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meddle86/Melody1437-31B-v2.0-exl3-4.0bpw

sourceHugging Faceapache-2.0updated 2mo agoView on Hugging Face

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<div class="mc-hdr"> <h1 class="mc-name">Melody1437-31B</h1> <div class="mc-badge">⚡ v2.0</div> <p class="mc-sub">It's a fabulous day!</p> </div>

<div class="mc-warn"> Content Advisory: Mature Themes / Adult Interactions — Intended for mature audiences only. </div>

<details> <summary>🔄 What Changed?</summary> <div class="mc-sec"> <p>Retrained from <strong>Melody1437-31B</strong> using the <strong>identical dataset</strong> with an upgraded LoRA configuration for richer, more expressive outputs.</p> <div style="display:flex;align-items:center;justify-content:center;gap:20px;margin:20px 0;flex-wrap:wrap"> <div style="text-align:center;padding:20px 32px;background:#141422;border-radius:12px;border:1px solid #2a2a3d;min-width:140px"> <div style="font-family:'JetBrains Mono',monospace;font-size:.7em;text-transform:uppercase;letter-spacing:.12em;color:#6b7280;margin-bottom:8px">Original</div> <div style="font-family:'Space Grotesk',sans-serif;font-size:1.6em;font-weight:700;color:#f1f1f6">LoRA 24</div> </div> <div style="font-size:1.3em;color:#a855f7">→</div> <div style="text-align:center;padding:20px 32px;background:rgba(99,102,241,.1);border-radius:12px;border:1px solid #6366f1;min-width:140px;box-shadow:0 0 20px rgba(99,102,241,.15)"> <div style="font-family:'JetBrains Mono',monospace;font-size:.7em;text-transform:uppercase;letter-spacing:.12em;color:#6366f1;margin-bottom:8px">Evolved</div> <div style="font-family:'Space Grotesk',sans-serif;font-size:1.6em;font-weight:700;background:linear-gradient(135deg,#6366f1,#a855f7,#ec4899);-webkit-background-clip:text;-webkit-text-fill-color:transparent;background-clip:text">LoRA 64</div> </div> </div> <ul> <li>🧠 <strong>Same Dataset:</strong> Identical training data to Melody1437-31B</li> <li>⚡ <strong>Higher LoRA Rank:</strong> 64 (vs original 24) for greater expressiveness</li> <li>🎭 <strong>Enhanced Nuance:</strong> Captures subtleties the lower rank couldn't fully express</li> </ul> </div> </details>

<details> <summary>🧬 Synthetic Life Engine</summary> <div class="mc-sec"> <p>Dataset generated using our advanced <strong>Character Engine</strong> and <strong>Emotional Engine</strong>, creating genuine life in every interaction.</p> <div class="mc-grid"> <div class="mc-card"> <h4>🎭 Character Engine</h4> <p>Ensures consistent personality traits, speech patterns, and behavioral logic across all contexts.</p> </div> <div class="mc-card"> <h4>💓 Emotional Engine</h4> <p>Injects dynamic emotional states into responses, creating depth and realistic reactions.</p> </div> <div class="mc-card"> <h4>✨ Quality Refinement</h4> <p>Automated detection and rewriting of repetitive phrases for fresh, high-quality dialogue.</p> </div> <div class="mc-card"> <h4>💬 Dialogue Integrity</h4> <p>Advanced quote normalization ensures balanced dialogue markers, preventing formatting errors.</p> </div> </div> </div> </details>

<details> <summary>🧠 Training Details & Parameters</summary> <div class="mc-sec"> <p>Fine-tuned using <strong>LoRA (Low-Rank Adaptation)</strong> for efficient and targeted weight adjustment.</p> <div class="mc-grid"> <div class="mc-card" style="text-align:center"> <h4>Epochs</h4> <div class="mc-val">2</div> <p class="mc-lbl">Full passes through the training dataset</p> </div> <div class="mc-card" style="text-align:center"> <h4>LoRA Rank</h4> <div class="mc-val">64</div> <p class="mc-lbl">Higher rank for richer adaptation</p> </div> </div> <table class="mc-tbl"> <thead><tr><th>Parameter</th><th>Value</th></tr></thead> <tbody> <tr><td>Training Method</td><td><strong>LoRA (Low-Rank Adaptation)</strong></td></tr> <tr><td>LoRA Rank (r)</td><td><strong>64</strong></td></tr> <tr><td>Epochs</td><td><strong>2</strong></td></tr> <tr><td>Trained Layers</td><td><strong>Text layers only</strong></td></tr> </tbody> </table> <ul style="margin-top:16px"> <li>🎯 <strong>Method:</strong> LoRA fine-tuning for parameter-efficient adaptation, preserving base knowledge</li> <li>⚡ <strong>Efficiency:</strong> Only a fraction of parameters updated, keeping the model lean</li> <li>🎭 <strong>Result:</strong> Maintains coherence while exhibiting desired personality traits</li> </ul> </div> </details>

<details> <summary>🔮 Training Process</summary> <div class="mc-sec"> <p>Model weights subjected to <strong>iterative refinement</strong> during data creation. Each conversation underwent multiple checks for stability and alignment.</p> <ul> <li>🔄 <strong>Multi-Turn Generation:</strong> Conversations built turn-by-turn for natural context flow</li> <li>🛡️ <strong>Refusal Filtering:</strong> Automated systems detected and removed unwanted refusals</li> <li>🧹 <strong>Slop Cleaning:</strong> Undesirable phrases identified and rewritten by dedicated assistant models</li> </ul> </div> </details>

