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---
base_model:
- unsloth/Mistral-Small-Instruct-2409
library_name: transformers
tags:
- mergekit
- merge

---
<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
  <title>BA-Zephyria-39b Data Card</title>
  <link href="https://fonts.googleapis.com/css2?family=Quicksand:wght@400;500;600&display=swap" rel="stylesheet">
  <style>
    body, html {
      height: 100%;
      margin: 0;
      padding: 0;
      font-family: 'Quicksand', sans-serif;
      background: linear-gradient(135deg, #0a1128 0%, #1c2541 100%);
      color: #e0e1dd;
      font-size: 16px;
    }
    .container {
      width: 100%;
      height: 100%;
      padding: 20px;
      margin: 0;
      background-color: rgba(255, 255, 255, 0.05);
      border-radius: 12px;
      box-shadow: 0 4px 10px rgba(0, 0, 0, 0.3);
      backdrop-filter: blur(10px);
      border: 1px solid rgba(255, 255, 255, 0.1);
    }
    .header h1 {
      font-size: 28px;
      color: #4cc9f0;
      margin: 0 0 20px 0;
      text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.3);
    }
    .update-section h2 {
      font-size: 24px;
      color: #7209b7;
    }
    .update-section p {
      font-size: 16px;
      line-height: 1.6;
      color: #e0e1dd;
    }
    .info img {
      width: 100%;
      border-radius: 10px;
      margin-bottom: 15px;
    }
    a {
      color: #4cc9f0;
      text-decoration: none;
    }
    a:hover {
      color: #f72585;
    }
    .button {
      display: inline-block;
      background-color: #3a0ca3;
      color: #e0e1dd;
      padding: 10px 20px;  
      border-radius: 5px;
      cursor: pointer;
      text-decoration: none;
    }
    .button:hover {
      background-color: #7209b7;
    }
    pre {
      background-color: #1c2541;
      padding: 10px;
      border-radius: 5px;
      overflow-x: auto;
    }
    code {
      font-family: 'Courier New', monospace;
      color: #e0e1dd;
    }
  </style>
</head>
<body>
  <div class="container">
    <div class="header">
      <h1>BA-Zephyria-39b [EXPERIMENTAL]</h1>
    </div>
    <div class="info">
      <img src="https://cdn-uploads.huggingface.co/production/uploads/64545af5ec40bbbd01242ca6/6W3orrbf8A68l-3p_JxN1.png">
      <h2>Model Information</h2>
      <p><strong>Base Model:</strong> unsloth/Mistral-Small-Instruct-2409</p>
      <p><strong>Strategy:</strong> Balanced Approach</p>
      <p><strong>Total Layers:</strong> 55</p>
      <p><strong>Duplication Start:</strong> Layer 19 (34.5% of model)</p>
      <p><strong>Duplicated Layers:</strong> 23 (41.8% of model)</p>
      <p><strong>Unique Final Layers:</strong> 14 (25.5% of model)</p>
      <h2>Model Characteristics</h2>
      <ul>
        <li>Models down_proj and o_proj layers have been nulled and will require healing</li>
        <li>Combines benefits of early and mid duplication strategies</li>
        <li>Balanced between unique initial layers, duplicated middle layers, and unique final layers</li>
        <li>Versatile approach suitable for a wide range of tasks</li>
        <li>Provides substantial unique layers at the end for task-specific adaptations</li>
      </ul>
      <h2>Configuration Visualization</h2>
      <pre><code>
[    Unique    ][    Duplicated    ][    Unique    ]
0 ----------- 18 19 ------------ 41 42 ---------- 54
     34.5%           41.8%            23.7%
      </code></pre>
    </div>
  </div>
</body>
</html>