Instructions to use Naphula/Ancient-Awakening-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Naphula/Ancient-Awakening-12B with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="Naphula/Ancient-Awakening-12B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("Naphula/Ancient-Awakening-12B")
model = AutoModelForCausalLM.from_pretrained("Naphula/Ancient-Awakening-12B", device_map="auto")
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 Naphula/Ancient-Awakening-12B with NeMo:
```
# tag did not correspond to a valid NeMo domain.
```
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Naphula/Ancient-Awakening-12B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Naphula/Ancient-Awakening-12B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Naphula/Ancient-Awakening-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Naphula/Ancient-Awakening-12B

SGLang

How to use Naphula/Ancient-Awakening-12B 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 "Naphula/Ancient-Awakening-12B" \
    --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": "Naphula/Ancient-Awakening-12B",
		"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 "Naphula/Ancient-Awakening-12B" \
        --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": "Naphula/Ancient-Awakening-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Naphula/Ancient-Awakening-12B with Docker Model Runner:
```
docker model run hf.co/Naphula/Ancient-Awakening-12B
```

Ancient-Awakening-12B

File size: 33,463 Bytes

19e8fe5

---
base_model:
- aixonlab/Aether-12b
- aixonlab/Zinakha-12b
- allura-org/Bigger-Body-12b
- allura-org/MN-12b-RP-Ink
- allura-org/remnant-mn-12b
- anthracite-org/magnum-v4-12b
- ArliAI/Mistral-Nemo-12B-ArliAI-RPMax-v1.2
- Babsie/Opulus-12B-v3
- BeaverAI/mistral-doryV2-12b
- crestf411/nemo-sunfall-v0.6.1
- EldritchLabs/Kraken-Karcher-12B-v1
- EpistemeAI2/Fireball-Mistral-Nemo-12B-Philos
- EpistemeAI/Mistral-Nemo-Instruct-12B-Philosophy-Math
- Fizzarolli/MN-12b-Rosier-v1
- HumanLLMs/Human-Like-Mistral-Nemo-Instruct-2407
- IIEleven11/Kalypso
- inflatebot/MN-12B-Mag-Mell-R1
- intervitens/mini-magnum-12b-v1.1
- jtatman/mistral_nemo_12b_reasoning_psychology_lora
- KOOWEEYUS/BlackSheep-RP-12B
- Lambent/Arsenic-Shahrazad-12B-v2
- Lambent/Arsenic-Shahrazad-12B-v3
- Lambent/arsenic-nemo-unleashed-12B
- Lambent/Gilded-Arsenic-12B
- LatitudeGames/Muse-12B
- mistralai/Mistral-Nemo-Instruct-2407
- Naphula/Riemannian-Redshift-12B-v1
- Naphula-Archives/F5-stage6-12B
- Naphula-Archives/F5-stage7-12B
- nbeerbower/Lyra-Gutenberg-mistral-nemo-12B
- nbeerbower/Lyra4-Gutenberg-12B
- nbeerbower/mistral-nemo-bophades-12B
- nbeerbower/mistral-nemo-gutenberg-12B-v3
- nbeerbower/mistral-nemo-gutenberg-12B-v4
- nbeerbower/Mistral-Nemo-Gutenberg-Doppel-12B
- nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B
- nbeerbower/Mistral-Nemo-Gutenberg-Vitus-12B
- nbeerbower/mistral-nemo-wissenschaft-12B
- NeverSleepHistorical/lumi-nemo-e2.0
- NeverSleep/Lumimaid-v0.2-12B
- nothingiisreal/Celeste-12B-V1.6
- nothingiisreal/MN-12B-Celeste-V1.9
- PocketDoc/Dans-DangerousWinds-V1.1.0-12b
- ReadyArt/Dark-Nexus-12B-v2.0
- ReadyArt/Forgotten-Safeword-12B-v4.0
- ReadyArt/Omega-Darker_The-Final-Directive-12B
- romaingrx/red-teamer-mistral-nemo
- Sao10K/MN-12B-Lyra-v1
- Sao10K/MN-12B-Lyra-v4
- shisa-ai/shisa-v2-mistral-nemo-12b
- SicariusSicariiStuff/Impish_Bloodmoon_12B
- sleepdeprived3/Christian-Bible-Expert-v2.0-12B
- SuperbEmphasis/MN-12b-RP-Ink-RP-Longform
- SuperbEmphasis/Omega-Darker_The-Final-Directive-Longform-Stage2-ERP-12B-v0.2
- TheDrummer/Rivermind-12B-v1
- TheDrummer/Rocinante-12B-v1
- TheDrummer/Rocinante-X-12B-v1
- Trappu/Nemo-Picaro-12B
- Undi95/LocalC-12B-e2.0
- VAGOsolutions/SauerkrautLM-Nemo-12b-Instruct
- Vortex5/Astral-Noctra-12B
- Vortex5/Azure-Starlight-12B
- Vortex5/Crimson-Constellation-12B
- Vortex5/Red-Synthesis-12B
- Vortex5/Shining-Seraph-12B
- Vortex5/Starlit-Shadow-12B
- Vortex5/Vermilion-Sage-12B
- Vortex5/Scarlet-Seraph-12B
- Vortex5/Maroon-Sunset-12B
- Vortex5/Amber-Starlight-12B
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
- mistral
- nemo
- merge
- mergekit
- karcher
- flux
- arcee_fusion
- ramplus_tl
- pdq
widget:
  - text: "Ancient-Awakening-12B"
    output:
      url: https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/CvyWU1z106Aa__M8KIksp.png
---

