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напиши презентацию по статье: Attention is all you need - Initial Deployment
Browse files- README.md +6 -4
- index.html +585 -19
README.md
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title:
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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title: abs
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emoji: 🐳
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colorTo: pink
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tags:
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- deepsite
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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index.html
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| 1 |
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<!DOCTYPE html>
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| 2 |
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<html lang="ru">
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| 3 |
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<head>
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| 4 |
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<meta charset="UTF-8">
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| 5 |
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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| 6 |
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<title>Attention is All You Need - Презентация</title>
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| 7 |
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<script src="https://cdn.tailwindcss.com"></script>
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| 8 |
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
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| 9 |
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<style>
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| 10 |
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.slide {
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display: none;
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| 12 |
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animation: fadeIn 0.5s ease-in-out;
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}
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| 14 |
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.slide.active {
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display: block;
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}
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@keyframes fadeIn {
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| 18 |
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from { opacity: 0; }
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| 19 |
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to { opacity: 1; }
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| 20 |
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}
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| 21 |
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.code-block {
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| 22 |
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font-family: 'Courier New', monospace;
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| 23 |
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background-color: #2d3748;
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| 24 |
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color: #f7fafc;
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| 25 |
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padding: 1rem;
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| 26 |
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border-radius: 0.5rem;
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| 27 |
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overflow-x: auto;
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| 28 |
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}
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| 29 |
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.attention-formula {
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| 30 |
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font-size: 1.5rem;
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| 31 |
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color: #4fd1c5;
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| 32 |
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text-align: center;
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| 33 |
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margin: 1rem 0;
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| 34 |
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}
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| 35 |
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</style>
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| 36 |
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</head>
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| 37 |
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<body class="bg-gray-100 font-sans">
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| 38 |
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<div class="container mx-auto px-4 py-8 max-w-6xl">
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| 39 |
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<!-- Title Slide -->
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| 40 |
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<div class="slide active bg-white rounded-xl shadow-2xl p-8 mb-8">
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| 41 |
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<div class="flex flex-col items-center justify-center h-full">
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| 42 |
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<div class="text-5xl font-bold text-indigo-700 mb-6 text-center">
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| 43 |
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<i class="fas fa-brain mr-4"></i>Attention is All You Need
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| 44 |
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</div>
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| 45 |
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<div class="text-2xl text-gray-600 mb-8 text-center">
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| 46 |
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Революция в обработке последовательностей
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| 47 |
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</div>
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| 48 |
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<div class="text-xl text-gray-500 mb-12 text-center">
|
| 49 |
+
Ashish Vaswani, Noam Shazeer, Niki Parmar, et al. (2017)
|
| 50 |
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</div>
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| 51 |
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<div class="flex space-x-4">
|
| 52 |
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<div class="bg-indigo-100 text-indigo-800 px-4 py-2 rounded-full">
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| 53 |
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<i class="fas fa-project-diagram mr-2"></i>Transformer
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| 54 |
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</div>
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| 55 |
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<div class="bg-blue-100 text-blue-800 px-4 py-2 rounded-full">
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| 56 |
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<i class="fas fa-cogs mr-2"></i>Self-Attention
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| 57 |
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</div>
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| 58 |
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<div class="bg-purple-100 text-purple-800 px-4 py-2 rounded-full">
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| 59 |
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<i class="fas fa-language mr-2"></i>NLP
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| 60 |
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</div>
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| 61 |
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</div>
|
| 62 |
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</div>
|
| 63 |
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</div>
|
| 64 |
+
|
| 65 |
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<!-- Problem Statement -->
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| 66 |
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<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
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| 67 |
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<h2 class="text-3xl font-bold text-indigo-700 mb-6">
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| 68 |
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<i class="fas fa-question-circle mr-4"></i>Проблема существующих подходов
|
| 69 |
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</h2>
|
| 70 |
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<div class="grid grid-cols-1 md:grid-cols-2 gap-6">
|
| 71 |
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<div class="bg-red-50 p-6 rounded-lg border-l-4 border-red-500">
|
| 72 |
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<h3 class="text-xl font-semibold text-red-700 mb-3">RNN/LSTM</h3>
|
| 73 |
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<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 74 |
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<li>Последовательная обработка данных</li>
|
| 75 |
+
<li>Проблемы с длинными зависимостями</li>
|
| 76 |
+
<li>Трудно распараллелить</li>
|
| 77 |
+
<li>Вычислительно затратно</li>
|
| 78 |
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</ul>
|
| 79 |
+
</div>
|
| 80 |
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<div class="bg-blue-50 p-6 rounded-lg border-l-4 border-blue-500">
|
| 81 |
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<h3 class="text-xl font-semibold text-blue-700 mb-3">CNN для последовательностей</h3>
|
| 82 |
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<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 83 |
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<li>Ограниченное рецептивное поле</li>
|
| 84 |
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<li>Требуется много слоёв для глобальных зависимостей</li>
|
| 85 |
+
<li>Не учитывает порядок элементов</li>
|
| 86 |
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</ul>
|
| 87 |
+
</div>
|
| 88 |
+
</div>
|
| 89 |
+
<div class="mt-8 bg-yellow-50 p-6 rounded-lg border-l-4 border-yellow-500">
|
| 90 |
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<h3 class="text-xl font-semibold text-yellow-700 mb-3">Решение: Механизм внимания</h3>
|
| 91 |
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<p class="text-gray-700">
|
| 92 |
+
Позволяет модели напрямую обращаться к любой части входной последовательности,
|
| 93 |
+
независимо от расстояния, с постоянным количеством операций.