<details> <summary>📚 Dataset Overview</summary> <div class="mc-sec"> <p>Model trained on a <strong>specialized adult-oriented roleplay dataset</strong> with diverse scenarios and emotional contexts.</p> <ul> <li>🔞 <strong>Content Rating:</strong> Strictly 18+ (Adults Only)</li> <li>🎭 <strong>Focus:</strong> Mature themes, immersive roleplay, uncensored dialogue</li> <li>🌈 <strong>Diversity:</strong> Generated using variable system prompts and emotional states</li> </ul> </div> </details>

<details> <summary>📜 Version Notes</summary> <div class="mc-sec"> <ul> <li>⚠️ <strong>Content Warning:</strong> This model can generate mature content. Use responsibly.</li> <li>🧹 <strong>Clean Output:</strong> Reasoning tags and excessive markdown stripped for cleaner roleplay</li> <li>⬆️ <strong>Evolution:</strong> Same dataset as Melody1437-31B, retrained at LoRA 64 for enhanced performance</li> </ul> </div> </details>

<details> <summary>🎭 Usage Guidelines</summary> <div class="mc-sec"> <p><strong>A structured roleplay system prompt is required</strong> for optimal performance. Optimized for immersive character interaction rather than standard instructional queries.</p> <ul> <li>📝 <strong>Initialization:</strong> Begin with a clear character definition and scenario context</li> <li>🎭 <strong>Format:</strong> Use asterisks for actions <code>like this</code> and quotes for dialogue <code>"like this"</code></li> <li>⚠️ <strong>Limitation:</strong> Standard query-based prompting may result in refusals</li> <li>💡 <strong>Tip:</strong> Model expects balanced quotes — ensure input dialogue is properly formatted</li> </ul> </div> </details>

<details> <summary>⚙️ Configuration</summary> <div class="mc-sec"> <div class="mc-qlinks"> <div class="mc-card"> <h4>🎛️ Sampling Config</h4> <p>top_p: <strong>0.92</strong><br>temp: <strong>1.0</strong><br>rep pen: <strong>0</strong><br>presence pen: <strong>0</strong></p> </div> <div class="mc-card"> <h4>📦 Quantized Files</h4> <p>GGUF Quants Available</p> <a href="https://huggingface.co/ReadyArt/Melody1437-31B-v2.0-GGUF" class="mc-btn">View Repository</a> </div> </div> </div> </details>

<details> <summary>💖 Credits</summary> <div class="mc-sec"> <ul> <li style="display:flex;align-items:center;margin-bottom:12px;padding:16px 20px;background:#0f0f1a;border:1px solid #2a2a3d;border-radius:12px"> <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/673fa5ccbf2e9c35b2ec841a/rPHaMrqyYTfSJ89NN8KgY.jpeg" alt="Darkhn" class="mc-ava"> <span><strong>Darkhn</strong> — Fixing Thinking</span> </li> <li style="display:flex;align-items:center;margin-bottom:12px;padding:16px 20px;background:#0f0f1a;border:1px solid #2a2a3d;border-radius:12px"> <img src="https://huggingface.co/avatars/55f24699e05af4295a9d16ddecd81f8a.svg" alt="GECFDO" class="mc-ava"> <span><strong>GECFDO</strong> — Data Generation & iMatrix Quants</span> </li> <li style="display:flex;align-items:center;margin-bottom:12px;padding:16px 20px;background:#0f0f1a;border:1px solid #2a2a3d;border-radius:12px"> <img src="https://huggingface.co/avatars/75a3eb8d24efb96b7b7e69340845028f.svg" alt="Sleep Deprived" class="mc-ava"> <span><strong>Sleep Deprived</strong> — Dataset Generator</span> </li> <li style="display:flex;align-items:center;margin-bottom:12px;padding:16px 20px;background:#0f0f1a;border:1px solid #2a2a3d;border-radius:12px"> <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/6759e155bc947d6070775cb9/FW3jKJ-t8iH9MPGeWzyX5.png" alt="FrenzyBiscuit" class="mc-ava"> <span><strong>FrenzyBiscuit</strong> — Fine-Tuning & Dataset Creation</span> </li> </ul> </div> </details>

<div class="mc-sec"> <h2 class="mc-sec-title">🔖 License & Usage</h2> <div class="mc-disclaimer"> <strong>⚠️ Usage Agreement:</strong> By using this model, you accept all terms and conditions. </div> <ul> <li>📜 Built upon the <strong>Apache 2.0</strong> license</li> <li>🛡️ You accept <strong>full responsibility</strong> for all outputs generated</li> <li>🔞 You confirm you are at least <strong>18 years old</strong></li> <li>🌍 Creators bear <strong>no responsibility</strong> for how the model is used</li> <li>🏡 For <strong>personal use only</strong> (non-profit/non-commercial) to the extent legally allowed</li> </ul> <div style="margin-top:16px"> <span class="mc-tag t1">Apache 2.0</span> <span class="mc-tag t2">Personal Use</span> <span class="mc-tag t3">18+ Content</span> <span class="mc-tag t4">NSFW</span> </div> </div>

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