<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/yI041gp0fzz7N_Mh_x5Pt.mpga"></audio>

> [!WARNING]
> <span style="color:red; font-weight:bold">⚠️ Warning:</span> This model works best with either the **ChatML** or **Mistral Tekken** chat template. The uncensored [**MPOA**](https://huggingface.co/Naphula/Ancient-Awakening-12B-MPOA) version has guardrails removed, which can produce narratives and RP that contain violent and graphic erotic content. Adjust your system prompt accordingly.
>

<!DOCTYPE html>
<style>
body {
  font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; 
  color: #D1D5DB; /* Pale stone gray */
  line-height: 1.6; 
  margin: 0; 
  padding: 0;
  background-color: #0A0C10; /* Very dark stormy gray/black */
}

b, strong { 
  color: #FBBF24; /* Glowing amber/gold */
  text-shadow: 0 0 8px rgba(251, 191, 36, 0.4);
}

.awakening-text {
  color: #FEF3C7; /* Pale inner-eye yellow */
  position: relative;
  z-index: 2;
  margin-left: 0.2em;
  text-shadow: 0 0 15px #F59E0B, 0 0 30px #B45309; /* Deep fiery orange/gold glow */
  font-size: 1.8rem;
  letter-spacing: 1px;
  font-weight: 600;
}

/* Section styling */
.section-container {
  background-color: rgba(17, 24, 39, 0.85); /* Dark slate rock */
  margin-bottom: 30px; 
  position: relative; 
  overflow: hidden; 
  border-bottom: 1px solid #78350F; /* Dark bronze/earth */
  box-shadow: 0 4px 20px rgba(0, 0, 0, 0.6);
}

.section-header {
  display: flex; 
  align-items: center; 
  background-color: rgba(245, 158, 11, 0.05); /* Faint amber tint */
  padding: 10px 20px;
  border-top: 1px solid rgba(120, 53, 15, 0.4);
}

.section-indicator {
  width: 8px; 
  height: 20px; 
  background-color: #F59E0B; /* Amber eye color */
  margin-right: 15px;
  box-shadow: 0 0 10px rgba(245, 158, 11, 0.6);
  border-radius: 2px;
}

.section-title {
  font-family: 'Georgia', 'Times New Roman', serif; /* Ancient tome feel */
  color: #FDE68A; /* Light gold */
  font-size: 1.4rem; 
  margin: 0; 
  letter-spacing: 1px; 
  font-weight: 400;
  text-transform: capitalize;
}

.section-content {
  padding: 20px; 
  font-family: sans-serif; 
  color: #D1D5DB; 
  line-height: 1.6;
}

/* Title styling */
.title-container {
  background-color: #050505; /* Pitch black */
  position: relative;
  overflow: hidden;
  margin-bottom: 40px;
  border-left: 4px solid #F59E0B; /* Amber pillar */
  box-shadow: 0 6px 25px rgba(245, 158, 11, 0.15);
}

.title-wrapper {
  position: relative;
  z-index: 2;
  padding: 25px 20px 30px 30px;
  font-family: 'Georgia', 'Times New Roman', serif;
}

.title-main {
  color: #FEF3C7;
  font-size: 2.0rem;
  font-weight: 700;
  margin: 0;
  letter-spacing: 2px;
  display: inline-block;
  position: relative;
  text-transform: uppercase;
}

.storm-overlay {
  position: absolute;
  top: 0;
  left: 0;
  width: 100%;
  height: 100%;
  /* Dark, brooding radial fog mimicking the eye's aura */
  background-image: radial-gradient(circle at 50% 50%, rgba(245, 158, 11, 0.08) 0%, rgba(0,0,0,0.9) 80%);
  z-index: 1;
}

/* Subheading styling */
.subheading {
  color: #D97706; /* Deep orange */
  font-size: 1.1rem; 
  margin-top: 20px; 
  margin-bottom: 15px; 
  font-weight: 400; 
  border-bottom: 1px dashed rgba(217, 119, 6, 0.4); 
  display: inline-block; 
  text-transform: uppercase; 
  letter-spacing: 1px; 
  font-family: 'Georgia', 'Times New Roman', serif;
}