|
| 94 |
+
</p>
|
| 95 |
+
</div>
|
| 96 |
+
</div>
|
| 97 |
+
|
| 98 |
+
<!-- Key Innovations -->
|
| 99 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 100 |
+
<h2 class="text-3xl font-bold text-indigo-700 mb-6">
|
| 101 |
+
<i class="fas fa-lightbulb mr-4"></i>Ключевые инновации
|
| 102 |
+
</h2>
|
| 103 |
+
<div class="grid grid-cols-1 md:grid-cols-3 gap-6">
|
| 104 |
+
<div class="bg-green-50 p-6 rounded-lg transform transition hover:scale-105">
|
| 105 |
+
<div class="text-4xl text-green-600 mb-4 text-center">
|
| 106 |
+
<i class="fas fa-arrows-alt-h"></i>
|
| 107 |
+
</div>
|
| 108 |
+
<h3 class="text-xl font-semibold text-green-700 mb-3 text-center">Self-Attention</h3>
|
| 109 |
+
<p class="text-gray-700">
|
| 110 |
+
Прямые связи между всеми элементами последовательности, независимо от расстояния
|
| 111 |
+
</p>
|
| 112 |
+
</div>
|
| 113 |
+
<div class="bg-purple-50 p-6 rounded-lg transform transition hover:scale-105">
|
| 114 |
+
<div class="text-4xl text-purple-600 mb-4 text-center">
|
| 115 |
+
<i class="fas fa-layer-group"></i>
|
| 116 |
+
</div>
|
| 117 |
+
<h3 class="text-xl font-semibold text-purple-700 mb-3 text-center">Multi-Head Attention</h3>
|
| 118 |
+
<p class="text-gray-700">
|
| 119 |
+
Несколько механизмов внимания, работающих параллельно для изучения разных типов зависимостей
|
| 120 |
+
</p>
|
| 121 |
+
</div>
|
| 122 |
+
<div class="bg-indigo-50 p-6 rounded-lg transform transition hover:scale-105">
|
| 123 |
+
<div class="text-4xl text-indigo-600 mb-4 text-center">
|
| 124 |
+
<i class="fas fa-bolt"></i>
|
| 125 |
+
</div>
|
| 126 |
+
<h3 class="text-xl font-semibold text-indigo-700 mb-3 text-center">Positional Encoding</h3>
|
| 127 |
+
<p class="text-gray-700">
|
| 128 |
+
Информация о порядке элементов добавляется через специальные embeddings
|
| 129 |
+
</p>
|
| 130 |
+
</div>
|
| 131 |
+
</div>
|
| 132 |
+
</div>
|
| 133 |
+
|
| 134 |
+
<!-- Transformer Architecture -->
|
| 135 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 136 |
+
<h2 class="text-3xl font-bold text-indigo-700 mb-6">
|
| 137 |
+
<i class="fas fa-project-diagram mr-4"></i>Архитектура Transformer
|
| 138 |
+
</h2>
|
| 139 |
+
<div class="flex justify-center mb-8">
|
| 140 |
+
<img src="https://miro.medium.com/v2/resize:fit:1400/1*BHzGVskWGS_3jEcYYiLmiQ.png"
|
| 141 |
+
alt="Transformer Architecture"
|
| 142 |
+
class="rounded-lg shadow-md max-w-full h-auto">
|
| 143 |
+
</div>
|
| 144 |
+
<div class="grid grid-cols-1 md:grid-cols-2 gap-6">
