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Model: Delta-Vector/Rei-24B-KTO Source: Original Platform
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---
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library_name: transformers
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tags:
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- fine-tuning
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- prose
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- KTO
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- axolotl
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- finetune
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- roleplaying
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- creative-writing
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base_model:
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- Delta-Vector/Rei-24B-Base
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---
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<style>
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@import url('https://fonts.googleapis.com/css2?family=Share+Tech+Mono&display=swap');
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body {
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font-family: 'Share Tech Mono', monospace;
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background: #121212;
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color: #E0E0E0;
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margin: 0;
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padding: 0;
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font-size: 16px;
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}
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.container {
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margin: 20px auto;
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background-color: #1E1E1E;
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padding: 20px;
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border-radius: 8px;
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box-shadow: 0 0 25px rgba(255, 0, 51, 0.3);
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border: 1px solid #FF0033;
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position: relative;
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max-width: 1000px;
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}
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.header h1 {
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font-size: 32px;
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color: #FF0033;
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margin: 0 0 20px 0;
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text-align: center;
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text-shadow: 0 0 10px rgba(255, 0, 51, 0.7);
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text-transform: uppercase;
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}
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margin-top: 30px;
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}
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font-size: 26px;
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padding-bottom: 10px;
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margin-bottom: 20px;
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}
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.info p {
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color: #E0E0E0;
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line-height: 1.7;
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font-size: 16px;
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}
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.info img {
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width: 100%;
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max-width: 600px;
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border-radius: 4px;
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margin: 0 auto 15px;
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display: block;
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box-shadow: 0 0 20px rgba(0, 0, 0, 0.5);
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border: 1px solid #444;
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}
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a {
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color: #FF0033;
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text-decoration: none;
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transition: color 0.2s ease, text-shadow 0.2s ease;
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}
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}
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code {
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font-family: 'Share Tech Mono', monospace;
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margin: 0 0 10px 0;
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font-size: 22px;
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text-align: center;
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font-size: 12px;
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border: 1px solid #FF0033;
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text-transform: uppercase;
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}
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.model-composition {
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padding: 20px;
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border-bottom: 1px solid #444;
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}
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.model-composition h4 {
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color: #FFFFFF;
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margin: 0 0 15px 0;
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font-size: 18px;
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text-align: center;
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}
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.composition-list {
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list-style: none;
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padding: 0;
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margin: 0;
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display: grid;
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gap: 10px;
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}
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.composition-list li {
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color: #E0E0E0;
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display: flex;
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align-items: baseline;
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gap: 8px;
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}
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.model-component {
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font-weight: bold;
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min-width: 120px;
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}
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||||||
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.model-description {
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||||||
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padding: 20px;
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||||||