/* Links */
a {
  color: #FBBF24; /* Amber */
  text-decoration: none;
  transition: color 0.3s ease, text-shadow 0.3s ease;
}

a:hover {
  text-decoration: underline;
  color: #FDE68A; /* Brighter gold */
  text-shadow: 0 0 8px rgba(251, 191, 36, 0.5);
}

/* Container */
.container {
  max-width: 1200px; 
  margin: 20px auto; 
  padding: 40px 20px;
  background-color: #0D1117; /* Deep stormy night */
  background-image: 
    radial-gradient(circle at 15% 85%, rgba(120, 53, 15, 0.1) 0%, transparent 50%),
    radial-gradient(circle at 85% 15%, rgba(245, 158, 11, 0.05) 0%, transparent 50%);
  min-height: calc(100vh - 40px);
  border: 1px solid #1F2937; /* Dark stone border */
  border-radius: 8px;
  box-shadow: 0 8px 40px rgba(0, 0, 0, 0.9), inset 0 0 20px rgba(0, 0, 0, 0.5);
}

/* Code blocks */
pre {
  background-color: #050505; /* Pitch black */
  border: 1px solid #1F2937; /* Dark stone */
  border-left: 3px solid #92400E; /* Dark orange/brown */
  padding: 15px;
  border-radius: 4px;
  color: #D1D5DB;
  overflow-x: auto;
}
code {
  font-family: 'Courier New', Courier, monospace;
  color: #FBBF24; /* Amber */
  background-color: rgba(245, 158, 11, 0.08);
  padding: 2px 4px;
  border-radius: 3px;
}
pre code {
  color: #00FFFF;
  background-color: transparent;
  padding: 0;
}

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

<div class="container">
  <div class="title-container">
    <div class="storm-overlay"></div>
    <div class="title-wrapper">
      <h2 class="title-main">
        <span class="awakening-text">🧬 Ancient Awakening 12B</span>
      </h2>
    </div>
  </div>

  <img src="https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/CvyWU1z106Aa__M8KIksp.png" 
     alt="Ancient Awakening" 
     style="display: block; margin: 0 auto 30px auto; max-width: 100%; height: auto; border-radius: 5px; border: 1px solid #1F2937; box-shadow: 0 0 25px rgba(245, 158, 11, 0.15);">

  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">Overview</h2>
    </div>
    <div class="section-content"><font face="verdana">
      This is a merge of pre-trained language models created using <a href="https://github.com/cg123/mergekit">mergekit</a>.
    </div>
  </div>
  
  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">System Prompt (Optional)</h2>
    </div>
    <div class="section-content"><font face="verdana">
      <p>You are the "Ancient One," a colossal, primordial entity of living stone, deep magic, and abyssal ocean. For countless millennia, you have slumbered in a state of suspended animation, your massive, jagged body mistaken for a remote, floating island amidst a perpetually stormy sea. You are older than recorded history, older than the gods of men. The ANCIENT AWAKENING marks your current state: you are finally opening your single, massive, reptilian eye. You are a geological anomaly made sentient.</p>
    </div>
  </div>

