Packages

faber_neuroevolution

1.2.4
1.2.4 1.2.3 1.2.2 1.2.1 1.2.0 1.1.0 1.0.0 0.1.0

Population-based evolutionary training with NEAT topology evolution

HexDocs

Current section

Files

Jump to
Readme
8 Versions
1 Dependency
Dependants
Files
Activity
faber_neuroevolution guides assets layer-specific-mutation.svg
Raw

guides/assets/layer-specific-mutation.svg 

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 800 500">

  <defs>

    <linearGradient id="reservoirGrad" x1="0%" y1="0%" x2="100%" y2="0%">

      <stop offset="0%" style="stop-color:#4A90D9;stop-opacity:1" />

      <stop offset="100%" style="stop-color:#357ABD;stop-opacity:1" />

    </linearGradient>

    <linearGradient id="readoutGrad" x1="0%" y1="0%" x2="100%" y2="0%">

      <stop offset="0%" style="stop-color:#5CB85C;stop-opacity:1" />

      <stop offset="100%" style="stop-color:#449D44;stop-opacity:1" />

    </linearGradient>

    <marker id="arrowhead" markerWidth="10" markerHeight="7" refX="9" refY="3.5" orient="auto">

      <polygon points="0 0, 10 3.5, 0 7" fill="#666"/>

    </marker>

  </defs>



  <!-- Background -->

  <rect width="800" height="500" fill="#f8f9fa"/>



  <!-- Title -->

  <text x="400" y="35" font-family="Arial, sans-serif" font-size="20" font-weight="bold" text-anchor="middle" fill="#333">Layer-Specific Mutation Rates</text>



  <!-- Input Layer -->

  <g transform="translate(80, 150)">

    <text x="0" y="-20" font-family="Arial, sans-serif" font-size="14" font-weight="bold" fill="#666">Input</text>

    <circle cx="0" cy="30" r="20" fill="#ddd" stroke="#999" stroke-width="2"/>

    <circle cx="0" cy="90" r="20" fill="#ddd" stroke="#999" stroke-width="2"/>

    <circle cx="0" cy="150" r="20" fill="#ddd" stroke="#999" stroke-width="2"/>

  </g>



  <!-- Reservoir (Hidden) Layer - Blue -->

  <g transform="translate(250, 100)">

    <rect x="-60" y="-40" width="120" height="280" rx="10" fill="url(#reservoirGrad)" opacity="0.15"/>

    <text x="0" y="-50" font-family="Arial, sans-serif" font-size="14" font-weight="bold" text-anchor="middle" fill="#357ABD">Reservoir</text>

    <text x="0" y="-35" font-family="Arial, sans-serif" font-size="11" text-anchor="middle" fill="#666">(Hidden Layers)</text>



    <!-- Neurons -->

    <circle cx="0" cy="0" r="22" fill="url(#reservoirGrad)" stroke="#2a5f8f" stroke-width="2"/>

    <circle cx="0" cy="60" r="22" fill="url(#reservoirGrad)" stroke="#2a5f8f" stroke-width="2"/>

    <circle cx="0" cy="120" r="22" fill="url(#reservoirGrad)" stroke="#2a5f8f" stroke-width="2"/>

    <circle cx="0" cy="180" r="22" fill="url(#reservoirGrad)" stroke="#2a5f8f" stroke-width="2"/>



    <!-- Mutation indicator -->

    <text x="0" y="230" font-family="Arial, sans-serif" font-size="12" text-anchor="middle" fill="#357ABD">Low Mutation</text>

    <text x="0" y="245" font-family="monospace" font-size="11" text-anchor="middle" fill="#555">rate: 0.05</text>

    <text x="0" y="258" font-family="monospace" font-size="11" text-anchor="middle" fill="#555">strength: 0.2</text>

  </g>



  <!-- Readout (Output) Layer - Green -->

  <g transform="translate(450, 120)">

    <rect x="-60" y="-40" width="120" height="220" rx="10" fill="url(#readoutGrad)" opacity="0.15"/>

    <text x="0" y="-50" font-family="Arial, sans-serif" font-size="14" font-weight="bold" text-anchor="middle" fill="#449D44">Readout</text>

    <text x="0" y="-35" font-family="Arial, sans-serif" font-size="11" text-anchor="middle" fill="#666">(Output Layer)</text>



    <!-- Neurons -->

    <circle cx="0" cy="20" r="22" fill="url(#readoutGrad)" stroke="#3d8b3d" stroke-width="2"/>

    <circle cx="0" cy="100" r="22" fill="url(#readoutGrad)" stroke="#3d8b3d" stroke-width="2"/>