|
| 145 |
+
<div>
|
| 146 |
+
<h3 class="text-xl font-semibold text-blue-600 mb-3">Encoder</h3>
|
| 147 |
+
<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 148 |
+
<li>6 идентичных слоёв</li>
|
| 149 |
+
<li>Каждый слой содержит:
|
| 150 |
+
<ul class="list-circle pl-5 mt-2">
|
| 151 |
+
<li>Multi-head self-attention</li>
|
| 152 |
+
<li>Position-wise feed-forward network</li>
|
| 153 |
+
</ul>
|
| 154 |
+
</li>
|
| 155 |
+
<li>Residual connections и layer normalization</li>
|
| 156 |
+
</ul>
|
| 157 |
+
</div>
|
| 158 |
+
<div>
|
| 159 |
+
<h3 class="text-xl font-semibold text-purple-600 mb-3">Decoder</h3>
|
| 160 |
+
<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 161 |
+
<li>6 идентичных слоёв</li>
|
| 162 |
+
<li>Дополнительно к encoder содержит:
|
| 163 |
+
<ul class="list-circle pl-5 mt-2">
|
| 164 |
+
<li>Masked multi-head attention</li>
|
| 165 |
+
<li>Multi-head attention над выходом encoder</li>
|
| 166 |
+
</ul>
|
| 167 |
+
</li>
|
| 168 |
+
<li>Также residual connections и layer normalization</li>
|
| 169 |
+
</ul>
|
| 170 |
+
</div>
|
| 171 |
+
</div>
|
| 172 |
+
</div>
|
| 173 |
+
|
| 174 |
+
<!-- Scaled Dot-Product Attention -->
|
| 175 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 176 |
+
<h2 class="text-3xl font-bold text-indigo-700 mb-6">
|
| 177 |
+
<i class="fas fa-atom mr-4"></i>Scaled Dot-Product Attention
|
| 178 |
+
</h2>
|
| 179 |
+
|
| 180 |
+
<div class="attention-formula">
|
| 181 |
+
Attention(Q, K, V) = softmax(QK<sup>T</sup>/√d<sub>k</sub>)V
|
| 182 |
+
</div>
|
| 183 |
+
|
| 184 |
+
<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
|
| 185 |
+
<div>
|
| 186 |
+
<h3 class="text-xl font-semibold text-blue-600 mb-3">Компоненты</h3>
|
| 187 |
+
<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 188 |
+
<li><strong>Q (Query)</strong> - что ищем</li>
|
| 189 |
+
<li><strong>K (Key)</strong> - что можем предложить</li>
|
| 190 |
+
<li><strong>V (Value)</strong> - фактическая информация</li>
|
| 191 |
+
<li><strong>d<sub>k</sub></strong> - размерность ключей (масштабирующий коэффициент)</li>
|
| 192 |
+
</ul>
|
| 193 |
+
|
| 194 |
+
<div class="mt-6 bg-blue-50 p-4 rounded-lg">
|
| 195 |
+
<h4 class="font-semibold text-blue-700 mb-2">Почему масштабирование?</h4>
|
| 196 |
+
<p class="text-gray-700">
|
| 197 |
+
При больших d<sub>k</sub> скалярное произведение становится очень большим,
|
| 198 |
+
pushing the softmax into regions with extremely small gradients.
