LD-Zephyria-37b / README.md
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---
base_model:
- unsloth/Mistral-Small-Instruct-2409
library_name: transformers
tags:
- mergekit
- merge
---
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<h1>LD-Zephyria-37b [EXPERIMENTAL]</h1>
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<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> Late Duplication</p>
<p><strong>Total Layers:</strong> 55</p>
<p><strong>Duplication Start:</strong> Layer 28 (50.9% of model)</p>
<p><strong>Duplicated Layers:</strong> 21 (38.2% of model)</p>
<p><strong>Unique Final Layers:</strong> 7 (12.7% 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>Emphasizes complex feature extraction before duplication</li>
<li>Smallest duplicated section among all strategies</li>
<li>Ideal for tasks requiring extensive unique feature processing</li>
<li>May excel in tasks that benefit from a wide range of unique features before refinement</li>
</ul>
<h2>Configuration Visualization</h2>
<pre><code>
[ Unique ][ Duplicated ][ Unique ]
0 ------------------- 27 28 ------------ 48 49 --- 54
50.9% 38.2% 10.9%
</code></pre>
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