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background: #2a2a2a;
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}
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||||||
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.metrics-section {
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margin-bottom: 30px;
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}
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.metrics-section details {
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||||||
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background: #2a2a2a;
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||||||
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border: 1px solid #444;
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border-radius: 8px;
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padding: 15px;
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margin-bottom: 15px;
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}
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||||||
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.metrics-section summary {
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||||||
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color: #FF0033;
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||||||
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font-size: 18px;
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||||||
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cursor: pointer;
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||||||
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outline: none;
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||||||
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padding: 5px 0;
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||||||
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text-align: center;
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||||||
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font-weight: bold;
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||||||
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}
|
||||||
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.creator-section {
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||||||
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margin: 20px 0;
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||||||
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}
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||||||
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.creator-badge {
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||||||
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display: inline-flex;
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||||||
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align-items: center;
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||||||
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background: #1a1a1a;
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border: 1px solid #444;
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border-radius: 4px;
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padding: 10px 15px;
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}
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||||||
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.creator-label {
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color: #E0E0E0;
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font-size: 14px;
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margin-right: 8px;
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}
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.creator-link {
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display: flex;
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align-items: center;
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gap: 5px;
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color: #FF0033;
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text-decoration: none;
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transition: all 0.2s ease;
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}
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.creator-name {
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font-weight: 600;
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}
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.creator-arrow {
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||||||
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font-size: 16px;
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||||||
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transition: transform 0.2s ease;
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}
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||||||
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.creator-link:hover .creator-arrow {
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transform: translateX(5px);
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}
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.link-arrow {
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display: inline-block;
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transition: transform 0.2s ease;
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}
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||||||
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a:hover .link-arrow {
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transform: translateX(5px);
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}
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||||||
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.axolotl-container {
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text-align: center;
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margin: 30px 0;
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filter: invert(1) hue-rotate(180deg);
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}
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||||||
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.axolotl-container img {
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||||||
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max-width: 300px;
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border-radius: 8px;
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||||||
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box-shadow: 0 2px 10px rgba(0, 0, 0, 0.3);
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border: 1px solid #000000;
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}
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||||||
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</style>
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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>Rei-KTO-24B</title>
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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>Rei-KTO-24B</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/66c26b6fb01b19d8c3c2467b/EFNIBpVv1OITZl_su5DyR.png" alt="Model banner">
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||||||
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<div style="text-align: center;">
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<div class="creator-section">
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<div class="creator-badge">
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<span class="creator-label">Created by</span>