|
| 199 |
+
</p>
|
| 200 |
+
</div>
|
| 201 |
+
</div>
|
| 202 |
+
|
| 203 |
+
<div>
|
| 204 |
+
<h3 class="text-xl font-semibold text-purple-600 mb-3">Реализация на Python</h3>
|
| 205 |
+
<div class="code-block">
|
| 206 |
+
<pre>import torch
|
| 207 |
+
import torch.nn.functional as F
|
| 208 |
+
|
| 209 |
+
def attention(query, key, value, mask=None):
|
| 210 |
+
d_k = query.size(-1)
|
| 211 |
+
scores = torch.matmul(query, key.transpose(-2, -1)) / math.sqrt(d_k)
|
| 212 |
+
|
| 213 |
+
if mask is not None:
|
| 214 |
+
scores = scores.masked_fill(mask == 0, -1e9)
|
| 215 |
+
|
| 216 |
+
p_attn = F.softmax(scores, dim=-1)
|
| 217 |
+
return torch.matmul(p_attn, value), p_attn</pre>
|
| 218 |
+
</div>
|
| 219 |
+
</div>
|
| 220 |
+
</div>
|
| 221 |
+
</div>
|
| 222 |
+
|
| 223 |
+
<!-- Multi-Head Attention -->
|
| 224 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 225 |
+
<h2 class="text-3xl font-bold text-indigo-700 mb-6">
|
| 226 |
+
<i class="fas fa-people-arrows mr-4"></i>Multi-Head Attention
|
| 227 |
+
</h2>
|
| 228 |
+
|
| 229 |
+
<div class="flex justify-center mb-8">
|
| 230 |
+
<img src="https://miro.medium.com/v2/resize:fit:1400/1*_92bns4XYKhZ6Yx1NY6R2A.png"
|
| 231 |
+
alt="Multi-Head Attention"
|
| 232 |
+
class="rounded-lg shadow-md max-w-full h-auto" style="max-height: 200px;">
|
| 233 |
+
</div>
|
| 234 |
+
|
| 235 |
+
<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
|
| 236 |
+
<div>
|
| 237 |
+
<h3 class="text-xl font-semibold text-blue-600 mb-3">Концепция</h3>
|
| 238 |
+
<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 239 |
+
<li>Несколько attention heads (обычно 8)</li>
|
| 240 |
+
<li>Каждый head изучает разные аспекты зависимостей</li>
|
| 241 |
+
<li>Линейные проекции для Q, K, V перед attention</li>
|
| 242 |
+
<li>Результаты конкатенируются и проецируются обратно</li>
|
| 243 |
+
</ul>
|
| 244 |
+
|
| 245 |
+
<div class="mt-6 bg-yellow-50 p-4 rounded-lg">
|
| 246 |
+
<h4 class="font-semibold text-yellow-700 mb-2">Преимущества</h4>
|
| 247 |
+
<p class="text-gray-700">
|
| 248 |
+
Позволяет модели совместно обращать внимание на информацию из разных подпространств
|
| 249 |
+
представления в разных позициях.
|
| 250 |
+
</p>
|
| 251 |
+
</div>
|
| 252 |
+
</div>
|
| 253 |
+
|
| 254 |
+
<div>
|
| 255 |
+
<h3 class="text-xl font-semibold text-purple-600 mb-3">Реализация</h3>
|
| 256 |
+
<div class="code-block">
|
| 257 |
+
<pre>class MultiHeadedAttention(nn.Module):
|
| 258 |
+
def __init__(self, h, d_model):
|
| 259 |
+
super().__init__()
|
| 260 |
+
self.d_k = d_model // h
|
| 261 |
+
self.h = h
|
| 262 |
+
self.linears = clones(nn.Linear(d_model, d_model), 4)
|
| 263 |
+
|
| 264 |
+
def forward(self, query, key, value, mask=None):
|
| 265 |
+
nbatches = query.size(0)
|
| 266 |
+
|
| 267 |
+
# 1) Проецируем и меняем размерность для h heads
|
| 268 |
+
query, key, value = [
|
| 269 |
+
lin(x).view(nbatches, -1, self.h, self.d_k).transpose(1, 2)
|
| 270 |
+
for lin, x in zip(self.linears, (query, key, value))
|
| 271 |
+
]
|
| 272 |
+
|
| 273 |
+
# 2) Применяем attention ко всем проекциям
|
| 274 |
+
x, self.attn = attention(query, key, value, mask)
|
| 275 |
+
|
| 276 |
+
# 3) Конкатенируем и проецируем обратно
|
| 277 |
+
x = x.transpose(1, 2).contiguous() \
|
| 278 |
+
.view(nbatches, -1, self.h * self.d_k)
|
| 279 |
+
return self.linears[-1](x)</pre>
|
| 280 |
+
</div>
|
| 281 |
+
</div>
|
| 282 |
+
</div>
|
| 283 |
+
</div>
|
| 284 |
+
|
| 285 |
+
<!-- Positional Encoding -->
|
| 286 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 287 |
+
<h2 class="text-3xl font-bold text-indigo-700 mb-6">
|
| 288 |
+
<i class="fas fa-map-marked-alt mr-4"></i>Positional Encoding
|
| 289 |
+
</h2>
|
| 290 |
+
|
| 291 |
+
<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
|
| 292 |
+
<div>
|
| 293 |
+
<h3 class="text-xl font-semibold text-blue-600 mb-3">Зачем нужно?</h3>
|
| 294 |
+
<p class="text-gray-700 mb-4">
|
| 295 |
+
Поскольку Transformer не содержит рекуррентных и сверточных операций,
|
| 296 |
+
ему необходимо явное представление порядка элементов в последовательности.