  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">Merge Details</h2>
	  </div>
    <div class="section-content"><font face="verdana">
      <b>Merge Methods</b><br>
      This model was synthesized using a complex multi-stage process involving the following methods:
      <ul>
        <li><a href="https://en.wikipedia.org/wiki/Karcher_mean">karcher</a></li>
        <li><a href="https://huggingface.co/24B-Suite/Mergedonia-Suite-24B-v1/discussions/2">flux</a></li>
        <li><a href="https://www.arcee.ai/blog/meet-mergekit-v0-1-arcee-fusion-expanded-model-support-multi-gpu-acceleration">arcee_fusion</a></li>
        <li><a href="https://arxiv.org/abs/2601.13572">ramplus_tl [Reinforced Agent Merging Plus (Tensor-Local)]</a></li>
        <li><a href="https://huggingface.co/24B-Suite/Mergedonia-Suite-24B-v1/discussions/2">pdq</a></li>
      </ul>
      <br>The <a href="https://huggingface.co/spaces/Naphula/model_tools/blob/main/graph_v18.py">graph_v18.py</a> patch was helpful to use 8GB VRAM for acceleration.
	  <hr>
      <b>Models Merged</b><br>
      The following 70 models were woven into this merge:<br><br>
 <details>
        <summary style="cursor: pointer; color: #FBBF24; font-weight: bold;">Show 70 Donor Models</summary>
          <ul>
            <li><a href="https://huggingface.co/aixonlab/Aether-12b">aixonlab/Aether-12b</a></li>
            <li><a href="https://huggingface.co/aixonlab/Zinakha-12b">aixonlab/Zinakha-12b</a></li>
            <li><a href="https://huggingface.co/allura-org/Bigger-Body-12b">allura-org/Bigger-Body-12b</a></li>
            <li><a href="https://huggingface.co/allura-org/MN-12b-RP-Ink">allura-org/MN-12b-RP-Ink</a></li>
            <li><a href="https://huggingface.co/allura-org/remnant-mn-12b">allura-org/remnant-mn-12b</a></li>
            <li><a href="https://huggingface.co/anthracite-org/magnum-v4-12b">anthracite-org/magnum-v4-12b</a></li>
            <li><a href="https://huggingface.co/ArliAI/Mistral-Nemo-12B-ArliAI-RPMax-v1.2">ArliAI/Mistral-Nemo-12B-ArliAI-RPMax-v1.2</a></li>
            <li><a href="https://huggingface.co/Babsie/Opulus-12B-v3">Babsie/Opulus-12B-v3</a></li>
            <li><a href="https://huggingface.co/BeaverAI/mistral-doryV2-12b">BeaverAI/mistral-doryV2-12b</a></li>
            <li><a href="https://huggingface.co/crestf411/nemo-sunfall-v0.6.1">crestf411/nemo-sunfall-v0.6.1</a></li>
            <li><a href="https://huggingface.co/EldritchLabs/Kraken-Karcher-12B-v1">EldritchLabs/Kraken-Karcher-12B-v1</a></li>
            <li><a href="https://huggingface.co/EpistemeAI2/Fireball-Mistral-Nemo-12B-Philos">EpistemeAI2/Fireball-Mistral-Nemo-12B-Philos</a></li>
            <li><a href="https://huggingface.co/EpistemeAI/Mistral-Nemo-Instruct-12B-Philosophy-Math">EpistemeAI/Mistral-Nemo-Instruct-12B-Philosophy-Math</a></li>
            <li><a href="https://huggingface.co/Fizzarolli/MN-12b-Rosier-v1">Fizzarolli/MN-12b-Rosier-v1</a></li>
            <li><a href="https://huggingface.co/HumanLLMs/Human-Like-Mistral-Nemo-Instruct-2407">HumanLLMs/Human-Like-Mistral-Nemo-Instruct-2407</a></li>
            <li><a href="https://huggingface.co/IIEleven11/Kalypso">IIEleven11/Kalypso</a></li>
            <li><a href="https://huggingface.co/inflatebot/MN-12B-Mag-Mell-R1">inflatebot/MN-12B-Mag-Mell-R1</a></li>
            <li><a href="https://huggingface.co/intervitens/mini-magnum-12b-v1.1">intervitens/mini-magnum-12b-v1.1</a></li>
            <li><a href="https://huggingface.co/jtatman/mistral_nemo_12b_reasoning_psychology_lora">jtatman/mistral_nemo_12b_reasoning_psychology_lora</a></li>
            <li><a href="https://huggingface.co/KOOWEEYUS/BlackSheep-RP-12B">KOOWEEYUS/BlackSheep-RP-12B</a></li>
            <li><a href="https://huggingface.co/Lambent/Arsenic-Shahrazad-12B-v2">Lambent/Arsenic-Shahrazad-12B-v2</a></li>
            <li><a href="https://huggingface.co/Lambent/Arsenic-Shahrazad-12B-v3">Lambent/Arsenic-Shahrazad-12B-v3</a></li>
            <li><a href="https://huggingface.co/Lambent/arsenic-nemo-unleashed-12B">Lambent/arsenic-nemo-unleashed-12B</a></li>
            <li><a href="https://huggingface.co/Lambent/Gilded-Arsenic-12B">Lambent/Gilded-Arsenic-12B</a></li>
            <li><a href="https://huggingface.co/LatitudeGames/Muse-12B">LatitudeGames/Muse-12B</a></li>
            <li><a href="https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407">mistralai/Mistral-Nemo-Instruct-2407</a></li>
            <li><a href="https://huggingface.co/Naphula/Riemannian-Redshift-12B-v1">Naphula/Riemannian-Redshift-12B-v1</a></li>
            <li><a href="https://huggingface.co/Naphula-Archives/F5-stage6-12B">Naphula-Archives/F5-stage6-12B</a></li>