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<a href="https://huggingface.co/Delta-Vector" target="_blank" class="creator-link">
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<span class="creator-name">Delta-Vector</span>
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<span class="creator-arrow">→</span>
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</a>
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</div>
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</div>
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<div class="model-info">
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<h2>Model Information</h2>
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<div class="info-card">
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<div class="info-header">
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<h>Rei-KTO-24B</h3>
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<div class="model-tags">
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<span class="model-tag">KTO enhanced</span>
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<span class="model-tag">Painted Fantasy Finetune</span>
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<span class="model-tag">Creative Prose</span>
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</div>
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||||||
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</div>
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<div class="model-description">
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<p>A model meant to replicate the style and prose of the Anthropic Claude models, Opus and Sonnet. This model is meant for Roleplaying/Creative-writing, Has some nice smarts without being too sloppy, etc - It's pretty good. Trained in 2 steps, Firstly SFT trained on Zerofata's PaintedFantasy which i found great at anime-otaku-esque characters, and then KTO'd to improve coherency and Instruct Following </p>
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</div>
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||||||
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</div>
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||||||
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</div>
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<div class="section">
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<h2>Quantized Versions</h2>
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<div class="info-card">
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<div class="model-composition">
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<h4>Available Downloads</h4>
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<ul class="composition-list">
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<li><span class="model-component"><a href="https://huggingface.co/mradermacher/Rei-24B-KTO-GGUF" target="_blank">GGUF Format</a></span>For use with LLama.cpp & Forks (Ty Mradermacher <3)</li>
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||||||
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<li><span class="model-component"><a href="https://huggingface.co/DeathGodlike/Rei-24B-KTO_EXL3" target="_blank">EXL3 Format</a></span>For use with TabbyAPI</li>
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</ul>
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</div>
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</div>
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</div>
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<div class="section">
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<h2>Prompting</h2>
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<p>The model is tuned with V7 Tekken formatting. A typical input would look like this:</p>
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<pre><code><span style="color:#FF0033;"><s>[SYSTEM_PROMPT]system_prompt[/SYSTEM_PROMPT][INST]Hi there![/INST]Nice to meet you!</s>[INST]Can I ask a question?[/INST]
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</code></pre>
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</div>
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<div class="section">
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||||||
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<h2>Training</h2>
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<p>Training was done in 2 steps, SFT>KTO</p>
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<div class="metrics-section">
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<details>
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||||||
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<summary>Access Configs</summary>
|
||||||
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<pre><code> SFT: https://wandb.ai/new-eden/Painted-Fantasy-Rei/artifacts/axolotl-config/config-u7to9d5q/v0/files/axolotl_config_f0p7vnaf.yml
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||||||
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KTO : https://wandb.ai/new-eden/Painted-Rei/artifacts/axolotl-config/config-8n37w77c/v0/files/axolotl_config_hvrd2tzn.yml
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</code></pre>
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||||||
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</details>
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||||||
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</div>
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||||||
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</div>
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||||||
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<div class="section">
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||||||
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<h2>Training</h2>
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<p>The training was done for 2 epochs using 8 x A100s for 24 hours/p>
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||||||
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<p style="text-align: center; margin-top: 20px;">
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||||||
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<div class="axolotl-container">
|
||||||
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<a href="https://github.com/OpenAccess-AI-Collective/axolotl" target="_blank">
|
||||||
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<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl">
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||||||
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</a>
|
||||||
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</div>
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||||||
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<div class="section">
|
||||||
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<h2>Credits</h2>
|
||||||
|
<p>Thank you to <a href="https://huggingface.co/lucyknada">Lucy Knada</a>, <a href="https://huggingface.co/Ateron">Ateron</a>, <a href="https://huggingface.co/AliCat2">Alicat</a>, <a href="https://huggingface.co/intervitens">Intervitens</a>, <a href="https://huggingface.co/cgato">Cgato</a>, <a href="https://huggingface.co/kubernetes-bad">Kubernetes Bad</a> and the rest of <a href="https://huggingface.co/anthracite-org">Anthracite</a>.</p>
|
||||||
|
</div>
|
||||||
|
</div>
|
||||||
|
</div>
|
||||||
|
</body>
|
||||||
|
</html>
|
||||||
51
chat_template.jinja