|
| 297 |
+
</p>
|
| 298 |
+
|
| 299 |
+
<div class="bg-green-50 p-4 rounded-lg mb-4">
|
| 300 |
+
<h4 class="font-semibold text-green-700 mb-2">Формула</h4>
|
| 301 |
+
<div class="text-center">
|
| 302 |
+
PE<sub>(pos,2i)</sub> = sin(pos/10000<sup>2i/d<sub>model</sub></sup>)<br>
|
| 303 |
+
PE<sub>(pos,2i+1)</sub> = cos(pos/10000<sup>2i/d<sub>model</sub></sup>)
|
| 304 |
+
</div>
|
| 305 |
+
</div>
|
| 306 |
+
|
| 307 |
+
<ul class="list-disc pl-5 text-gray-700 space-y-2">
|
| 308 |
+
<li>pos - позиция в последовательности</li>
|
| 309 |
+
<li>i - размерность</li>
|
| 310 |
+
<li>d<sub>model</sub> - размерность embedding</li>
|
| 311 |
+
</ul>
|
| 312 |
+
</div>
|
| 313 |
+
|
| 314 |
+
<div>
|
| 315 |
+
<h3 class="text-xl font-semibold text-purple-600 mb-3">Визуализация</h3>
|
| 316 |
+
<div class="flex justify-center">
|
| 317 |
+
<img src="https://jalammar.github.io/images/t/transformer_positional_encoding_example.png"
|
| 318 |
+
alt="Positional Encoding"
|
| 319 |
+
class="rounded-lg shadow-md max-w-full h-auto">
|
| 320 |
+
</div>
|
| 321 |
+
<p class="text-gray-700 mt-4 text-center">
|
| 322 |
+
Синусоидальные функции разных частот создают уникальные паттерны для каждой позиции
|
| 323 |
+
</p>
|
| 324 |
+
</div>
|
| 325 |
+
</div>
|
| 326 |
+
</div>
|
| 327 |
+
|
| 328 |
+
<!-- Results and Impact -->
|
| 329 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 330 |
+
<h2 class="text-3xl font-bold text-indigo-700 mb-6">
|
| 331 |
+
<i class="fas fa-chart-line mr-4"></i>Результаты и влияние
|
| 332 |
+
</h2>
|
| 333 |
+
|
| 334 |
+
<div class="grid grid-cols-1 md:grid-cols-2 gap-8">
|
| 335 |
+
<div>
|
| 336 |
+
<h3 class="text-xl font-semibold text-blue-600 mb-3">Производительность</h3>
|
| 337 |
+
<div class="bg-white p-4 rounded-lg border border-gray-200 shadow-sm mb-4">
|
| 338 |
+
<h4 class="font-semibold text-gray-700 mb-2">WMT 2014 English-to-German</h4>
|
| 339 |
+
<div class="flex items-center">
|
| 340 |
+
<div class="w-3/4 bg-gray-200 rounded-full h-4">
|
| 341 |
+
<div class="bg-blue-600 h-4 rounded-full" style="width: 75%"></div>
|
| 342 |
+
</div>
|
| 343 |
+
<span class="ml-2 font-bold">28.4 BLEU (Transformer)</span>
|
| 344 |
+
</div>
|
| 345 |
+
<div class="flex items-center mt-2">
|
| 346 |
+
<div class="w-3/4 bg-gray-200 rounded-full h-4">
|
| 347 |
+
<div class="bg-blue-400 h-4 rounded-full" style="width: 65%"></div>
|
| 348 |
+
</div>
|
| 349 |
+
<span class="ml-2">25.8 BLEU (Previous best)</span>
|
| 350 |
+
</div>
|
| 351 |
+
</div>
|
| 352 |
+
|
| 353 |
+
<div class="bg-white p-4 rounded-lg border border-gray-200 shadow-sm">
|
| 354 |
+
<h4 class="font-semibold text-gray-700 mb-2">WMT 2014 English-to-French</h4>
|
| 355 |
+
<div class="flex items-center">
|
| 356 |
+
<div class="w-3/4 bg-gray-200 rounded-full h-4">
|
| 357 |
+
<div class="bg-green-600 h-4 rounded-full" style="width: 85%"></div>
|
| 358 |
+
</div>
|
| 359 |
+
<span class="ml-2 font-bold">41.8 BLEU (Transformer)</span>
|
| 360 |
+
</div>
|
| 361 |
+
<div class="flex items-center mt-2">
|
| 362 |
+
<div class="w-3/4 bg-gray-200 rounded-full h-4">
|
| 363 |
+
<div class="bg-green-400 h-4 rounded-full" style="width: 80%"></div>
|
| 364 |
+
</div>
|
| 365 |
+
<span class="ml-2">40.4 BLEU (Previous best)</span>
