README.md

---
base_model:
- Vortex5/Crimson-Twilight-12B
- Vortex5/Luminous-Shadow-12B
- Vortex5/Harmony-Bird-12B
- Vortex5/Velvet-Orchid-12B
library_name: transformers
tags:
- mergekit
- merge
- roleplay
---
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<div class="draconic-wrap">
  <div class="title-container">
    <h1 class="title-main">Emerald Wyvern</h1>
  </div>

  <div class="hero">
    <img src="https://cdn-uploads.huggingface.co/production/uploads/6669a3a617b838fda45637b8/2Md7RGyGnEaASRPyYVfba.png" alt="Shadowed-Wyvern"/>
  </div>

  <div class="section">
    <div class="section-header"><h2 class="section-title">Overview</h2></div>
    <div class="section-content">
      <p><b>Emerald-Wyvern-12B</b> was made with a custom method, it merges —
        <a href="https://huggingface.co/Vortex5/Luminous-Shadow-12B">Luminous-Shadow-12B</a>,
  <a href="https://huggingface.co/Vortex5/Velvet-Orchid-12B">Velvet-Orchid-12B</a>, and
  <a href="https://huggingface.co/Vortex5/Crimson-Twilight-12B">Crimson-Twilight-12B</a>,  
  using <a href="https://huggingface.co/Vortex5/Harmony-Bird-12B">Harmony-Bird-12B</a> as a base.  
</p>
    </div>
  </div>

  <div class="section">
    <div class="section-header"><h2 class="section-title">Merge Configuration</h2></div>
    <div class="section-content">
      <details>
        <summary>Expand YAML Configuration</summary>
        <pre><code>
models:
  - model: Vortex5/Luminous-Shadow-12B
    parameters:
      weight:
        - filter: self_attn
          value: [0.20, 0.35, 0.55, 0.75, 1.00, 0.90, 0.25, 0.25]
        - value: 0.33
  - model: Vortex5/Velvet-Orchid-12B
    parameters:
      weight:
        - filter: mlp
          value: [0.20, 0.30, 0.20, 0.7, 0.65, 0.66, 0.0, 0.30]
        - value: 0.33
  - model: Vortex5/Crimson-Twilight-12B
    parameters:
      weight:
        - filter: self_attn
          value: [0.25, 0.35, 0.45, 0.55, 0.60, 0.65, 0.88, 0.88]
        - filter: mlp
          value: [0.20, 0.30, 0.45, 0.65, 0.80, 0.90, 0.95, 0.85]
        - value: 0.33
merge_method: flowsync
base_model: Vortex5/Harmony-Bird-12B
dtype: bfloat16
parameters:
  strength: 1.0
  balance: 0.5
tokenizer:
  source: Vortex5/Harmony-Bird-12B
        </code></pre>
      </details>
    </div>
  </div>

  <div class="section">
    <div class="section-header"><h2 class="section-title">Custom Merge Method</h2></div>
    <div class="section-content">
      <details>
        <summary>About</summary>
      
  <h1 style="margin-top: 30px;">FlowSync</h1>

  <p class="concept">
    <strong>Concept:</strong> A coherence-weighted tensor merge algorithm that aligns donor model deltas 
    relative to a shared base, computes pairwise cosine similarities to measure inter-model agreement, 
    and aggregates them along the highest-consensus direction in parameter space. It reinforces semantically 
    consistent weight shifts while suppressing incoherent or noisy deviations using adaptive temperature scaling, 
    semantic gating (Nyström eigenvector extraction), and MAD-based normalization.
  </p>

  <h2>Key Parameters</h2>
  <ul class="param-list">
    <li><code>strength</code> (global): Scales how far the merged tensor moves from the base toward the consensus vector. Higher values emphasize donor influence.</li>
    <li><code>balance</code> (global): Modulates bias between logic-dominant (attention/MLP) and style-dominant (embedding/output) layers.</li>
  </ul>
      </details>
    </div>
  </div>

  <div class="section">
    <div class="section-header"><h2 class="section-title">Credits</h2></div>
    <div class="section-content">
      <ul>
      <li><strong><a href="https://huggingface.co/mradermacher" target="_blank">Team Mradermacher</a></strong> — Static & imatrix quants</li>
      <li><strong><a href="https://huggingface.co/DeathGodlike" target="_blank">DeathGodlike</a></strong> — EXL3 quants</li>
      <li><strong><a>Original creators and model authors</a></strong></li>
      </ul>
    </div>
  </div>
</div>