="787" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="812.0" y="165.0" text-anchor="middle">␣are</text><text class="box-sub" x="812.0" y="180.0" text-anchor="middle">3</text></g>
<g class="ghost"><title>token 4: &#x27;␣you&#x27;</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: &#x27;?&#x27;</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>
<g class="ghost"><rect class="b c-embed" x="620" y="198" width="330" height="45" rx="9"/><text class="box-label sm" x="785.0" y="218.5" text-anchor="middle">Token Embedding</text><text class="box-sub" x="785.0" y="233.5" text-anchor="middle">weight [32000 × 4096]   →   [1, 6, 4096]</text></g>
<g class="ghost"><rect class="b c-norm" x="620" y="279" width="330" height="28" rx="9"/><text class="box-label sm" x="785.0" y="291.0" text-anchor="middle">AriaTextRMSNorm</text><text class="box-sub" x="785.0" y="306.0" text-anchor="middle">pre-attention  [1, 6, 4096]</text></g>
<g class="ghost"><title>q_proj: Linear [4096→4096]</title><rect class="b c-proj" x="630" y="347" width="151" height="22" rx="9"/><text class="box-label sm" x="705.5" y="362.5" text-anchor="middle">q_proj  [4096→4096]</text></g>
<g class="ghost"><title>k_proj: Linear [4096→4096]</title><rect class="b c-proj" x="789" y="347" width="151" height="22" rx="9"/><text class="box-label sm" x="864.5" y="362.5" text-anchor="middle">k_proj  [4096→4096]</text></g>
<g class="ghost"><title>v_proj: Linear [4096→4096]</title><rect class="b c-proj" x="630" y="377" width="151" height="22" rx="9"/><text class="box-label sm" x="705.5" y="392.5" text-anchor="middle">v_proj  [4096→4096]</text></g>
<g class="ghost"><title>o_proj: Linear [4096→4096]</title><rect class="b c-proj" x="789" y="377" width="151" height="22" rx="9"/><text class="box-label sm" x="864.5" y="392.5" text-anchor="middle">o_proj  [4096→4096]</text></g>
<g class="ghost"><rect class="b c-sub" x="630" y="407" width="310" height="30" rx="9"/><text class="box-label sm" x="785.0" y="420.0" text-anchor="middle">scaled dot-product attention</text><text class="box-sub" x="785.0" y="435.0" text-anchor="middle">32 heads · head_dim 128</text></g>
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width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="825.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="825.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="835.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="715.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="725.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="735.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="745.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="755.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="765.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="775.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="785.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="795.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="805.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="815.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="825.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="835.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="845.0" y="585.0" width="10.0" height="10.0"/><rect class="grid-frame" x="715" y="455" width="140.0" height="140.0"/></g>
<g class="ghost"><rect class="b c-rope" x="452" y="347" width="132" height="40" rx="9"/><text class="box-label sm" x="518.0" y="365.0" text-anchor="middle">RoPE</text><text class="box-sub" x="518.0" y="380.0" text-anchor="middle">rotary positions → Q, K</text></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="785.0" cy="628" r="13"/><text class="glyph" x="785.0" y="634" text-anchor="middle">+</text></g>
<g class="ghost"><rect class="b c-norm" x="620" y="655" width="330" height="28" rx="9"/><text class="box-label sm" x="785.0" y="667.0" text-anchor="middle">AriaTextRMSNorm</text><text class="box-sub" x="785.0" y="682.0" text-anchor="middle">pre-FFN  [1, 6, 4096]</text></g>
<g class=""><title>router: Linear top-2 of 8</title><rect class="b c-moe ch-added" x="632" y="723" width="306" height="22" rx="9"/><text class="box-label sm" x="785.0" y="738.5" text-anchor="middle">router  top-2 of 8</text><circle cx="644" cy="735" r="5" fill="var(--added)"/></g>
