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---
license: apache-2.0
base_model:
- Delta-Vector/MS3.2-Austral-24B-KTO
language:
- en
library_name: transformers
tags:
- roleplay
- finetune
- axolotl
- adventure
- creative-writing
- Mistral
- 24B
datasets:
- PocketDoc/Dans-Prosemaxx-RepRemover-1
---
<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  <title>Austral 24B Winton</title>
  <link href="" rel="stylesheet">
  <style>
    body {
      font-family: 'Roboto Slab', serif;
      background: linear-gradient(135deg, #8B4513 0%, #A0522D 25%, #CD853F 50%, #D2691E 75%, #8B4513 100%);
      background-size: 400% 400%;
      animation: prehistoricShift 20s ease-in-out infinite;
      color: #2F1B14;
      margin: 0;
      padding: 0;
      font-size: 16px;
      min-height: 100vh;
    }
    @keyframes prehistoricShift {
      0%, 100% { background-position: 0% 50%; }
      50% { background-position: 100% 50%; }
    }
    .container {
      margin: 20px;
      background: linear-gradient(145deg, #F4E4BC 0%, #DEB887 100%);
      padding: 20px;
      border-radius: 15px;
      box-shadow: 0 8px 25px rgba(0, 0, 0, 0.4), inset 0 2px 5px rgba(255, 255, 255, 0.3);
      border: 4px solid #8B4513;
      position: relative;
      overflow: hidden;
    }
    .container::before {
      content: '';
      position: absolute;
      top: 0;
      left: 0;
      right: 0;
      bottom: 0;
      background-image: 
        radial-gradient(circle at 20% 80%, rgba(139, 69, 19, 0.1) 0%, transparent 50%),
        radial-gradient(circle at 80% 20%, rgba(160, 82, 45, 0.1) 0%, transparent 50%);
      pointer-events: none;
    }
    .header h1 {
      font-family: 'Cinzel', serif;
      font-size: 32px;
      color: #5D2E0C;
      margin: 0 0 20px 0;
      text-align: center;
      text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.3);
      letter-spacing: 2px;
      position: relative;
    }
    .section {
      margin-top: 30px;
      position: relative;
    }
    .section h2 {
      font-family: 'Cinzel', serif;
      font-size: 26px;
      color: #5D2E0C;
      text-align: center;
      margin-bottom: 20px;
      text-shadow: 1px 1px 2px rgba(0, 0, 0, 0.2);
      letter-spacing: 1px;
    }
    .info p {
      color: #2F1B14;
      line-height: 1.7;
      font-size: 16px;
      text-shadow: 0 1px 1px rgba(255, 255, 255, 0.5);
    }
    .info img {
      width: 85%;
      border-radius: 12px;
      margin: 0 auto 15px;
      display: block;
      box-shadow: 0 0 25px rgba(0, 0, 0, 0.4);
      border: 3px solid #8B4513;
      filter: sepia(20%) contrast(110%);
    }
    a {
      color: #5D2E0C;
      text-decoration: none;
      transition: all 0.3s ease;
      font-weight: 500;
    }
    a:hover {
      color: #8B4513;
      text-shadow: 1px 1px 2px rgba(0, 0, 0, 0.2);
    }
    .button {
      display: inline-block;
      background: linear-gradient(145deg, #CD853F, #D2691E);
      color: #2F1B14;
      padding: 12px 24px;
      border-radius: 8px;
      cursor: pointer;
      text-decoration: none;
      transition: all 0.3s ease;
      box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
      border: 2px solid #8B4513;
    }
    .button:hover {
      background: linear-gradient(145deg, #D2691E, #CD853F);
      box-shadow: 0 6px 15px rgba(139, 69, 19, 0.4);
      transform: translateY(-2px);
    }
    pre {
      background: linear-gradient(145deg, #F5DEB3, #DEB887);
      padding: 20px;
      border-radius: 8px;
      overflow-x: auto;
      border: 2px solid #8B4513;
      box-shadow: inset 0 2px 5px rgba(0, 0, 0, 0.1);
    }
    code {
      font-family: 'Courier New', monospace;
      color: #2F1B14;
    }
    .info-card {
      background: linear-gradient(145deg, #F5DEB3, #DEB887);
      border: 3px solid #8B4513;
      border-radius: 12px;
      overflow: hidden;
      box-shadow: 0 6px 15px rgba(0, 0, 0, 0.2);
    }
    .info-header {
      background: linear-gradient(145deg, #CD853F, #D2691E);
      padding: 25px;
      border-bottom: 2px solid #8B4513;
    }
    .info-header h3 {
      font-family: 'Cinzel', serif;
      color: #2F1B14;
      margin: 0 0 15px 0;
      font-size: 22px;
      text-align: center;
