README.md

---
base_model:
- Vortex5/Harmony-Bird-12B
- Vortex5/Violet-Mist-12B
- Vortex5/Luminous-Shadow-12B
library_name: transformers
tags:
- mergekit
- merge
- roleplay
---

<style>
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<div class="title-block" style="max-width:1000px;margin:40px auto;text-align:center;">
  <h2 style="font-size:2.3rem;">💠 Harmonic-Lumina-12B 💠</h2>
</div>

<div style="max-width:1000px;margin:0 auto 25px;padding:0 12px;text-align:center;">
  <img src="https://cdn-uploads.huggingface.co/production/uploads/6669a3a617b838fda45637b8/Y6rEPZ3ER82JMaKLwMmxu.png"
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</div>
<div class="harmony-divider"></div>

<div class="harmony-card">
  <div style="padding:30px 32px;">
  <div class="title-block"><h2>01 // Overview</h2></div>
    <p><strong>Harmonic-Lumina-12B</strong> is a model merged using a custom <code>harmony_prism</code> method —  It merges <a href="https://huggingface.co/Vortex5/Harmony-Bird-12B">Harmony-Bird-12B</a>, <a href="https://huggingface.co/Vortex5/Violet-Mist-12B">Violet-Mist-12B</a>, and <a href="https://huggingface.co/Vortex5/Luminous-Shadow-12B">Luminous-Shadow-12B</a>.</p>
  <div class="title-block"><h2>02 // Custom Merge Method</h2></div>
    <p>A merge algorithm that aligns models across structural (spatial) and energetic (style/variance) domains.
It performs stochastic coherence sampling—random block analysis of parameter deltas—to measure local structure and energy similarity. Using these signals, it adaptively adjusts per-model weights through entropy-stabilized softmax and a decaying EMA center, achieving smooth, artifact-free convergence that preserves each model’s “resonance” while unifying tone and logic.</p>
  <ul style="margin:10px 0 20px 0;line-height:1.7;">
      <li><b>focus</b> — Controls decisiveness of weighting; higher = stronger emphasis on the most coherent contributors. (Global or per-model.).</li>
      <li><b>blend</b> — Balances between spatial structure (0) and energy signature (1), determining whether the merge favors logic/shape or expressive style. (Global or per-model.)</li>
      <li><b>max_goodness</b> — Convergence threshold for coherence optimization; the process stops when this target is reached.</li>
      <li><b>refinement_steps</b> — Number of refinement passes; higher values yield smoother and more unified results at the cost of time.</li>
    </ul>
  <details>
      <summary>Show YAML</summary>
      <pre>models:
- model: Vortex5/Harmony-Bird-12B
- model: Vortex5/Violet-Mist-12B
- model: Vortex5/Luminous-Shadow-12B
merge_method: harmony_prism
dtype: bfloat16
parameters:
  focus: 1.3
  blend: 0.55
  max_goodness: 0.98
  refinement_steps: 300
tokenizer:
  source: Vortex5/Harmony-Bird-12B
</pre>
    </details>

  <div class="title-block"><h2>03 // Acknowledgments</h2></div>
    <ul style="list-style:none;padding-left:0;line-height:1.8;">
      <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>🌠 Original creators and model authors</li>
    </ul>
  </div>
</div>