<g class=""><title>fc1: AriaGroupedExpertsGemm 8×4096×8192</title><rect class="b c-moe ch-over" x="640" y="778" width="290" height="22" rx="9"/><text class="box-label sm" x="785.0" y="793.5" text-anchor="middle">fc1  GroupedExpertsGemm 8×4096×8192</text><circle cx="652" cy="790" r="5" fill="var(--over)"/></g>
<g class=""><title>fc2: AriaGroupedExpertsGemm 8×4096×4096</title><rect class="b c-moe ch-over" x="640" y="808" width="290" height="22" rx="9"/><text class="box-label sm" x="785.0" y="823.5" text-anchor="middle">fc2  GroupedExpertsGemm 8×4096×4096</text><circle cx="652" cy="820" r="5" fill="var(--over)"/></g>
<g class="ghost"><title>gate_proj: Linear [4096→8192]</title><rect class="b c-proj" x="640" y="877" width="290" height="22" rx="9"/><text class="box-label sm" x="785.0" y="892.5" text-anchor="middle">gate_proj  [4096→8192]</text></g>
<g class="ghost"><title>up_proj: Linear [4096→8192]</title><rect class="b c-proj" x="640" y="907" width="290" height="22" rx="9"/><text class="box-label sm" x="785.0" y="922.5" text-anchor="middle">up_proj  [4096→8192]</text></g>
<g class="ghost"><title>down_proj: Linear [8192→4096]</title><rect class="b c-proj" x="640" y="937" width="290" height="22" rx="9"/><text class="box-label sm" x="785.0" y="952.5" text-anchor="middle">down_proj  [8192→4096]</text></g>
<g class="ghost"><title>act_fn: SiLUActivation</title><rect class="b c-act" x="640" y="967" width="290" height="22" rx="9"/><text class="box-label sm" x="785.0" y="982.5" text-anchor="middle">act_fn  SiLU</text></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="785.0" cy="1044" r="13"/><text class="glyph" x="785.0" y="1050" text-anchor="middle">+</text></g>
<g class="ghost"><rect class="b c-norm" x="620" y="1071" width="330" height="28" rx="9"/><text class="box-label sm" x="785.0" y="1083.0" text-anchor="middle">Final RMSNorm</text><text class="box-sub" x="785.0" y="1098.0" text-anchor="middle">[1, 6, 4096]</text></g>
<g class=""><title>AriaForConditionalGeneration</title><rect class="b c-head ch-over" x="620" y="1113" width="330" height="42" rx="9"/><text class="box-label sm" x="785.0" y="1132.0" text-anchor="middle">LM Head</text><text class="box-sub" x="785.0" y="1147.0" text-anchor="middle">Linear [4096→32000]</text><circle cx="632" cy="1125" r="5" fill="var(--over)"/></g>
<g class="ghost"><rect class="b c-soft" x="620" y="1169" width="330" height="26" rx="9"/><text class="box-label sm" x="785.0" y="1186.5" text-anchor="middle">Softmax</text></g>
<g class=""><rect class="b c-io" x="620" y="1209" width="330" height="30" rx="15"/><text class="box-label sm" x="785.0" y="1222.0" text-anchor="middle">logits</text><text class="box-sub" x="785.0" y="1237.0" text-anchor="middle">[1, 6, 32000]</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="ghost"><title>k_proj: Linear [1152→1152]</title><rect class="b c-proj" x="62" y="325" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="340.5" text-anchor="middle">k_proj  [1152→1152]</text></g>
<g class="ghost"><title>v_proj: Linear [1152→1152]</title><rect class="b c-proj" x="62" y="353" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="368.5" text-anchor="middle">v_proj  [1152→1152]</text></g>
<g class="ghost"><title>q_proj: Linear [1152→1152]</title><rect class="b c-proj" x="62" y="381" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="396.5" text-anchor="middle">q_proj  [1152→1152]</text></g>
<g class=""><title>out_proj: Linear [1152→1152]</title><rect class="b c-proj ch-added" x="62" y="409" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="424.5" text-anchor="middle">out_proj  [1152→1152]</text><circle cx="74" cy="421" r="5" fill="var(--added)"/></g>
<g class=""><title>layer_norm1: LayerNorm 1152</title><rect class="b c-norm ch-added" x="54" y="449" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="464.5" text-anchor="middle">layer_norm1  LayerNorm 1152</text><circle cx="66" cy="461" r="5" fill="var(--added)"/></g>
<g class=""><title>activation_fn: GELUTanh</title><rect class="b c-sub ch-added" x="62" y="502" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="517.5" text-anchor="middle">activation_fn  GELUTanh</text><circle cx="74" cy="514" r="5" fill="var(--added)"/></g>
