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Gemma-4-31B-Melody1437

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Hourly Usage

Performance Metrics

Median Total Time

28.90s

Median TTFT

6.56s

Median Prefill TPS

1058.80

Median Gen TPS

6.25

Model Information

Context Size

262144

Quantization

r64 on INT8

Engine

vllm

Creation Method

Finetune

Model Type

Gemma31B

Chat Template

Gemma4

Reasoning

Yes

Vision

Yes

Parameters

31B

Added At

9/26/2026


base_model:

  • google/gemma-4-31B-it base_model_relation: finetune tags:
  • gemma-4
  • roleplay
  • conversational
  • instruct
  • apache-2.0
  • nsfw
  • explicit
  • erp
  • adult-content
  • mature
  • unaligned license: apache-2.0

โœฆ Melody1437 โœฆ

31B PARAMETERS

โœจ It's a fabulous day! โœจ

CONTENT ADVISORY: MATURE THEMES / ADULT INTERACTIONS
This model is designed for mature audiences. Viewer discretion is advised.

๐Ÿงฌ Synthetic Life Engine

The dataset was generated using our advanced Character Engine and Emotional Engine within the synthetic dataset generator, breathing genuine life into every interaction.

๐ŸŽญ Character Engine

Ensures consistent personality traits, speech patterns, and behavioral logic across all contexts. No more broken personas.

๐Ÿ’“ Emotional Engine

Injects dynamic emotional states into responses, creating depth, empathy, and realistic reactions beyond simple pattern matching.

โœจ Quality Refinement

Automated detection and rewriting of repetitive phrases ensures fresh, high-quality dialogue in every turn.

๐Ÿ’ฌ Dialogue Integrity

Advanced quote normalization ensures perfectly balanced dialogue markers, preventing formatting errors in roleplay.

๐Ÿ”ฎ Training Process

The model weights were subjected to iterative refinement during data creation. Each conversation underwent multiple checks to ensure stability and alignment with the desired interaction style.

  • ๐Ÿ”„ Multi-Turn Generation: Conversations were built turn-by-turn, allowing context to flow naturally.
  • ๐Ÿ›ก๏ธ Refusal Filtering: Automated systems detected and removed unwanted refusals during dataset creation.
  • ๐Ÿงน Slop Cleaning: Undesirable phrases were identified and rewritten by dedicated assistant models.

๐Ÿ“š Dataset Overview

The model's knowledge base was imprinted upon a Explicit Adult ERP dataset, weaving a vast tapestry of knowledge into its weights during the initial training. This ensures a rich foundation for all future interactions.

  • ๐Ÿ”ž Content Rating: Strictly 18+ (Adults Only)
  • ๐ŸŽญ Focus: Erotic Roleplay, Mature Themes, Uncensored Dialogue
  • ๐ŸŒˆ Diversity: Generated using variable system prompts and emotional states for varied responses.

๐Ÿ“œ Version Notes

  • โš ๏ธ Content Warning: This model is capable of generating NSFW content. Use responsibly.
  • ๐Ÿงน Clean Output: Reasoning tags and excessive markdown have been stripped for cleaner roleplay.

๐ŸŽญ Usage Guidelines

To unlock the full potential of this model, a structured roleplay system prompt is required. This model is optimized for immersive character interaction rather than standard instructional queries.

  • ๐Ÿ“ Initialization: Begin sessions with a clear character definition and scenario context.
  • ๐ŸŽญ Format: Use asterisks for actions *like this* and quotes for dialogue "like this".
  • โš ๏ธ Limitation: Standard query-based prompting may result in refusals.
  • ๐Ÿ’ก Tip: The model expects balanced quotes. Ensure your input dialogue is properly formatted.

โš ๏ธ Technical Note

Only text layers were trained on.

โš™๏ธ Configuration

๐Ÿ’– Credits

  • GECFDO Avatar GECFDO โ€“ Data Generation & iMatrix Quants
  • Sleep Deprived Avatar Sleep Deprived โ€“ Dataset Generator
  • FrenzyBiscuit Avatar FrenzyBiscuit โ€“ Fine-Tuning & Dataset Creation

๐Ÿ”– License & Usage

โš ๏ธ USAGE AGREEMENT:

  • ๐Ÿ“œ This model is built upon the Apache 2.0 license.
  • ๐Ÿ›ก๏ธ You accept full responsibility for all outputs generated.
  • ๐Ÿ”ž You confirm you are at least 18 years old.
  • ๐ŸŒ The creators bear no responsibility for how the model is used.
  • ๐Ÿก To the extent legally allowed under the original decree this model is for personal use only (non-profit/non-commercial).
Apache 2.0 Personal Use 18+ Content NSFW