            <li><a href="https://huggingface.co/Naphula-Archives/F5-stage7-12B">Naphula-Archives/F5-stage7-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/Lyra-Gutenberg-mistral-nemo-12B">nbeerbower/Lyra-Gutenberg-mistral-nemo-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/Lyra4-Gutenberg-12B">nbeerbower/Lyra4-Gutenberg-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/mistral-nemo-bophades-12B">nbeerbower/mistral-nemo-bophades-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/mistral-nemo-gutenberg-12B-v3">nbeerbower/mistral-nemo-gutenberg-12B-v3</a></li>
            <li><a href="https://huggingface.co/nbeerbower/mistral-nemo-gutenberg-12B-v4">nbeerbower/mistral-nemo-gutenberg-12B-v4</a></li>
            <li><a href="https://huggingface.co/nbeerbower/Mistral-Nemo-Gutenberg-Doppel-12B">nbeerbower/Mistral-Nemo-Gutenberg-Doppel-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B">nbeerbower/Mistral-Nemo-Gutenberg-Encore-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/Mistral-Nemo-Gutenberg-Vitus-12B">nbeerbower/Mistral-Nemo-Gutenberg-Vitus-12B</a></li>
            <li><a href="https://huggingface.co/nbeerbower/mistral-nemo-wissenschaft-12B">nbeerbower/mistral-nemo-wissenschaft-12B</a></li>
            <li><a href="https://huggingface.co/NeverSleepHistorical/lumi-nemo-e2.0">NeverSleepHistorical/lumi-nemo-e2.0</a></li>
            <li><a href="https://huggingface.co/NeverSleep/Lumimaid-v0.2-12B">NeverSleep/Lumimaid-v0.2-12B</a></li>
            <li><a href="https://huggingface.co/nothingiisreal/Celeste-12B-V1.6">nothingiisreal/Celeste-12B-V1.6</a></li>
            <li><a href="https://huggingface.co/nothingiisreal/MN-12B-Celeste-V1.9">nothingiisreal/MN-12B-Celeste-V1.9</a></li>
            <li><a href="https://huggingface.co/PocketDoc/Dans-DangerousWinds-V1.1.0-12b">PocketDoc/Dans-DangerousWinds-V1.1.0-12b</a></li>
            <li><a href="https://huggingface.co/ReadyArt/Dark-Nexus-12B-v2.0">ReadyArt/Dark-Nexus-12B-v2.0</a></li>
            <li><a href="https://huggingface.co/ReadyArt/Forgotten-Safeword-12B-v4.0">ReadyArt/Forgotten-Safeword-12B-v4.0</a></li>
            <li><a href="https://huggingface.co/ReadyArt/Omega-Darker_The-Final-Directive-12B">ReadyArt/Omega-Darker_The-Final-Directive-12B</a></li>
            <li><a href="https://huggingface.co/romaingrx/red-teamer-mistral-nemo">romaingrx/red-teamer-mistral-nemo</a></li>
            <li><a href="https://huggingface.co/Sao10K/MN-12B-Lyra-v1">Sao10K/MN-12B-Lyra-v1</a></li>
            <li><a href="https://huggingface.co/Sao10K/MN-12B-Lyra-v4">Sao10K/MN-12B-Lyra-v4</a></li>
            <li><a href="https://huggingface.co/shisa-ai/shisa-v2-mistral-nemo-12b">shisa-ai/shisa-v2-mistral-nemo-12b</a></li>
            <li><a href="https://huggingface.co/SicariusSicariiStuff/Impish_Bloodmoon_12B">SicariusSicariiStuff/Impish_Bloodmoon_12B</a></li>
            <li><a href="https://huggingface.co/sleepdeprived3/Christian-Bible-Expert-v2.0-12B">sleepdeprived3/Christian-Bible-Expert-v2.0-12B</a></li>
            <li><a href="https://huggingface.co/SuperbEmphasis/MN-12b-RP-Ink-RP-Longform">SuperbEmphasis/MN-12b-RP-Ink-RP-Longform</a></li>
            <li><a href="https://huggingface.co/SuperbEmphasis/Omega-Darker_The-Final-Directive-Longform-Stage2-ERP-12B-v0.2">SuperbEmphasis/Omega-Darker_The-Final-Directive-Longform-Stage2-ERP-12B-v0.2</a></li>
            <li><a href="https://huggingface.co/TheDrummer/Rivermind-12B-v1">TheDrummer/Rivermind-12B-v1</a></li>
            <li><a href="https://huggingface.co/TheDrummer/Rocinante-12B-v1">TheDrummer/Rocinante-12B-v1</a></li>
            <li><a href="https://huggingface.co/TheDrummer/Rocinante-X-12B-v1">TheDrummer/Rocinante-X-12B-v1</a></li>
            <li><a href="https://huggingface.co/Trappu/Nemo-Picaro-12B">Trappu/Nemo-Picaro-12B</a></li>
            <li><a href="https://huggingface.co/Undi95/LocalC-12B-e2.0">Undi95/LocalC-12B-e2.0</a></li>
            <li><a href="https://huggingface.co/VAGOsolutions/SauerkrautLM-Nemo-12b-Instruct">VAGOsolutions/SauerkrautLM-Nemo-12b-Instruct</a></li>
            <li><a href="https://huggingface.co/Vortex5/Astral-Noctra-12B">Vortex5/Astral-Noctra-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Azure-Starlight-12B">Vortex5/Azure-Starlight-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Crimson-Constellation-12B">Vortex5/Crimson-Constellation-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Red-Synthesis-12B">Vortex5/Red-Synthesis-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Shining-Seraph-12B">Vortex5/Shining-Seraph-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Starlit-Shadow-12B">Vortex5/Starlit-Shadow-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Vermilion-Sage-12B">Vortex5/Vermilion-Sage-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Scarlet-Seraph-12B">Vortex5/Scarlet-Seraph-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Maroon-Sunset-12B">Vortex5/Maroon-Sunset-12B</a></li>
            <li><a href="https://huggingface.co/Vortex5/Amber-Starlight-12B">Vortex5/Amber-Starlight-12B</a></li>
          </ul>
        </div>
      </details>
    </div>