      text-shadow: 1px 1px 2px rgba(0, 0, 0, 0.2);
      letter-spacing: 1px;
    }
    .model-tags {
      display: flex;
      gap: 10px;
      flex-wrap: wrap;
      justify-content: center;
    }
    .model-tag {
      background: linear-gradient(145deg, #DEB887, #CD853F);
      color: #2F1B14;
      padding: 6px 12px;
      border-radius: 6px;
      font-size: 12px;
      border: 2px solid #8B4513;
      font-weight: 500;
      box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
    }
    .model-composition {
      padding: 25px;
      border-bottom: 2px solid #8B4513;
    }
    .model-composition h4 {
      font-family: 'Cinzel', serif;
      color: #5D2E0C;
      margin: 0 0 20px 0;
      font-size: 18px;
      text-align: center;
      letter-spacing: 1px;
    }
    .composition-list {
      list-style: none;
      padding: 0;
      margin: 0;
      display: grid;
      gap: 15px;
    }
    .composition-list li {
      color: #2F1B14;
      display: flex;
      align-items: baseline;
      gap: 12px;
      padding: 10px;
      background: rgba(245, 222, 179, 0.5);
      border-radius: 6px;
      border-left: 4px solid #8B4513;
    }
    .model-component {
      font-weight: 600;
      min-width: 120px;
    }
    .model-description {
      padding: 25px;
      background: linear-gradient(145deg, #F5DEB3, #F4E4BC);
    }
    .metrics-section {
      margin-bottom: 30px;
    }
    .metrics-section details {
      background: linear-gradient(145deg, #F5DEB3, #DEB887);
      border: 3px solid #8B4513;
      border-radius: 10px;
      padding: 20px;
      margin-bottom: 20px;
      box-shadow: 0 4px 10px rgba(0, 0, 0, 0.2);
    }
    .metrics-section summary {
      font-family: 'Cinzel', serif;
      color: #5D2E0C;
      font-size: 18px;
      cursor: pointer;
      outline: none;
      padding: 10px 0;
      text-align: center;
      font-weight: 500;
      letter-spacing: 1px;
    }
    .creator-section {
      margin: 25px 0;
      text-align: center;
    }
    .creator-badge {
      display: inline-flex;
      align-items: center;
      background: linear-gradient(145deg, #CD853F, #D2691E);
      border: 3px solid #8B4513;
      border-radius: 10px;
      padding: 15px 20px;
      box-shadow: 0 4px 10px rgba(0, 0, 0, 0.2);
    }
    .creator-label {
      color: #2F1B14;
      font-size: 14px;
      margin-right: 10px;
      font-weight: 500;
    }
    .creator-link {
      display: flex;
      align-items: center;
      gap: 8px;
      color: #2F1B14;
      text-decoration: none;
      transition: all 0.3s ease;
    }
    .creator-name {
      font-weight: 600;
    }
    .creator-arrow {
      font-size: 16px;
      transition: transform 0.3s ease;
    }
    .creator-link:hover .creator-arrow {
      transform: translateX(5px);
    }
    .link-arrow {
      display: inline-block;
      transition: transform 0.3s ease;
    }
    a:hover .link-arrow {
      transform: translateX(3px);
    }
    .axolotl-container {
      text-align: center;
      margin: 35px 0;
    }
    .axolotl-container img {
      max-width: 300px;
      border-radius: 10px;
      box-shadow: 0 6px 15px rgba(0, 0, 0, 0.3);
      border: 3px solid #8B4513;
      filter: sepia(30%) contrast(110%);
    }
    .fossil-texture {
      position: relative;
    }
    .fossil-texture::after {
      content: '';
      position: absolute;
      top: 0;
      left: 0;
      right: 0;
      bottom: 0;
      background-image: 
        radial-gradient(circle at 25% 25%, rgba(139, 69, 19, 0.05) 2px, transparent 2px),
        radial-gradient(circle at 75% 75%, rgba(160, 82, 45, 0.05) 1px, transparent 1px);
      background-size: 50px 50px, 30px 30px;
      pointer-events: none;
    }
  </style>
</head>
<body>
  <div class="container fossil-texture">
    <div class="header">
      <h1>Austral 24B Winton</h1>
      </p>
    </div>
    <div class="info">
      <img src="https://cdn-uploads.huggingface.co/production/uploads/66c26b6fb01b19d8c3c2467b/jxUvuFK1bdOdAPiYIcBW5.jpeg" alt="Model banner">
      <div style="text-align: center;">
        <div class="creator-section">
          <div class="creator-badge">
            <span class="creator-label">Trained by</span>
