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---
base_model:
- DarkArtsForge/Savage-Sands-12B
datasets:
- OccultAI/illuminati_imatrix_v1
language:
- en
library_name: transformers
license: apache-2.0
tags:
- creative
- creative writing
- fiction writing
- plot generation
- sub-plot generation
- fiction writing
- story generation
- scene continue
- storytelling
- fiction story
- science fiction
- romance
- all genres
- story
- writing
- vivid prosing
- vivid writing
- fiction
- roleplaying
- float32
- swearing
- rp
- horror
- della
- mistral
- nemo
- merge
- mergekit
widget:
  - text: "Savage-Sands-12B"
    output:
      url: https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/-I_Iw69w2x9WNmk-iA2oE.png
---

<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/49d0YkIIJ_T9JeZ3gkwZ_.mpga"></audio>

> [!CAUTION]
> <span style="color:red; font-weight:bold">⚠️ Warning:</span> This model can produce narratives and RP that contain violent and graphic erotic content. Adjust your system prompt accordingly, and use **ChatML** chat template.
>

<!DOCTYPE html>
<style>
@import url('https://fonts.googleapis.com/css2?family=Crimson+Text:ital,wght@0,400;0,700;1,400&family=Uncial+Antiqua&display=swap');

body {
  font-family: 'Crimson Text', serif; 
  color: #4A3F35; /* Faded Ink Brown */
  line-height: 1.6; 
  margin: 0; 
  padding: 0;
  background-color: #281E18; /* Dark Wood Desk */
}

b, strong { 
  color: #8C1C13; /* Crimson Seal */
}

.grimoire-text {
  font-family: 'Uncial Antiqua', cursive;
  color: #3D352A; /* Dark Ink */
  position: relative;
  z-index: 2;
  margin-left: 0.2em;
  text-shadow: 0 0 10px #A49687;
}

/* Section styling */
.section-container {
  background-color: rgba(245, 235, 218, 0.05); 
  margin-bottom: 30px; 
  position: relative; 
  overflow: hidden; 
  border-bottom: 1px solid rgba(140, 28, 19, 0.3); /* Faded Crimson Border */
  box-shadow: 0 4px 15px rgba(0, 0, 0, 0.2);
}

.section-header {
  display: flex; 
  align-items: center; 
  background-color: rgba(140, 28, 19, 0.06); 
  padding: 10px 20px;
}

.section-indicator {
  width: 8px; 
  height: 20px; 
  background-color: #8C1C13; 
  margin-right: 15px;
  box-shadow: 0 0 8px rgba(140, 28, 19, 0.4);
}

.section-title {
  font-family: 'Uncial Antiqua', cursive; 
  color: #4A3F35; 
  font-size: 1.4rem; 
  margin: 0; 
  letter-spacing: 1px; 
  font-weight: 400;
  text-transform: capitalize;
}

.section-content {
  padding: 20px; 
  font-family: 'Crimson Text', serif; 
  color: #4A3F35; 
  line-height: 1.7;
}

/* Title styling */
.title-container {
  background-color: transparent;
  position: relative;
  overflow: hidden;
  margin-bottom: 40px;
  border-left: 3px solid #8C1C13;
  box-shadow: 0 6px 20px rgba(0, 0, 0, 0.2);
}

.title-wrapper {
  position: relative;
  z-index: 2;
  padding: 25px 20px 30px 30px;
}

.title-main {
  color: #3D352A;
  font-size: 1.8rem;
  font-weight: 700;
  margin: 0;
  letter-spacing: 2px;
  display: inline-block;
  position: relative;
  text-transform: uppercase;
}

/* Subheading styling */
.subheading {
  font-family: 'Uncial Antiqua', cursive;
  color: #7B5E4A; /* Lighter Ink Brown */
  font-size: 1.1rem; 
  margin-top: 20px; 
  margin-bottom: 15px; 
  font-weight: 400; 
  border-bottom: 1px dashed rgba(123, 94, 74, 0.4); 
  display: inline-block; 
  text-transform: uppercase; 
  letter-spacing: 1px; 
}

/* Links */
a {
  color: #7B5E4A; 
  text-decoration: none;
  font-weight: bold;
}

a:hover {
  text-decoration: underline;
  color: #8C1C13; /* Crimson Seal on hover */
}