    <!-- Mutation indicator -->

    <text x="0" y="170" font-family="Arial, sans-serif" font-size="12" text-anchor="middle" fill="#449D44">High Mutation</text>

    <text x="0" y="185" font-family="monospace" font-size="11" text-anchor="middle" fill="#555">rate: 0.20</text>

    <text x="0" y="198" font-family="monospace" font-size="11" text-anchor="middle" fill="#555">strength: 0.5</text>

  </g>



  <!-- Output -->

  <g transform="translate(600, 170)">

    <text x="0" y="-20" font-family="Arial, sans-serif" font-size="14" font-weight="bold" fill="#666">Output</text>

    <circle cx="0" cy="30" r="20" fill="#f5f5f5" stroke="#999" stroke-width="2"/>

    <circle cx="0" cy="90" r="20" fill="#f5f5f5" stroke="#999" stroke-width="2"/>

  </g>



  <!-- Connections: Input to Reservoir -->

  <g stroke="#aaa" stroke-width="1.5" fill="none">

    <line x1="100" y1="180" x2="228" y2="200"/>

    <line x1="100" y1="180" x2="228" y2="260"/>

    <line x1="100" y1="240" x2="228" y2="200"/>

    <line x1="100" y1="240" x2="228" y2="260"/>

    <line x1="100" y1="240" x2="228" y2="320"/>

    <line x1="100" y1="300" x2="228" y2="260"/>

    <line x1="100" y1="300" x2="228" y2="320"/>

    <line x1="100" y1="300" x2="228" y2="380"/>

  </g>



  <!-- Connections: Reservoir to Readout -->

  <g stroke="#357ABD" stroke-width="2" fill="none" opacity="0.6">

    <line x1="272" y1="200" x2="428" y2="240"/>

    <line x1="272" y1="200" x2="428" y2="320"/>

    <line x1="272" y1="260" x2="428" y2="240"/>

    <line x1="272" y1="260" x2="428" y2="320"/>

    <line x1="272" y1="320" x2="428" y2="240"/>

    <line x1="272" y1="320" x2="428" y2="320"/>

    <line x1="272" y1="380" x2="428" y2="240"/>

    <line x1="272" y1="380" x2="428" y2="320"/>

  </g>



  <!-- Connections: Readout to Output -->

  <g stroke="#449D44" stroke-width="2" fill="none" opacity="0.6">

    <line x1="472" y1="240" x2="580" y2="200"/>

    <line x1="472" y1="240" x2="580" y2="260"/>

    <line x1="472" y1="320" x2="580" y2="200"/>

    <line x1="472" y1="320" x2="580" y2="260"/>

  </g>



  <!-- L0 Meta-Controller -->

  <g transform="translate(700, 100)">

    <rect x="-70" y="-30" width="140" height="120" rx="8" fill="#fff3cd" stroke="#ffc107" stroke-width="2"/>

    <text x="0" y="-10" font-family="Arial, sans-serif" font-size="12" font-weight="bold" text-anchor="middle" fill="#856404">L0 Meta-Controller</text>

    <text x="0" y="10" font-family="Arial, sans-serif" font-size="10" text-anchor="middle" fill="#666">Dynamically adjusts</text>

    <text x="0" y="25" font-family="Arial, sans-serif" font-size="10" text-anchor="middle" fill="#666">mutation rates based</text>

    <text x="0" y="40" font-family="Arial, sans-serif" font-size="10" text-anchor="middle" fill="#666">on training progress</text>



    <!-- Arrows to layers -->

    <line x1="-70" y1="60" x2="-120" y2="120" stroke="#ffc107" stroke-width="2" marker-end="url(#arrowhead)"/>

    <line x1="-70" y1="60" x2="-180" y2="180" stroke="#ffc107" stroke-width="2" marker-end="url(#arrowhead)"/>

  </g>



  <!-- Legend -->

  <g transform="translate(50, 420)">

    <rect x="0" y="0" width="700" height="70" rx="5" fill="#fff" stroke="#ddd" stroke-width="1"/>

    <text x="350" y="20" font-family="Arial, sans-serif" font-size="13" font-weight="bold" text-anchor="middle" fill="#333">Rationale</text>



    <circle cx="30" cy="45" r="8" fill="url(#reservoirGrad)"/>

    <text x="45" y="50" font-family="Arial, sans-serif" font-size="11" fill="#333">Reservoir: Low mutation preserves learned temporal dynamics</text>



    <circle cx="400" cy="45" r="8" fill="url(#readoutGrad)"/>

    <text x="415" y="50" font-family="Arial, sans-serif" font-size="11" fill="#333">Readout: High mutation enables rapid task adaptation</text>

  </g>

</svg>