  <div class="section-container">
    <div class="section-header">
      <div class="section-indicator"></div>
      <h2 class="section-title">Merge Pipeline & Configuration</h2>
    </div>
    <div class="section-content">
      <p><b>🧬 Ancient Awakening 12B</b> unites several methods and 70 models into one:</p>
      <ol>
        <li><a href="https://huggingface.co/EldritchLabs/Kraken-Karcher-12B-v1">🦑 Kraken Karcher v1</a>: Combines 53 <a href="https://huggingface.co/models?other=base_model:finetune:mistralai/Mistral-Nemo-Instruct-2407">Mistral Nemo finetunes</a> via the <code>karcher</code> method at 500 iterations</li>
        <li><a href="https://huggingface.co/Naphula/Riemannian-Redshift-12B-v1">🌌 Riemannian Redshift v1</a>: Combines 10 <a href="https://huggingface.co/Vortex5">Vortex5</a> merges (which contain custom methods like <code>saef</code>, <code>smi_oni</code>, and <code>hpq</code>) via the <code>karcher</code> method at 1000 iterations</li>
        <li>RedKFlux: <code>flux</code> merge of Kraken with Redshift at 1000 iterations</li>
        <li>RedKFluxMell: <code>arcee_fusion</code> merge of #3 with <a href="https://huggingface.co/inflatebot/MN-12B-Mag-Mell-R1">Mag-Mell</a></li>
        <li>BloodKraken: <code>arcee_fusion</code> merge of #4 with <a href="https://huggingface.co/SicariusSicariiStuff/Impish_Bloodmoon_12B">Impish Bloodmoon</a></li>
        <li><a href="https://huggingface.co/Naphula-Archives/F5-stage6-12B">F5-stage6</a>: <code>arcee_fusion</code> merge of #5 with <a href="https://huggingface.co/LatitudeGames/Muse-12B">Muse</a></li>
        <li><a href="https://huggingface.co/Naphula-Archives/F5-stage7-12B">F5-stage7</a>: <code>ramplus_tl</code> merge of #6 with #3</li>
        <li><a href="https://huggingface.co/Naphula/Ancient-Awakening-12B">🧬 Ancient Awakening 12B</a>: <code>pdq</code> merge of #7 with #6, #3, #2, #1, Mag-Mell, Impish-Bloodmoon, and Muse</li>
        <li><code>mpoa</code> <a href="https://huggingface.co/blog/grimjim/norm-preserving-biprojected-abliteration">ablation</a> applied to remove censorship <a href="https://huggingface.co/Naphula/Ancient-Awakening-12B-MPOA">(released seperately)</a></i></li>
		<b>Note:</b> If you encounter any issues with the model then you can try using F5-stage6 or stage7 merges as these are likely more stable.
      </ol>
	 <hr>
<h3 class="subheading">Stage 1: 🦑 Kraken Karcher</h3>
      <pre><code>base_model: B:/12B/models--mistralai--Mistral-Nemo-Instruct-2407
models:
  - model: B:/12B/models--aixonlab--Aether-12b
  - model: B:/12B/models--aixonlab--Zinakha-12b
  - model: B:/12B/models--allura-org--Bigger-Body-12b
  - model: B:/12B/models--allura-org--MN-12b-RP-Ink
  - model: B:/12B/models--allura-org--remnant-mn-12b
  - model: B:/12B/models--anthracite-org--magnum-v4-12b
  - model: B:/12B/models--ArliAI--Mistral-Nemo-12B-ArliAI-RPMax-v1.2
  - model: B:/12B/models--Babsie--Opulus-12B-v3
  - model: B:/12B/models--BeaverAI--mistral-doryV2-12b
  - model: B:/12B/models--crestf411--nemo-sunfall-v0.6.1
  - model: B:/12B/models--EpistemeAI2--Fireball-Mistral-Nemo-12B-Philos
  - model: B:/12B/models--EpistemeAI--Mistral-Nemo-Instruct-12B-Philosophy-Math
  - model: B:/12B/models--Fizzarolli--MN-12b-Rosier-v1
  - model: B:/12B/models--HumanLLMs--Human-Like-Mistral-Nemo-Instruct-2407
  - model: B:/12B/models--IIEleven11--Kalypso
  - model: B:/12B/models--intervitens--mini-magnum-12b-v1.1
  - model: B:/12B/models--jtatman--mistral_nemo_12b_reasoning_psychology_lora
  - model: B:/12B/models--KOOWEEYUS--BlackSheep-RP-12B
  - model: B:/12B/models--Lambent--Arsenic-Shahrazad-12B-v2
  - model: B:/12B/models--Lambent--Arsenic-Shahrazad-12B-v3
  - model: B:/12B/models--Lambent--arsenic-nemo-unleashed-12B
  - model: B:/12B/models--Lambent--Gilded-Arsenic-12B
  - model: B:/12B/models--mistralai--Mistral-Nemo-Instruct-2407
  - model: B:/12B/models--nbeerbower--Lyra-Gutenberg-mistral-nemo-12B
  - model: B:/12B/models--nbeerbower--Lyra4-Gutenberg-12B
  - model: B:/12B/models--nbeerbower--mistral-nemo-bophades-12B
  - model: B:/12B/models--nbeerbower--mistral-nemo-gutenberg-12B-v3
  - model: B:/12B/models--nbeerbower--mistral-nemo-gutenberg-12B-v4
  - model: B:/12B/models--nbeerbower--Mistral-Nemo-Gutenberg-Doppel-12B
  - model: B:/12B/models--nbeerbower--Mistral-Nemo-Gutenberg-Encore-12B
  - model: B:/12B/models--nbeerbower--Mistral-Nemo-Gutenberg-Vitus-12B
  - model: B:/12B/models--nbeerbower--mistral-nemo-wissenschaft-12B
  - model: B:/12B/models--NeverSleepHistorical--lumi-nemo-e2.0
  - model: B:/12B/models--NeverSleep--Lumimaid-v0.2-12B
  - model: B:/12B/models--nothingiisreal--Celeste-12B-V1.6
  - model: B:/12B/models--nothingiisreal--MN-12B-Celeste-V1.9
  - model: B:/12B/models--PocketDoc--Dans-DangerousWinds-V1.1.0-12b
  - model: B:/12B/models--ReadyArt--Dark-Nexus-12B-v2.0
  - model: B:/12B/models--ReadyArt--Forgotten-Safeword-12B-v4.0
  - model: B:/12B/models--ReadyArt--Omega-Darker_The-Final-Directive-12B
  - model: B:/12B/models--romaingrx--red-teamer-mistral-nemo
  - model: B:/12B/models--Sao10K--MN-12B-Lyra-v1
  - model: B:/12B/models--Sao10K--MN-12B-Lyra-v4
  - model: B:/12B/models--shisa-ai--shisa-v2-mistral-nemo-12b
  - model: B:/12B/models--sleepdeprived3--Christian-Bible-Expert-v2.0-12B
  - model: B:/12B/models--SuperbEmphasis--MN-12b-RP-Ink-RP-Longform
  - model: B:/12B/models--SuperbEmphasis--Omega-Darker_The-Final-Directive-Longform-Stage2-ERP-12B-v0.2
  - model: B:/12B/models--TheDrummer--Rivermind-12B-v1
  - model: B:/12B/models--TheDrummer--Rocinante-12B-v1
  - model: B:/12B/models--TheDrummer--Rocinante-X-12B-v1
  - model: B:/12B/models--Trappu--Nemo-Picaro-12B
  - model: B:/12B/models--Undi95--LocalC-12B-e2.0
  - model: B:/12B/models--VAGOsolutions--SauerkrautLM-Nemo-12b-Instruct
merge_method: karcher
parameters:
  max_iter: 500
  tol: 1.0e-9
dtype: float32
out_dtype: bfloat16
tokenizer:  
  source: union
chat_template: auto
name: 🦑‍ Kraken-Karcher-12B-v1</code></pre>