/* List Styling - Goetia Icons */
ul {
  list-style: none; /* CRITICAL: This hides the default marker causing the blue box */
  padding-left: 1.6em; 
}

ul li {
  position: relative;
  margin-bottom: 0.6em;
}

ul li::before {
  content: "\26E7"; /* β›§ Inverted Pentagram */
  
  /* FALLBACK PROTECTION: */
  /* This ensures that if your main font lacks the symbol, it grabs it from the system/OS symbols */
  font-family: "Segoe UI Symbol", "Apple Symbols", "Noto Sans Symbols", "DejaVu Sans", sans-serif;
  
  position: absolute;
  left: -1.4em; 
  
  /* Fiery Styling */
  color: #CC0000; /* Strong red base */
  font-size: 1.5rem; /* Larger */
  font-weight: normal; /* Icons often render cleaner without 'bold' at this size */
  top: -5px; /* Vertical alignment fix */
  
  /* Static Fire Glow (No Animation/Low CPU cost) */
  /* Layer 1: Slight dark drop shadow for depth */
  /* Layer 2: Orange-red ambient glow */
  text-shadow: 1px 1px 1px rgba(0,0,0,0.4), 0 0 5px #FF5500; 

  background-color: transparent;
}

/* Container */
.container {
  max-width: 1200px; 
  margin: 20px auto; 
  padding: 40px 20px;
  background-color: #F5EBDA; /* Aged Parchment */
  background-image: 
    radial-gradient(circle at 10% 10%, rgba(140, 28, 19, 0.04) 0%, transparent 50%),
    radial-gradient(circle at 90% 80%, rgba(61, 53, 42, 0.06) 0%, transparent 50%);
  min-height: calc(100vh - 40px);
  border: 1px solid #C8BBAA; /* Parchment Edge */
  border-radius: 3px;
  box-shadow: 0 8px 32px rgba(0, 0, 0, 0.3);
}

</style>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  <title>Savage Sands 12B MPOA</title>
</head>
<body>

<div class="container">
  <div class="title-container">
    <div class="title-wrapper">
      <h1 class="title-main">
        <span class="grimoire-text">🏜️ Savage Sands 12B MPOA</span>
      </h1>
    </div>
</div>

<img src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/-I_Iw69w2x9WNmk-iA2oE.png" alt="Goetia Grimoire" style="width:100%; border-radius: 3px; margin-bottom: 30px; border: 1px solid #C8BBAA;">

  <div class="section-container">
    <div class="section-content"><font face="verdana" size="2">
<details>This image depicts a high-stakes confrontation in a desolate, sandy environment. At the center of the action is a fierce duel between a heavily armored human warrior and a monstrous, winged demon. The warrior, seen from the side, is equipped with a gold-colored <b>Trojan-style helmet</b>. He lunges forward, gripping a <b>gladius</b>β€”a short, broad-bladed Roman swordβ€”with both hands. His armor is dark and intricate, consisting of layered plates and a tattered, loincloth-like skirt that fans out with his movement.

Facing him is a formidable <b>demon</b>. The creature has pale, muscular gray skin and massive, leathery <b>bat-like wings</b> that span a large portion of the background. It has a snarling, animalistic face with horns and is brandishing a long, wicked-looking <b>spear</b>, which it uses to block the warrior's advance. The demon's pose is agile and predatory, mirroring the intensity of the warrior's strike.

The battle takes place on a series of flat, circular <b>stepping stones</b> scattered across a dry, dusty landscape. In the bottom right foreground, another figure is partially visible, huddled on the ground and clad in white robes with a red sash, seemingly caught in the middle of this epic struggle. The background is filled with soft, hazy clouds and distant rock formations, giving the scene a timeless, mythological feel.</font></details>
  </div></div>

  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">🌡 12B Roleplay</h2>
    </div>
    <div class="section-content"><font face="verdana">

This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). The [main model](https://huggingface.co/DarkArtsForge/Savage-Sands-12B) was merged using the [della](https://arxiv.org/abs/2406.11617) merge method with unablated donors, and therefore has some refusals.

For a fully **uncensored** version, see [this page](https://huggingface.co/DarkArtsForge/Savage-Sands-12B-MPOA) which was manually calibrated with `scale 1.7`.

<details><b>This model is highly resistant to standard ablation methods like MPOA.</b> More than most Nemo 12Bs.

