Text Generation
Transformers
Safetensors
NeMo
English
mistral
creative
creative writing
fiction writing
plot generation
sub-plot generation
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
Merge
mergekit
conversational
text-generation-inference
Instructions to use DarkArtsForge/Savage-Sands-12B-MPOA with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use DarkArtsForge/Savage-Sands-12B-MPOA with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="DarkArtsForge/Savage-Sands-12B-MPOA") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForMultimodalLM tokenizer = AutoTokenizer.from_pretrained("DarkArtsForge/Savage-Sands-12B-MPOA") model = AutoModelForMultimodalLM.from_pretrained("DarkArtsForge/Savage-Sands-12B-MPOA") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - NeMo
How to use DarkArtsForge/Savage-Sands-12B-MPOA with NeMo:
# tag did not correspond to a valid NeMo domain.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use DarkArtsForge/Savage-Sands-12B-MPOA with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "DarkArtsForge/Savage-Sands-12B-MPOA" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "DarkArtsForge/Savage-Sands-12B-MPOA", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/DarkArtsForge/Savage-Sands-12B-MPOA
- SGLang
How to use DarkArtsForge/Savage-Sands-12B-MPOA with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "DarkArtsForge/Savage-Sands-12B-MPOA" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "DarkArtsForge/Savage-Sands-12B-MPOA", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "DarkArtsForge/Savage-Sands-12B-MPOA" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "DarkArtsForge/Savage-Sands-12B-MPOA", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use DarkArtsForge/Savage-Sands-12B-MPOA with Docker Model Runner:
docker model run hf.co/DarkArtsForge/Savage-Sands-12B-MPOA
File size: 12,610 Bytes
a9f1b65 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 | ---
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">β οΈ 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">ποΈ 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>βa short, broad-bladed Roman swordβwith 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">π΅ 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.
</details>
</div>
</div>
<div class="section-container">
<div class="section-header">
<div class="section-indicator"></div>
<h2 class="section-title">βοΈ 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: ποΈ Savage-Sands-12B
```
</div>
</div>
<div class="section-container">
<div class="section-header">
<div class="section-indicator"></div>
<h2 class="section-title">π 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 : ββββββββββββββββ 33.3% (W:0.50 D:0.90 N:4.89 E:0.09)
inflatebot--MN-12B-Mag-Mell-R1 : ββββββββ 17.7% (W:0.50 D:0.90 N:2.59 E:0.09)
redrix--GodSlayer-12B-ABYSS : βββββββββββββββ 31.3% (W:0.50 D:0.90 N:4.59 E:0.09)
taozi555--MN-12B-Mag-Mell-R1-KTO : ββββββββ 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 : βββββββββββββββββββ 38.5% (W:0.50 D:0.90 N:7.05 E:0.09)
inflatebot--MN-12B-Mag-Mell-R1 : βββββββ 14.8% (W:0.50 D:0.90 N:2.70 E:0.09)
redrix--GodSlayer-12B-ABYSS : βββββββββββββββ 31.9% (W:0.50 D:0.90 N:5.84 E:0.09)
taozi555--MN-12B-Mag-Mell-R1-KTO : βββββββ 14.8% (W:0.50 D:0.90 N:2.71 E:0.09)
</pre>
</font></div>
</div>
</html> |