Normal file
51
chat_template.jinja
Normal file
@@ -0,0 +1,51 @@
|
|||||||
|
{%- set today = strftime_now("%Y-%m-%d") %}
|
||||||
|
{%- set default_system_message = "You are Mistral Small 3, a Large Language Model (LLM) created by Mistral AI, a French startup headquartered in Paris.\nYour knowledge base was last updated on 2023-10-01. The current date is " + today + ".\n\nWhen you're not sure about some information, you say that you don't have the information and don't make up anything.\nIf the user's question is not clear, ambiguous, or does not provide enough context for you to accurately answer the question, you do not try to answer it right away and you rather ask the user to clarify their request (e.g. \"What are some good restaurants around me?\" => \"Where are you?\" or \"When is the next flight to Tokyo\" => \"Where do you travel from?\")" %}
|
||||||
|
|
||||||
|
{{- bos_token }}
|
||||||
|
|
||||||
|
{%- if messages[0]['role'] == 'system' %}
|
||||||
|
{%- if messages[0]['content'] is string %}
|
||||||
|
{%- set system_message = messages[0]['content'] %}
|
||||||
|
{%- else %}
|
||||||
|
{%- set system_message = messages[0]['content'][0]['text'] %}
|
||||||
|
{%- endif %}
|
||||||
|
{%- set loop_messages = messages[1:] %}
|
||||||
|
{%- else %}
|
||||||
|
{%- set system_message = default_system_message %}
|
||||||
|
{%- set loop_messages = messages %}
|
||||||
|
{%- endif %}
|
||||||
|
{{- '[SYSTEM_PROMPT]' + system_message + '[/SYSTEM_PROMPT]' }}
|
||||||
|
|
||||||
|
{%- for message in loop_messages %}
|
||||||
|
{%- if message['role'] == 'user' %}
|
||||||
|
{%- if message['content'] is string %}
|
||||||
|
{{- '[INST]' + message['content'] + '[/INST]' }}
|
||||||
|
{%- else %}
|
||||||
|
{{- '[INST]' }}
|
||||||
|
{%- for block in message['content'] %}
|
||||||
|
{%- if block['type'] == 'text' %}
|
||||||
|
{{- block['text'] }}
|
||||||
|
{%- elif block['type'] in ['image', 'image_url'] %}
|
||||||
|
{{- '[IMG]' }}
|
||||||
|
{%- else %}
|
||||||
|
{{- raise_exception('Only text and image blocks are supported in message content!') }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- endfor %}
|
||||||
|
{{- '[/INST]' }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- elif message['role'] == 'system' %}
|
||||||
|
{%- if message['content'] is string %}
|
||||||
|
{{- '[SYSTEM_PROMPT]' + message['content'] + '[/SYSTEM_PROMPT]' }}
|
||||||
|
{%- else %}
|
||||||
|
{{- '[SYSTEM_PROMPT]' + message['content'][0]['text'] + '[/SYSTEM_PROMPT]' }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- elif message['role'] == 'assistant' %}
|
||||||
|
{%- if message['content'] is string %}
|
||||||
|
{{- message['content'] + eos_token }}
|
||||||
|
{%- else %}
|
||||||
|
{{- message['content'][0]['text'] + eos_token }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- else %}
|
||||||
|
{{- raise_exception('Only user, system and assistant roles are supported!') }}
|
||||||
|
{%- endif %}
|
||||||
|
{%- endfor %}
|
||||||
26
config.json
Normal file
26
config.json
Normal file
@@ -0,0 +1,26 @@
|
|||||||
|
{
|
||||||
|
"architectures": [
|
||||||
|
"MistralForCausalLM"
|
||||||
|
],
|
||||||
|
"attention_dropout": 0.0,
|
||||||
|
"bos_token_id": 1,
|
||||||
|
"eos_token_id": 2,
|
||||||
|
"head_dim": 128,
|
||||||
|
"hidden_act": "silu",
|
||||||
|
"hidden_size": 5120,
|
||||||
|
"initializer_range": 0.02,
|
||||||
|
"intermediate_size": 32768,
|
||||||
|
"max_position_embeddings": 131072,
|
||||||
|
"model_type": "mistral",
|
||||||
|
"num_attention_heads": 32,
|
||||||
|
"num_hidden_layers": 40,
|
||||||
|
"num_key_value_heads": 8,
|
||||||
|
"rms_norm_eps": 1e-05,
|
||||||
|
"rope_theta": 1000000000.0,
|
||||||
|
"sliding_window": null,
|
||||||
|
"tie_word_embeddings": false,
|
||||||
|
"torch_dtype": "bfloat16",
|
||||||
|
"transformers_version": "4.53.1",
|
||||||
|
"use_cache": true,
|
||||||
|
"vocab_size": 131072
|
||||||
|
}
|
||||||
7
generation_config.json
Normal file
7
generation_config.json
Normal file
@@ -0,0 +1,7 @@
|
|||||||
|
{
|
||||||
|
"_from_model_config": true,
|
||||||
|
"bos_token_id": 1,
|
||||||
|
"do_sample": true,
|
||||||
|
"eos_token_id": 2,
|
||||||
|
"transformers_version": "4.53.1"
|
||||||
|
}
|
||||||
3
model-00001-of-00010.safetensors
Normal file
3
model-00001-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:b9b4cc3c9c276caa374f2eb7c82a838ccc5f1cc3d426267ad4adefd934a97b4d
|
||||||
|
size 4781571736
|
||||||
3
model-00002-of-00010.safetensors
Normal file
3
model-00002-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:cab8dcb3bbede0455b28dfb80692414db91fb2ae6e79342b98ca7fbecae79d3e
|
||||||
|
size 4781592784
|
||||||
3
model-00003-of-00010.safetensors
Normal file
3
model-00003-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:db1cf23e5c2de4c57abb13800c847facb7ea914733ccf8c5e3fc7660a0837b22
|
||||||
|
size 4781592800
|
||||||
3
model-00004-of-00010.safetensors
Normal file
3
model-00004-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:b35b71354f8f860ed53fd1c578590e99eb4b3954920ce5067a781f9087168295
|
||||||
|
size 4886471600
|
||||||
3
model-00005-of-00010.safetensors
Normal file
3
model-00005-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:fcf983ad514ffeef4d0d3559358882fd54e97017002aaffe6bb2f4349fbbf2a0
|
||||||
|
size 4781592824
|
||||||
3
model-00006-of-00010.safetensors
Normal file
3
model-00006-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:5be6481070f5e0a58908791c9a15977bb573025f250ac0145874250d4768a6b1
|
||||||
|
size 4781592816
|
||||||
3
model-00007-of-00010.safetensors
Normal file
3
model-00007-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:fe61b97b759fe04cf0aafa22ee1bde2612da688147b16328f72a36d3b3c9cac8
|
||||||
|
size 4886471600
|
||||||
3
model-00008-of-00010.safetensors
Normal file
3
model-00008-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:5694220fb02c1d8a118d474836d902c3aac10628a9663e2bf6721dc59bfdf039
|
||||||
|
size 4781592824
|
||||||
3
model-00009-of-00010.safetensors
Normal file
3
model-00009-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:12d552caf65da1ef090b8bbfdbeb8e4218771f5d7f517d9951b64db6798f79a2
|
||||||
|
size 4781592816
|
||||||
3
model-00010-of-00010.safetensors
Normal file
3
model-00010-of-00010.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:d93d37682ef34f2c58fe073d5ada793e7c54526574f61f64fd194a6f36a3f802
|
||||||
|
size 3900777072
|
||||||
371
model.safetensors.index.json
Normal file
371
model.safetensors.index.json
Normal file
@@ -0,0 +1,371 @@
|
|||||||
|
{
|
||||||
|
"metadata": {
|
||||||
|
"total_parameters": 23572403200,
|
||||||
|
"total_size": 47144806400
|
||||||
|
},
|
||||||
|
"weight_map": {
|
||||||
|
"lm_head.weight": "model-00010-of-00010.safetensors",
|
||||||
|
"model.embed_tokens.weight": "model-00001-of-00010.safetensors",
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.0.mlp.up_proj.weight": "model-00001-of-00010.safetensors",
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
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|
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|
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|
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|
||||||
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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||||||
1032
special_tokens_map.json
Normal file
1032
special_tokens_map.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:b76085f9923309d873994d444989f7eb6ec074b06f25b58f1e8d7b7741070949
|
||||||
|
size 17078037
|
||||||
9019
tokenizer_config.json
Normal file
9019
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user