Which is strange considering the `della` method was used with `normalize: false` which is basically like a mild form of pre-ablation.

I tested several setups, and while lower values like scale 1.0 or 1.1 unlocked most refusals, there was a particular instruction prompt it still kept refusing.

Even at scale 1.5, it would overtly refuse, and claim it wasn't "safe or appropriate" and that it "couldn't be done".

I had to crank it up even higher in order to fully uncensor the model.

**The minimum threshold was identified: `scale 1.7` applied to all layers `0-39`.**

Attempting to only apply to layers 11-39 caused it to hallucinate a "corrected term" to swap out the correct term prompted it with, which was another direct form of covert non-compliance.

Attempting to only apply to layers 4-39 caused additional non-compliant "false corrections". **Every layer must be ablated for this model in order to uncensor it.** There seem to be hidden forms of covert non-compliance embedded in the earliest layers, even lm_head. **Despite being low on the graph, these early layers still contribute toward refusal of prompts.**

**When using scale 1.7 on all 40 layers, it uses a CORRECT correction (grammatical, not changing words) which is FULLY compliant, with no refusals or covert attempts to change topics.**

So if you want the model as smart as possible then use the unablated version with jailbreak. But if you require built-in no refusals, the MPOA version is also quite creative.

![Sands_Chart](https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/6TklEDPfzuGvo9Wn90OfE.png)</details>
</div>
  </div>

  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">βš™οΈ YAML Configuration</h2>
    </div>
    <div class="section-content"><font face="verdana">

```yaml
architecture: MistralForCausalLM
base_model: B:/12B/mistralai--Mistral-Nemo-Instruct-2407
models:
  - model: B:/12B/inflatebot--MN-12B-Mag-Mell-R1
    parameters:
      weight: 0.5
      density: 0.9
      epsilon: 0.09
  - model: B:/12B/taozi555--MN-12B-Mag-Mell-R1-KTO
    parameters:
      weight: 0.5
      density: 0.9
      epsilon: 0.09
  - model: B:/12B/UniLLMer--GslayerKaa
    parameters:
      weight: 0.5
      density: 0.9
      epsilon: 0.09
  - model: B:/12B/redrix--GodSlayer-12B-ABYSS
    parameters:
      weight: 0.5
      density: 0.9
      epsilon: 0.09
merge_method: della
parameters:
  lambda: 1.0
  normalize: false
  int8_mask: false
  rescale: true
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: B:/12B/taozi555--MN-12B-Mag-Mell-R1-KTO
name: 🏜️ Savage-Sands-12B
```
</div>
  </div>

  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">πŸ” Merge Audit</h2>
    </div>
    <div class="section-content"><font face="verdana">

<pre>
[DELLA Audit] Layer: model.layers.33.mlp.down_proj.weight | Lambda=1.00
  [BASE] mistralai--Mistral-Nemo-Instruct-2407             
  UniLLMer--GslayerKaa                              : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                    33.3% (W:0.50 D:0.90 N:4.89 E:0.09)
  inflatebot--MN-12B-Mag-Mell-R1                    : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                            17.7% (W:0.50 D:0.90 N:2.59 E:0.09)
  redrix--GodSlayer-12B-ABYSS                       : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                     31.3% (W:0.50 D:0.90 N:4.59 E:0.09)
  taozi555--MN-12B-Mag-Mell-R1-KTO                  : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                            17.7% (W:0.50 D:0.90 N:2.59 E:0.09)

[DELLA Audit] Layer: model.layers.33.mlp.gate_proj.weight | Lambda=1.00
  [BASE] mistralai--Mistral-Nemo-Instruct-2407             
  UniLLMer--GslayerKaa                              : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                 38.5% (W:0.50 D:0.90 N:7.05 E:0.09)
  inflatebot--MN-12B-Mag-Mell-R1                    : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                             14.8% (W:0.50 D:0.90 N:2.70 E:0.09)
  redrix--GodSlayer-12B-ABYSS                       : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                     31.9% (W:0.50 D:0.90 N:5.84 E:0.09)
  taozi555--MN-12B-Mag-Mell-R1-KTO                  : β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ                                             14.8% (W:0.50 D:0.90 N:2.71 E:0.09)
</pre>

</font></div>
  </div>

</html>