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Vortex5/Harmonic-Lumina-12B

sourceHugging Faceupdated 11mo agoView on Hugging Face

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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 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>harmonyprism</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>maxgoodness</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 mergemethod: harmonyprism dtype: bfloat16 parameters: focus: 1.3 blend: 0.55 maxgoodness: 0.98 refinementsteps: 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>