<g class=""><title>fc1: Linear [1152→3072]</title><rect class="b c-proj ch-added" x="62" y="530" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="545.5" text-anchor="middle">fc1  [1152→3072]</text><circle cx="74" cy="542" r="5" fill="var(--added)"/></g>
<g class=""><title>fc2: Linear [3072→1152]</title><rect class="b c-proj ch-added" x="62" y="558" width="198" height="22" rx="9"/><text class="box-label sm" x="161.0" y="573.5" text-anchor="middle">fc2  [3072→1152]</text><circle cx="74" cy="570" r="5" fill="var(--added)"/></g>
<g class=""><title>layer_norm2: LayerNorm 1152</title><rect class="b c-norm ch-added" x="54" y="598" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="613.5" text-anchor="middle">layer_norm2  LayerNorm 1152</text><circle cx="66" cy="610" r="5" fill="var(--added)"/></g>
<g class="ghost"><title>q_proj: Linear [1152→1152]</title><rect class="b c-proj" x="54" y="705" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="720.5" text-anchor="middle">q_proj  [1152→1152]</text></g>
<g class="ghost"><title>k_proj: Linear [1152→1152]</title><rect class="b c-proj" x="54" y="733" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="748.5" text-anchor="middle">k_proj  [1152→1152]</text></g>
<g class="ghost"><title>v_proj: Linear [1152→1152]</title><rect class="b c-proj" x="54" y="761" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="776.5" text-anchor="middle">v_proj  [1152→1152]</text></g>
<g class=""><title>out_proj: NonDynamicallyQuantizableLinear [1152→1152]</title><rect class="b c-quant ch-added" x="62" y="814" width="198" height="34" rx="9"/><text class="box-label sm" x="161.0" y="829.0" text-anchor="middle">out_proj</text><text class="box-sub" x="161.0" y="844.0" text-anchor="middle">NonDynamicallyQuantizableLinear […</text><circle cx="74" cy="826" r="5" fill="var(--added)"/></g>
<g class=""><title>linear: Linear [1152→1152]</title><rect class="b c-proj ch-added" x="54" y="866" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="881.5" text-anchor="middle">linear  [1152→1152]</text><circle cx="66" cy="878" r="5" fill="var(--added)"/></g>
<g class=""><title>dropout: Dropout</title><rect class="b c-sub ch-added" x="54" y="894" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="909.5" text-anchor="middle">dropout  Dropout</text><circle cx="66" cy="906" r="5" fill="var(--added)"/></g>
<g class=""><title>layer_norm: LayerNorm 1152</title><rect class="b c-norm ch-added" x="54" y="922" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="937.5" text-anchor="middle">layer_norm  LayerNorm 1152</text><circle cx="66" cy="934" r="5" fill="var(--added)"/></g>
<g class=""><title>layer_norm_kv: LayerNorm 1152</title><rect class="b c-norm ch-added" x="54" y="950" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="965.5" text-anchor="middle">layer_norm_kv  LayerNorm 1152</text><circle cx="66" cy="962" r="5" fill="var(--added)"/></g>
<g class=""><title>layer_norm: LayerNorm 1152</title><rect class="b c-norm ch-added" x="46" y="990" width="230" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1005.5" text-anchor="middle">layer_norm  LayerNorm 1152</text><circle cx="58" cy="1002" r="5" fill="var(--added)"/></g>
<g class=""><title>linear_in: Linear [1152→4096]</title><rect class="b c-proj ch-added" x="54" y="1043" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1058.5" text-anchor="middle">linear_in  [1152→4096]</text><circle cx="66" cy="1055" r="5" fill="var(--added)"/></g>
<g class=""><title>linear_out: Linear [4096→4096]</title><rect class="b c-proj ch-added" x="54" y="1071" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1086.5" text-anchor="middle">linear_out  [4096→4096]</text><circle cx="66" cy="1083" r="5" fill="var(--added)"/></g>
<g class=""><title>act: NewGELUActivation</title><rect class="b c-act ch-added" x="54" y="1099" width="214" height="22" rx="9"/><text class="box-label sm" x="161.0" y="1114.5" text-anchor="middle">act  NewGELU</text><circle cx="66" cy="1111" r="5" fill="var(--added)"/></g>
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