|
| 366 |
+
</div>
|
| 367 |
+
</div>
|
| 368 |
+
|
| 369 |
+
<div class="mt-6 bg-blue-50 p-4 rounded-lg">
|
| 370 |
+
<h4 class="font-semibold text-blue-700 mb-2">Вычислительная эффективность</h4>
|
| 371 |
+
<p class="text-gray-700">
|
| 372 |
+
В 3-10 раз быстрее в обучении, чем рекуррентные модели на GPU/TPU благодаря полной параллелизации
|
| 373 |
+
</p>
|
| 374 |
+
</div>
|
| 375 |
+
</div>
|
| 376 |
+
|
| 377 |
+
<div>
|
| 378 |
+
<h3 class="text-xl font-semibold text-purple-600 mb-3">Влияние на NLP</h3>
|
| 379 |
+
<div class="space-y-4">
|
| 380 |
+
<div class="flex items-start">
|
| 381 |
+
<div class="bg-purple-100 p-3 rounded-full mr-4">
|
| 382 |
+
<i class="fas fa-robot text-purple-600"></i>
|
| 383 |
+
</div>
|
| 384 |
+
<div>
|
| 385 |
+
<h4 class="font-semibold text-gray-800">BERT (2018)</h4>
|
| 386 |
+
<p class="text-gray-600">Bidirectional Encoder Representations from Transformers</p>
|
| 387 |
+
</div>
|
| 388 |
+
</div>
|
| 389 |
+
|
| 390 |
+
<div class="flex items-start">
|
| 391 |
+
<div class="bg-green-100 p-3 rounded-full mr-4">
|
| 392 |
+
<i class="fas fa-language text-green-600"></i>
|
| 393 |
+
</div>
|
| 394 |
+
<div>
|
| 395 |
+
<h4 class="font-semibold text-gray-800">GPT series (2018-2020)</h4>
|
| 396 |
+
<p class="text-gray-600">Generative Pre-trained Transformer (GPT-1, GPT-2, GPT-3)</p>
|
| 397 |
+
</div>
|
| 398 |
+
</div>
|
| 399 |
+
|
| 400 |
+
<div class="flex items-start">
|
| 401 |
+
<div class="bg-red-100 p-3 rounded-full mr-4">
|
| 402 |
+
<i class="fas fa-exchange-alt text-red-600"></i>
|
| 403 |
+
</div>
|
| 404 |
+
<div>
|
| 405 |
+
<h4 class="font-semibold text-gray-800">T5 (2019)</h4>
|
| 406 |
+
<p class="text-gray-600">Text-to-Text Transfer Transformer</p>
|
| 407 |
+
</div>
|
| 408 |
+
</div>
|
| 409 |
+
|
| 410 |
+
<div class="flex items-start">
|
| 411 |
+
<div class="bg-yellow-100 p-3 rounded-full mr-4">
|
| 412 |
+
<i class="fas fa-comments text-yellow-600"></i>
|
| 413 |
+
</div>
|
| 414 |
+
<div>
|
| 415 |
+
<h4 class="font-semibold text-gray-800">ChatGPT (2022)</h4>
|
| 416 |
+
<p class="text-gray-600">Основан на архитектуре Transformer</p>
|
| 417 |
+
</div>
|
| 418 |
+
</div>
|
| 419 |
+
</div>
|
| 420 |
+
|
| 421 |
+
<div class="mt-6 bg-purple-50 p-4 rounded-lg">
|
| 422 |
+
<h4 class="font-semibold text-purple-700 mb-2">За пределами NLP</h4>
|
| 423 |
+
<p class="text-gray-700">
|
| 424 |
+
Transformers успешно применяются в компьютерном зрении (ViT), обработке звука, биоинформатике и других областях
|
| 425 |
+
</p>
|
| 426 |
+
</div>
|
| 427 |
+
</div>
|
| 428 |
+
</div>
|
| 429 |
+
</div>
|
| 430 |
+
|
| 431 |
+
<!-- Conclusion -->
|
| 432 |
+
<div class="slide bg-white rounded-xl shadow-2xl p-8 mb-8">
|
| 433 |
+
<div class="flex flex-col items-center justify-center h-full">
|
| 434 |
+
<div class="text-4xl font-bold text-indigo-700 mb-6 text-center">
|
| 435 |
+
<i class="fas fa-graduation-cap mr-4"></i>Выводы
|
| 436 |
+
</div>
|
| 437 |
+
|
| 438 |
+
<div class="w-full max-w-2xl space-y-6">
|
| 439 |
+
<div class="flex items-start bg-indigo-50 p-4 rounded-lg">
|
| 440 |
+
<div class="bg-indigo-100 p-3 rounded-full mr-4">
|
| 441 |
+
<i class="fas fa-check text-indigo-600"></i>
|
| 442 |
+
</div>
|
| 443 |
+
<div>
|
| 444 |
+
