Melody1437-31B
⚡ v2.0It's a fabulous day!
Content Advisory: Mature Themes / Adult Interactions — Intended for mature audiences only. 🔄 What Changed?Retrained from Melody1437-31B using the identical dataset with an upgraded LoRA configuration for richer, more expressive outputs.
Original LoRA 24 → Evolved LoRA 64- 🧠 Same Dataset: Identical training data to Melody1437-31B
- ⚡ Higher LoRA Rank: 64 (vs original 24) for greater expressiveness
- 🎭 Enhanced Nuance: Captures subtleties the lower rank couldn't fully express
Dataset generated using our advanced Character Engine and Emotional Engine, creating genuine life in every interaction.
🎭 Character Engine
Ensures consistent personality traits, speech patterns, and behavioral logic across all contexts.
💓 Emotional Engine
Injects dynamic emotional states into responses, creating depth and realistic reactions.
✨ Quality Refinement
Automated detection and rewriting of repetitive phrases for fresh, high-quality dialogue.
💬 Dialogue Integrity
Advanced quote normalization ensures balanced dialogue markers, preventing formatting errors.
🧠 Training Details & ParametersFine-tuned using LoRA (Low-Rank Adaptation) for efficient and targeted weight adjustment.
Epochs
2Full passes through the training dataset
LoRA Rank
64Higher rank for richer adaptation
| Parameter | Value |
|---|---|
| Training Method | LoRA (Low-Rank Adaptation) |
| LoRA Rank (r) | 64 |
| Epochs | 2 |
| Trained Layers | Text layers only |
- 🎯 Method: LoRA fine-tuning for parameter-efficient adaptation, preserving base knowledge
- ⚡ Efficiency: Only a fraction of parameters updated, keeping the model lean
- 🎭 Result: Maintains coherence while exhibiting desired personality traits
Model weights subjected to iterative refinement during data creation. Each conversation underwent multiple checks for stability and alignment.
- 🔄 Multi-Turn Generation: Conversations built turn-by-turn for natural context flow
- 🛡️ Refusal Filtering: Automated systems detected and removed unwanted refusals
- 🧹 Slop Cleaning: Undesirable phrases identified and rewritten by dedicated assistant models
Model trained on a specialized adult-oriented roleplay dataset with diverse scenarios and emotional contexts.
- 🔞 Content Rating: Strictly 18+ (Adults Only)
- 🎭 Focus: Mature themes, immersive roleplay, uncensored dialogue
- 🌈 Diversity: Generated using variable system prompts and emotional states
- ⚠️ Content Warning: This model can generate mature content. Use responsibly.
- 🧹 Clean Output: Reasoning tags and excessive markdown stripped for cleaner roleplay
- ⬆️ Evolution: Same dataset as Melody1437-31B, retrained at LoRA 64 for enhanced performance
A structured roleplay system prompt is required for optimal performance. Optimized for immersive character interaction rather than standard instructional queries.
- 📝 Initialization: Begin with a clear character definition and scenario context
- 🎭 Format: Use asterisks for actions
*like this*and quotes for dialogue"like this" - ⚠️ Limitation: Standard query-based prompting may result in refusals
- 💡 Tip: Model expects balanced quotes — ensure input dialogue is properly formatted
🎛️ Sampling Config
top_p: 0.92
temp: 1.0
rep pen: 0
presence pen: 0
📦 Quantized Files
GGUF Quants Available
View Repository 💖 Credits- Darkhn — Fixing Thinking
- GECFDO — Data Generation & iMatrix Quants
- Sleep Deprived — Dataset Generator
- FrenzyBiscuit — Fine-Tuning & Dataset Creation
🔖 License & Usage
⚠️ Usage Agreement: By using this model, you accept all terms and conditions.- 📜 Built upon the Apache 2.0 license
- 🛡️ You accept full responsibility for all outputs generated
- 🔞 You confirm you are at least 18 years old
- 🌍 Creators bear no responsibility for how the model is used
- 🏡 For personal use only (non-profit/non-commercial) to the extent legally allowed