afmoe.diff.svg

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<text class="title" x="24" y="34">afmoe</text>
<text class="subtitle" x="24" y="54">diff vs llama (+qwen2_moe,gpt_oss)  ·  7 overridden · 21 added · 0 deleted · 5 new · 4 inherited-as-is</text>
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<g class=""><rect class="c-block" x="286" y="184" width="668" height="1003" rx="14"/><text class="box-sub" x="298" y="202">AfmoeModel  ·  base model</text></g>
<g class=""><title>32 × AfmoeDecoderLayer</title><rect class="c-block" x="294" y="257" width="652" height="890" rx="14"/><text class="box-sub" x="306" y="275">AfmoeDecoderLayer</text><text class="badge" x="934" y="277" text-anchor="end">× 32</text></g>
<g class=""><rect class="c-block" x="286" y="1187" width="668" height="142" rx="14"/><text class="box-sub" x="298" y="1205">AfmoeForCausalLM  ·  task head</text></g>
<g class=""><rect class="c-block" x="36" y="255" width="58" height="16" rx="14"/><text class="box-sub" x="48" y="273">layers (idx)</text></g>
<g class=""><rect class="b c-attn ch-over" x="320" y="321" width="600" height="530" rx="11"/><rect class="sec-hbar" x="325" y="325" width="590" height="18" rx="5"/><text class="sec-h" x="332" y="338">Self-Attention · AfmoeAttention  (2 layer types — same modules, mask differs)</text></g>
<g class="ghost"><rect class="b c-moe " x="320" y="947" width="330" height="152" rx="11"/><rect class="sec-hbar" x="325" y="951" width="320" height="18" rx="5"/><text class="sec-h" x="332" y="964">Sparse MoE · LlamaMLP  ↩ inherited</text><text class="badge" x="638" y="964" text-anchor="end">MoE</text></g>
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<g class="ghost"><title>token 0: &#x27;Hey&#x27;</title><rect class="b c-sub" x="320" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="345.0" y="165.0" text-anchor="middle">Hey</text><text class="box-sub" x="345.0" y="180.0" text-anchor="middle">0</text></g>
<g class="ghost"><title>token 1: &#x27;,&#x27;</title><rect class="b c-sub" x="375" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="400.0" y="165.0" text-anchor="middle">,</text><text class="box-sub" x="400.0" 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="431" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="456.0" y="165.0" text-anchor="middle">␣how</text><text class="box-sub" x="456.0" 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="487" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="512.0" y="165.0" text-anchor="middle">␣are</text><text class="box-sub" x="512.0" 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="543" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="568.0" y="165.0" text-anchor="middle">␣you</text><text class="box-sub" x="568.0" y="180.0" text-anchor="middle">4</text></g>
<g class="ghost"><title>token 5: &#x27;?&#x27;</title><rect class="b c-sub" x="599" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="624.0" y="165.0" text-anchor="middle">?</text><text class="box-sub" x="624.0" y="180.0" text-anchor="middle">5</text></g>
<g class="ghost"><rect class="b c-embed" x="320" y="198" width="330" height="45" rx="9"/><text class="box-label sm" x="485.0" y="218.5" text-anchor="middle">Token Embedding</text><text class="box-sub" x="485.0" y="233.5" text-anchor="middle">weight [200192 × 2048]   →   [1, 6, 2048]</text></g>
<g class="ghost"><rect class="b c-norm" x="320" y="279" width="330" height="28" rx="9"/><text class="box-label sm" x="485.0" y="291.0" text-anchor="middle">AfmoeRMSNorm</text><text class="box-sub" x="485.0" y="306.0" text-anchor="middle">pre-attention  [1, 6, 2048]</text></g>
<g class="ghost"><title>q_proj: Linear [2048→2048]</title><rect class="b c-proj" x="330" y="347" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="362.5" text-anchor="middle">q_proj  [2048→2048]</text></g>
<g class="ghost"><title>k_proj: Linear [2048→2048]</title><rect class="b c-proj" x="330" y="377" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="392.5" text-anchor="middle">k_proj  [2048→2048]</text></g>
<g class="ghost"><title>v_proj: Linear [2048→2048]</title><rect class="b c-proj" x="330" y="407" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="422.5" text-anchor="middle">v_proj  [2048→2048]</text></g>
<g class="ghost"><title>o_proj: Linear [2048→2048]</title><rect class="b c-proj" x="330" y="437" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="452.5" text-anchor="middle">o_proj  [2048→2048]</text></g>
<g class=""><title>q_norm: AfmoeRMSNorm 128</title><rect class="b c-norm ch-added" x="330" y="467" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="482.5" text-anchor="middle">q_norm  RMSNorm 128</text><circle cx="342" cy="479" r="5" fill="var(--added)"/></g>
<g class=""><title>k_norm: AfmoeRMSNorm 128</title><rect class="b c-norm ch-added" x="330" y="497" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="512.5" text-anchor="middle">k_norm  RMSNorm 128</text><circle cx="342" cy="509" r="5" fill="var(--added)"/></g>