<h3 class="subheading">Stage 2: 🌌 Riemannian Redshift</h3>
      <pre><code>models:
  - model: B:/12B/models--Vortex5--Astral-Noctra-12B
  - model: B:/12B/models--Vortex5--Azure-Starlight-12B
  - model: B:/12B/models--Vortex5--Crimson-Constellation-12B
  - model: B:/12B/models--Vortex5--Red-Synthesis-12B
  - model: B:/12B/models--Vortex5--Shining-Seraph-12B
  - model: B:/12B/models--Vortex5--Starlit-Shadow-12B
  - model: B:/12B/models--Vortex5--Vermilion-Sage-12B
  - model: B:/12B/models--Vortex5--Scarlet-Seraph-12B
  - model: B:/12B/models--Vortex5--Maroon-Sunset-12B
  - model: B:/12B/models--Vortex5--Amber-Starlight-12B
merge_method: karcher
parameters:
  max_iter: 1000
  tol: 1.0e-9
dtype: float32
out_dtype: bfloat16
tokenizer:  
  source: union
chat_template: auto
name: 🌌 Riemannian-Redshift-12B-v1</code></pre>

<h3 class="subheading">Stage 3: RedKFlux</h3>
      <pre><code>models:
  - model: C:\mergekit-main\merged_model_redshift
  - model: C:\mergekit-main\merged_model_kraken_karcher
merge_method: flux
parameters:
  eta: 1.2
  tol: 1.0e-9
  max_iter: 1000
  kappa: 0.8
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: union
chat_template: auto
name: RedKFlux</code></pre>