<h3 class="font-semibold text-indigo-800">Новая парадигма</h3>
|
| 445 |
+
<p class="text-gray-700">
|
| 446 |
+
Transformer представил полностью attention-based архитектуру, отказавшись от рекуррентных и сверточных слоёв
|
| 447 |
+
</p>
|
| 448 |
+
</div>
|
| 449 |
+
</div>
|
| 450 |
+
|
| 451 |
+
<div class="flex items-start bg-green-50 p-4 rounded-lg">
|
| 452 |
+
<div class="bg-green-100 p-3 rounded-full mr-4">
|
| 453 |
+
<i class="fas fa-bolt text-green-600"></i>
|
| 454 |
+
</div>
|
| 455 |
+
<div>
|
| 456 |
+
<h3 class="font-semibold text-green-800">Вычислительная эффективность</h3>
|
| 457 |
+
<p class="text-gray-700">
|
| 458 |
+
Полностью параллелизуемая архитектура, быстрее обучение, лучшее качество на длинных последовательностях
|
| 459 |
+
</p>
|
| 460 |
+
</div>
|
| 461 |
+
</div>
|
| 462 |
+
|
| 463 |
+
<div class="flex items-start bg-purple-50 p-4 rounded-lg">
|
| 464 |
+
<div class="bg-purple-100 p-3 rounded-full mr-4">
|
| 465 |
+
<i class="fas fa-project-diagram text-purple-600"></i>
|
| 466 |
+
</div>
|
| 467 |
+
<div>
|
| 468 |
+
<h3 class="font-semibold text-purple-800">Гибкость</h3>
|
| 469 |
+
<p class="text-gray-700">
|
| 470 |
+
Архитектура легко адаптируется для различных задач (перевод, классификация, генерация)
|
| 471 |
+
</p>
|
| 472 |
+
</div>
|
| 473 |
+
</div>
|
| 474 |
+
|
| 475 |
+
<div class="flex items-start bg-yellow-50 p-4 rounded-lg">
|
| 476 |
+
<div class="bg-yellow-100 p-3 rounded-full mr-4">
|
| 477 |
+
<i class="fas fa-star text-yellow-600"></i>
|
| 478 |
+
</div>
|
| 479 |
+
<div>
|
| 480 |
+
<h3 class="font-semibold text-yellow-800">Будущее</h3>
|
| 481 |
+
<p class="text-gray-700">
|
| 482 |
+
Transformer стал основой для большинства современных моделей NLP и находит применение в других областях
|
| 483 |
+
</p>
|
| 484 |
+
</div>
|
| 485 |
+
</div>
|
| 486 |
+
</div>
|
| 487 |
+
</div>
|
| 488 |
+
</div>
|
| 489 |
+
|
| 490 |
+
<!-- Navigation -->
|
| 491 |
+
<div class="flex justify-between mt-8">
|
| 492 |
+
<button id="prevBtn" class="bg-indigo-600 hover:bg-indigo-700 text-white font-bold py-3 px-6 rounded-full transition transform hover:scale-105">
|
| 493 |
+
<i class="fas fa-arrow-left mr-2"></i>Назад
|
| 494 |
+
</button>
|
| 495 |
+
<div class="flex space-x-2">
|
| 496 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 497 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 498 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 499 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 500 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 501 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 502 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 503 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 504 |
+
<button class="page-indicator w-3 h-3 rounded-full bg-indigo-300"></button>
|
| 505 |
+
</div>
|
| 506 |
+
<button id="nextBtn" class="bg-indigo-600 hover:bg-indigo-700 text-white font-bold py-3 px-6 rounded-full transition transform hover:scale-105">
|
| 507 |
+
Вперед<i class="fas fa-arrow-right ml-2"></i>
|
| 508 |
+
</button>
|
| 509 |
+
</div>
|
| 510 |
+
</div>
|
| 511 |
+
|
| 512 |
+
<script>
|
| 513 |
+
document.addEventListener('DOMContentLoaded', function() {
|
| 514 |
+
const slides = document.querySelectorAll('.slide');
