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LD-Zephyria-37b

Text Generation
Transformers
Safetensors
mistral
mergekit
Merge
conversational
text-generation-inference
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  - merge
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  ---
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- # merge
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-
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- This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
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-
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- ## Merge Details
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- ### Merge Method
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-
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- This model was merged using the passthrough merge method.
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-
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- ### Models Merged
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-
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- The following models were included in the merge:
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- * [unsloth/Mistral-Small-Instruct-2409](https://huggingface.co/unsloth/Mistral-Small-Instruct-2409)
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-
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- ### Configuration
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-
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- The following YAML configuration was used to produce this model:
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-
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- ```yaml
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- dtype: bfloat16
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- merge_method: passthrough
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- slices:
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- - sources:
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- - layer_range: [0, 48]
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- model: unsloth/Mistral-Small-Instruct-2409
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- - sources:
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- - layer_range: [28, 48]
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- model: unsloth/Mistral-Small-Instruct-2409
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- parameters:
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- scale:
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- - filter: o_proj
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- value: 0.0
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- - filter: down_proj
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- value: 0.0
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- - value: 1.0
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- - sources:
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- - layer_range: [28, 48]
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- model: unsloth/Mistral-Small-Instruct-2409
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- parameters:
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- scale:
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- - filter: o_proj
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- value: 0.0
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- - filter: down_proj
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- value: 0.0
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- - value: 1.0
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- - sources:
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- - layer_range: [48, 55]
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- model: unsloth/Mistral-Small-Instruct-2409
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - merge
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  ---
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8">
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+ <title>LD-Zephyria-37b Data Card</title>
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+ <link href="https://fonts.googleapis.com/css2?family=Quicksand:wght@400;500;600&display=swap" rel="stylesheet">
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+ <style>
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+ body, html {
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+ height: 100%;
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+ margin: 0;
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+ padding: 0;
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+ font-family: 'Quicksand', sans-serif;
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+ background: linear-gradient(135deg, #0a1128 0%, #1c2541 100%);
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+ color: #e0e1dd;
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+ font-size: 16px;
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+ }
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+ .container {
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+ width: 100%;
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+ height: 100%;
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+ padding: 20px;
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+ margin: 0;
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+ background-color: rgba(255, 255, 255, 0.05);
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+ border-radius: 12px;
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+ box-shadow: 0 4px 10px rgba(0, 0, 0, 0.3);
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+ backdrop-filter: blur(10px);
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+ border: 1px solid rgba(255, 255, 255, 0.1);
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+ }
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+ .header h1 {
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+ font-size: 28px;
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+ color: #4cc9f0;
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+ margin: 0 0 20px 0;
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+ text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.3);
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+ }
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+ .update-section h2 {
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+ font-size: 24px;
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+ color: #7209b7;
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+ }
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+ .update-section p {
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+ font-size: 16px;
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+ line-height: 1.6;
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+ color: #e0e1dd;
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+ }
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+ .info img {
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+ width: 100%;
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+ border-radius: 10px;
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+ margin-bottom: 15px;
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+ }
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+ a {
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+ color: #4cc9f0;
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+ text-decoration: none;
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+ }
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+ a:hover {
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+ color: #f72585;
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+ }
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+ .button {
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+ display: inline-block;
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+ background-color: #3a0ca3;
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+ color: #e0e1dd;
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+ padding: 10px 20px;
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+ border-radius: 5px;
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+ cursor: pointer;
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+ text-decoration: none;
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+ }
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+ .button:hover {
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+ background-color: #7209b7;
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+ }
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+ pre {
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+ background-color: #1c2541;
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+ padding: 10px;
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+ border-radius: 5px;
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+ overflow-x: auto;
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+ }
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+ code {
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+ font-family: 'Courier New', monospace;
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+ color: #e0e1dd;
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+ }
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+ </style>
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+ </head>
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+ <body>
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+ <div class="container">
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+ <div class="header">
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+ <h1>LD-Zephyria-37b</h1>
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+ </div>
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+ <div class="info">
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/64545af5ec40bbbd01242ca6/6W3orrbf8A68l-3p_JxN1.png">
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+ <h2>Model Information</h2>
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+ <p><strong>Base Model:</strong> unsloth/Mistral-Small-Instruct-2409</p>
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+ <p><strong>Strategy:</strong> Late Duplication</p>
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+ <p><strong>Total Layers:</strong> 55</p>
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+ <p><strong>Duplication Start:</strong> Layer 28 (50.9% of model)</p>
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+ <p><strong>Duplicated Layers:</strong> 21 (38.2% of model)</p>
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+ <p><strong>Unique Final Layers:</strong> 7 (12.7% of model)</p>
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+ <h2>Model Characteristics</h2>
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+ <ul>
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+ <li>Emphasizes complex feature extraction before duplication</li>
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+ <li>Smallest duplicated section among all strategies</li>
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+ <li>Ideal for tasks requiring extensive unique feature processing</li>
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+ <li>May excel in tasks that benefit from a wide range of unique features before refinement</li>
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+ </ul>
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+ <h2>Configuration Visualization</h2>
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+ <pre><code>
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+ [ Unique ][ Duplicated ][ Unique ]
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+ 0 ------------------- 27 28 ------------ 48 49 --- 54
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+ 50.9% 38.2% 10.9%
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+ </code></pre>
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+ </div>
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+ </div>
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+ </body>
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+ </html>