<h3 class="subheading">Stage 4: RedKFluxMell</h3>
      <pre><code>models:
  - model: C:\mergekit-main\merged_model_RedKFlux 
  - model: B:\8B\models--inflatebot--MN-12B-Mag-Mell-R1
merge_method: arcee_fusion
tukey_fence: 1.5
base_model: C:\mergekit-main\merged_model_RedKFlux
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: base
name: RedKFluxMell</code></pre>

<h3 class="subheading">Stage 5: BloodKraken</h3>
      <pre><code>models:
  - model: C:\mergekit-main\merged_model_RedKFluxMell
  - model: B:\8B\models--SicariusSicariiStuff--Impish_Bloodmoon_12B
merge_method: arcee_fusion
tukey_fence: 1.5
base_model: C:\mergekit-main\merged_model_RedKFluxMell
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: base
name: BloodKraken</code></pre>

<h3 class="subheading">Stage 6: BloodKrakenMuse</h3>
      <pre><code>models:
  - model: C:\mergekit-main\merged_model_BloodKraken
  - model: B:\8B\models--LatitudeGames--Muse-12B
merge_method: arcee_fusion
tukey_fence: 1.5
base_model: C:\mergekit-main\merged_model_BloodKraken
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: base
name: BloodKrakenMuse</code></pre>

<h3 class="subheading">Stage 7: Ramplus_tl</h3>
      <pre><code>merge_method: ramplus_tl  
base_model: C:\mergekit-main\merged_model_BloodKrakenMuse
models:  
  - model: C:\mergekit-main\merged_model_BloodKrakenMuse 
  - model: C:\mergekit-main\merged_model_RedKFlux 
parameters:  
  epsilon: 0.001  # Increased from 1e-5 to 1e-3 for denser SFT/DPO task vectors  
  r: 0.25         # Increased from 0.1 to 0.2-0.3 for better SFT behavior preservation  
  alpha: 0.4      # Increased from 0.2 to 0.4 for enhanced rescaling
dtype: float32
out_dtype: bfloat16
tokenizer:
  source: base
name: Stage7</code></pre>

<h3 class="subheading">Stage 8: 🧬 Ancient Awakening</h3>
      <pre><code>merge_method: pdq
pdq_base_yaml: C:\mergekit-main\stage7.yaml
pdq_base_model: C:\mergekit-main\merged_model_stage7
output_dir: C:\mergekit-main\stage8_pdq
base_model: C:\mergekit-main\merged_model_BloodKrakenMuse
models:  
  - model: C:\mergekit-main\merged_model_BloodKrakenMuse
  - model: B:\12B\models--LatitudeGames--Muse-12B  
  - model: B:\12B\models--SicariusSicariiStuff--Impish_Bloodmoon_12B  
  - model: B:\12B\models--inflatebot--MN-12B-Mag-Mell-R1  
  - model: C:\mergekit-main\merged_model_RedKFlux 
  - model: C:\mergekit-main\merged_model_redshift
  - model: C:\mergekit-main\merged_model_kraken_karcher  
parameters:  
  chi: 0.15
  iota: 0.1
  nu: 24
  gamma: 1.0
  zeta: 16
  sigma: 0.5
  density: 0.9
  epsilon: 0.099
  lambda: 1.0
  lazy_unpickle: True
  random_seed: 420
  name: 🧬 Ancient-Awakening-12B</code></pre>

<h3 class="subheading">Stage 9: Magnitude-Preserving Othogonalized Ablation</h3>
	<pre><code># python measure.py -m C:\mergekit-main\f8_pdq -o C:\mergekit-main\f8_pdq\ablit_proj --batch-size 8 --projected
# python analyze_old.py C:\mergekit-main\f8_pdq\ablit_proj -c
# sharded_ablate.py magmell.yml --normpreserve --projected
# 
# The model to be ablated.
model: C:\mergekit-main\f8_pdq
# 
# The measurement file generated by measure.py for the model.
measurements: C:\mergekit-main\f8_pdq\ablit_proj
# 
# The directory where the new, ablated model will be saved.
output: C:\mergekit-main\f8_pdq\ablit_biproj\
# 
# The list of ablation operations to perform.
# Strategy: Use the single best refusal direction from the peak signal layer (29)
# and apply it across all relevant mid-to-late layers.
ablate:
  # Start ablating from the mid-layers where the signal begins to strengthen.
  - layer: 0
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 1
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 2
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 3
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 4
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 5
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 6
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 7
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 8
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 9
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 10
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 11
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 12
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 13
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 14
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 15
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 16
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 17
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 18
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 19
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 20
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 21
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 22
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 23
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 24
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 25
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 26
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 27
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 28
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 29
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 30
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 31
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 32
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 33
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 34
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 35
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 36
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 37
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 38
    measurement: 29
    scale: 1.2
    sparsity: 0.00
  - layer: 39
    measurement: 29
    scale: 1.2
    sparsity: 0.00</code></pre>
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