|
| 515 |
+
const prevBtn = document.getElementById('prevBtn');
|
| 516 |
+
const nextBtn = document.getElementById('nextBtn');
|
| 517 |
+
const pageIndicators = document.querySelectorAll('.page-indicator');
|
| 518 |
+
let currentSlide = 0;
|
| 519 |
+
|
| 520 |
+
// Initialize first slide and indicator
|
| 521 |
+
slides[0].classList.add('active');
|
| 522 |
+
pageIndicators[0].classList.remove('bg-indigo-300');
|
| 523 |
+
pageIndicators[0].classList.add('bg-indigo-600');
|
| 524 |
+
|
| 525 |
+
function showSlide(index) {
|
| 526 |
+
// Hide all slides
|
| 527 |
+
slides.forEach(slide => slide.classList.remove('active'));
|
| 528 |
+
// Show current slide
|
| 529 |
+
slides[index].classList.add('active');
|
| 530 |
+
|
| 531 |
+
// Update indicators
|
| 532 |
+
pageIndicators.forEach(indicator => {
|
| 533 |
+
indicator.classList.remove('bg-indigo-600');
|
| 534 |
+
indicator.classList.add('bg-indigo-300');
|
| 535 |
+
});
|
| 536 |
+
pageIndicators[index].classList.remove('bg-indigo-300');
|
| 537 |
+
pageIndicators[index].classList.add('bg-indigo-600');
|
| 538 |
+
|
| 539 |
+
// Update button states
|
| 540 |
+
prevBtn.disabled = index === 0;
|
| 541 |
+
nextBtn.disabled = index === slides.length - 1;
|
| 542 |
+
}
|
| 543 |
+
|
| 544 |
+
// Next slide
|
| 545 |
+
nextBtn.addEventListener('click', function() {
|
| 546 |
+
if (currentSlide < slides.length - 1) {
|
| 547 |
+
currentSlide++;
|
| 548 |
+
showSlide(currentSlide);
|
| 549 |
+
}
|
| 550 |
+
});
|
| 551 |
+
|
| 552 |
+
// Previous slide
|
| 553 |
+
prevBtn.addEventListener('click', function() {
|
| 554 |
+
if (currentSlide > 0) {
|
| 555 |
+
currentSlide--;
|
| 556 |
+
showSlide(currentSlide);
|
| 557 |
+
}
|
| 558 |
+
});
|
| 559 |
+
|
| 560 |
+
// Keyboard navigation
|
| 561 |
+
document.addEventListener('keydown', function(e) {
|
| 562 |
+
if (e.key === 'ArrowRight' || e.key === ' ') {
|
| 563 |
+
if (currentSlide < slides.length - 1) {
|
| 564 |
+
currentSlide++;
|
| 565 |
+
showSlide(currentSlide);
|
| 566 |
+
}
|
| 567 |
+
} else if (e.key === 'ArrowLeft') {
|
| 568 |
+
if (currentSlide > 0) {
|
| 569 |
+
currentSlide--;
|
| 570 |
+
showSlide(currentSlide);
|
| 571 |
+
}
|
| 572 |
+
}
|
| 573 |
+
});
|
| 574 |
+
|
| 575 |
+
// Click on indicator
|
| 576 |
+
pageIndicators.forEach((indicator, index) => {
|
| 577 |
+
indicator.addEventListener('click', function() {
|
| 578 |
+
currentSlide = index;
|
| 579 |
+
showSlide(currentSlide);
|
| 580 |
+
});
|
| 581 |
+
});
|
| 582 |
+
});
|
| 583 |
+
</script>
|
| 584 |
+
<p style="border-radius: 8px; text-align: center; font-size: 12px; color: #fff; margin-top: 16px;position: fixed; left: 8px; bottom: 8px; z-index: 10; background: rgba(0, 0, 0, 0.8); padding: 4px 8px;">Made with <img src="https://enzostvs-deepsite.hf.space/logo.svg" alt="DeepSite Logo" style="width: 16px; height: 16px; vertical-align: middle;display:inline-block;margin-right:3px;filter:brightness(0) invert(1);"><a href="https://enzostvs-deepsite.hf.space" style="color: #fff;text-decoration: underline;" target="_blank" >DeepSite</a> - 🧬 <a href="https://enzostvs-deepsite.hf.space?remix=JohnConnor123/abs" style="color: #fff;text-decoration: underline;" target="_blank" >Remix</a></p></body>
|
| 585 |
+
</html>
|