<g class="ghost"><title>gate_proj: Linear [2048→2048]</title><rect class="b c-proj" x="330" y="527" width="580" height="22" rx="9"/><text class="box-label sm" x="620.0" y="542.5" text-anchor="middle">gate_proj  [2048→2048]</text></g>
<g class="ghost"><rect class="b c-sub" x="330" y="557" width="580" height="30" rx="9"/><text class="box-label sm" x="620.0" y="570.0" text-anchor="middle">scaled dot-product attention</text><text class="box-sub" x="620.0" y="585.0" text-anchor="middle">16 heads · head_dim 128</text></g>
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width="10.0" height="10.0"/><rect class="mask-on" x="859.0" y="835.0" width="10.0" height="10.0"/><rect class="mask-on" x="869.0" y="835.0" width="10.0" height="10.0"/><rect class="mask-on" x="879.0" y="835.0" width="10.0" height="10.0"/><rect class="grid-frame" x="649" y="605" width="240.0" height="240.0"/></g>
<g class="ghost"><rect class="b c-rope" x="152" y="347" width="132" height="40" rx="9"/><text class="box-label sm" x="218.0" y="365.0" text-anchor="middle">RoPE</text><text class="box-sub" x="218.0" y="380.0" text-anchor="middle">rotary positions → Q, K</text></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="485.0" cy="878" r="13"/><text class="glyph" x="485.0" y="884" text-anchor="middle">+</text></g>
<g class="ghost"><rect class="b c-norm" x="320" y="905" width="330" height="28" rx="9"/><text class="box-label sm" x="485.0" y="917.0" text-anchor="middle">AfmoeRMSNorm</text><text class="box-sub" x="485.0" y="932.0" text-anchor="middle">pre-FFN  [1, 6, 2048]</text></g>
<g class="ghost"><title>gate_proj: Linear [2048→6144]</title><rect class="b c-proj" x="332" y="973" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="988.5" text-anchor="middle">gate_proj  [2048→6144]</text></g>
<g class="ghost"><title>up_proj: Linear [2048→6144]</title><rect class="b c-proj" x="332" y="1003" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="1018.5" text-anchor="middle">up_proj  [2048→6144]</text></g>
<g class="ghost"><title>down_proj: Linear [6144→2048]</title><rect class="b c-proj" x="332" y="1033" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="1048.5" text-anchor="middle">down_proj  [6144→2048]</text></g>
<g class="ghost"><title>act_fn: SiLUActivation</title><rect class="b c-act" x="332" y="1063" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="1078.5" text-anchor="middle">act_fn  SiLU</text></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="485.0" cy="1126" r="13"/><text class="glyph" x="485.0" y="1132" text-anchor="middle">+</text></g>
<g class="ghost"><rect class="b c-norm" x="320" y="1153" width="330" height="28" rx="9"/><text class="box-label sm" x="485.0" y="1165.0" text-anchor="middle">Final RMSNorm</text><text class="box-sub" x="485.0" y="1180.0" text-anchor="middle">[1, 6, 2048]</text></g>
<g class=""><title>AfmoeForCausalLM</title><rect class="b c-head ch-over" x="320" y="1195" width="330" height="42" rx="9"/><text class="box-label sm" x="485.0" y="1214.0" text-anchor="middle">LM Head</text><text class="box-sub" x="485.0" y="1229.0" text-anchor="middle">Linear [2048→200192]</text><circle cx="332" cy="1207" r="5" fill="var(--over)"/></g>
<g class="ghost"><rect class="b c-soft" x="320" y="1251" width="330" height="26" rx="9"/><text class="box-label sm" x="485.0" y="1268.5" text-anchor="middle">Softmax</text></g>
<g class=""><rect class="b c-io" x="320" y="1291" width="330" height="30" rx="15"/><text class="box-label sm" x="485.0" y="1304.0" text-anchor="middle">logits</text><text class="box-sub" x="485.0" y="1319.0" text-anchor="middle">[1, 6, 200192]</text></g>
<g class=""><title>layer 0: sliding_attention</title><rect class="c-lt-sliding" x="40" y="279" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="294.5" text-anchor="middle">0</text></g>
<g class=""><title>layer 1: sliding_attention</title><rect class="c-lt-sliding" x="40" y="305" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="320.5" text-anchor="middle">1</text></g>
<g class=""><title>layer 2: sliding_attention</title><rect class="c-lt-sliding" x="40" y="332" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="347.5" text-anchor="middle">2</text></g>
<g class=""><title>layer 3: full_attention</title><rect class="c-lt-full" x="40" y="359" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="374.5" text-anchor="middle">3</text></g>
<g class=""><title>layer 4: sliding_attention</title><rect class="c-lt-sliding" x="40" y="386" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="401.5" text-anchor="middle">4</text></g>
<g class=""><title>layer 5: sliding_attention</title><rect class="c-lt-sliding" x="40" y="413" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="428.5" text-anchor="middle">5</text></g>