            <a href="https://huggingface.co/Delta-Vector" target="_blank" class="creator-link">
              <span class="creator-name">Delta-Vector</span>
            </a>
          </div>
        </div>
        <div class="model-info">
          <h2>Overview</h2>
          <div class="info-card">
            <div class="info-header">
              <h3>Austral 24B - Winton</h3>
              <div class="model-tags">
                <span class="model-tag">Codex Finetune</span>
                <span class="model-tag">Mistral Based</span>
                <span class ="model-tag">KTO enhanced</span>
                <span class ="model-tag">Adventure/Roleplay generalist</span>
                <span class="model-tag">24B Sized model</span>
              </div>
            </div>
            <div class="model-description">
<p style="font-weight: bold; font-style: italic;">More than 1.5-metres tall, about six-metres long and up to 1000-kilograms heavy, Australovenator Wintonensis was a fast and agile hunter. The largest known Australian theropod.</p>
              <p>This is a finetune of Codex 24B to be a generalist Roleplay/Adventure model. I've removed some of the "slops" that i noticed in an otherwise great model aswell as improving the general writing of the model, This was a multi-stage finetune, all previous checkpoints are released aswell. In testing it has shown to be a great model for Adventure cards & Roleplay, Often pushing the plot forward better then other models, While avoiding some of the slops you'd find in models from Drummer and Co.</p>
               <p>Support my finetunes / Me on Kofi: https://Ko-fi.com/deltavector | Thank you to Auri for helping/Testing ♥</p>
            </div>
          </div>
        </div>
        <div class="section">
          <h2>Quants</h2>
          <div class="info-card">
            <div class="model-composition">
              <h4>Quants Formats</h4>
              <ul class="composition-list">
                <li><span class="model-component"><a href="" target="_blank">GGUF</a></span>For use with LLama.cpp & Forks (coming soon!))</li>
                <li><span class="model-component"><a href="" target="_blank">EXL3</a></span>For use with TabbyAPI (Coming soon!)</li>
              </ul>
            </div>
          </div>
        </div>
        <div class="section">
          <h2>Chat Format</h2>
          <p>This model utilizes ChatML.</p>
          <pre><code><|im_start|>user
Hi there!<|im_end|>
<|im_start|>assistant
Nice to meet you!<|im_end|>
<|im_start|>user
Can I ask a question?<|im_end|>
<|im_start|>assistant</code></pre>
        </div>
        <div class="section">
          <h2>Training</h2>
          <p>As the the Austral/Francois tradition, I built off another great finetune Codex-24B, I did 4 epochs ontop with roughly the same datamix as Francois-Huali/Austral 70B as a R128 Lora, then KTO alignment with a mix of Instruct/Small writing datasets and then finally another 4 epoch SFT with Rep_remover (Thanks Pocket!)</p>
          <div class="metrics-section">
            <details>
              <summary>Config(Post-KTO SFT)</summary>
              <pre><code>https://wandb.ai/new-eden/austral/runs/i85da0c6?nw=nwuserdeltavector</code></pre>
            </details>
          </div>
        </div>
        <div class="section">
          <h2Fossil Formation Process</h2>
          <p>This model was trained over 4 epochs using 8 x A100s (Ty to my work, Cognitive Computations) for the base SFT, Then i used KTO to clean up some coherency issues for 1 epoch, then finally training for another 4 epochs on Rep_Remover to delete slops. Total was roughly 80 hours total.</p>
          <p style="text-align: center; margin-top: 20px;">
          <div class="axolotl-container">
            <a href="https://github.com/OpenAccess-AI-Collective/axolotl" target="_blank">
              <img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl">
            </a>
          </div>
          <div class="section">
            <h2>Credits</h2>
            <p>TYSM to my friends: Auri, Lucy, Trappu, Alicat, Kubernetes Bad, Intervitens, NyxKrage & Kalomaze</p>
            </p>
          </div>
        </div>
      </div>
    </div>
  </div>
</body>
</html>