<g class=""><title>layer 6: sliding_attention</title><rect class="c-lt-sliding" x="40" y="440" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="455.5" text-anchor="middle">6</text></g>
<g class=""><title>layer 7: full_attention</title><rect class="c-lt-full" x="40" y="467" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="482.5" text-anchor="middle">7</text></g>
<g class=""><title>layer 8: sliding_attention</title><rect class="c-lt-sliding" x="40" y="494" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="509.5" text-anchor="middle">8</text></g>
<g class=""><title>layer 9: sliding_attention</title><rect class="c-lt-sliding" x="40" y="520" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="535.5" text-anchor="middle">9</text></g>
<g class=""><title>layer 10: sliding_attention</title><rect class="c-lt-sliding" x="40" y="547" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="562.5" text-anchor="middle">10</text></g>
<g class=""><title>layer 11: full_attention</title><rect class="c-lt-full" x="40" y="574" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="589.5" text-anchor="middle">11</text></g>
<g class=""><title>layer 12: sliding_attention</title><rect class="c-lt-sliding" x="40" y="601" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="616.5" text-anchor="middle">12</text></g>
<g class=""><title>layer 13: sliding_attention</title><rect class="c-lt-sliding" x="40" y="628" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="643.5" text-anchor="middle">13</text></g>
<g class=""><title>layer 14: sliding_attention</title><rect class="c-lt-sliding" x="40" y="655" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="670.5" text-anchor="middle">14</text></g>
<g class=""><title>layer 15: full_attention</title><rect class="c-lt-full" x="40" y="682" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="697.5" text-anchor="middle">15</text></g>
<g class=""><title>layer 16: sliding_attention</title><rect class="c-lt-sliding" x="40" y="709" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="724.5" text-anchor="middle">16</text></g>
<g class=""><title>layer 17: sliding_attention</title><rect class="c-lt-sliding" x="40" y="735" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="750.5" text-anchor="middle">17</text></g>
<g class=""><title>layer 18: sliding_attention</title><rect class="c-lt-sliding" x="40" y="762" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="777.5" text-anchor="middle">18</text></g>
<g class=""><title>layer 19: full_attention</title><rect class="c-lt-full" x="40" y="789" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="804.5" text-anchor="middle">19</text></g>
<g class=""><title>layer 20: sliding_attention</title><rect class="c-lt-sliding" x="40" y="816" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="831.5" text-anchor="middle">20</text></g>
<g class=""><title>layer 21: sliding_attention</title><rect class="c-lt-sliding" x="40" y="843" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="858.5" text-anchor="middle">21</text></g>
<g class=""><title>layer 22: sliding_attention</title><rect class="c-lt-sliding" x="40" y="870" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="885.5" text-anchor="middle">22</text></g>
<g class=""><title>layer 23: full_attention</title><rect class="c-lt-full" x="40" y="897" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="912.5" text-anchor="middle">23</text></g>
<g class=""><title>layer 24: sliding_attention</title><rect class="c-lt-sliding" x="40" y="924" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="939.5" text-anchor="middle">24</text></g>
<g class=""><title>layer 25: sliding_attention</title><rect class="c-lt-sliding" x="40" y="950" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="965.5" text-anchor="middle">25</text></g>
<g class=""><title>layer 26: sliding_attention</title><rect class="c-lt-sliding" x="40" y="977" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="992.5" text-anchor="middle">26</text></g>
<g class=""><title>layer 27: full_attention</title><rect class="c-lt-full" x="40" y="1004" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="1019.5" text-anchor="middle">27</text></g>
<g class=""><title>layer 28: sliding_attention</title><rect class="c-lt-sliding" x="40" y="1031" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="1046.5" text-anchor="middle">28</text></g>
<g class=""><title>layer 29: sliding_attention</title><rect class="c-lt-sliding" x="40" y="1058" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="1073.5" text-anchor="middle">29</text></g>
<g class=""><title>layer 30: sliding_attention</title><rect class="c-lt-sliding" x="40" y="1085" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="1100.5" text-anchor="middle">30</text></g>
<g class=""><title>layer 31: full_attention</title><rect class="c-lt-full" x="40" y="1112" width="46" height="24" rx="2"/><text class="cell-idx" x="63.0" y="1127.5" text-anchor="middle">31</text></g>
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