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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>Universal Tokenizer Visualizer</title>
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- <script src="https://cdn.tailwindcss.com"></script>
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- <link href="https://cdn.jsdelivr.net/npm/@fontsource/inter@5.0.16/index.min.css" rel="stylesheet">
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- <style>
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- body { font-family: 'Inter', sans-serif; background-color: #0f172a; }
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- .token-chip {
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- transition: all 0.15s cubic-bezier(0.4, 0, 0.2, 1);
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- cursor: default;
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- position: relative;
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- }
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- .token-chip:hover {
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- transform: translateY(-2px) scale(1.03);
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- z-index: 20;
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- box-shadow: 0 8px 16px -4px rgba(0,0,0,0.5);
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- }
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- .token-chip::after {
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- content: attr(data-tooltip);
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- position: absolute;
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- bottom: 110%;
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- left: 50%;
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- transform: translateX(-50%) translateY(5px);
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- background: #1e293b;
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- color: #e2e8f0;
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- padding: 6px 10px;
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- border-radius: 6px;
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- font-size: 0.75rem;
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- white-space: nowrap;
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- opacity: 0;
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- pointer-events: none;
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- transition: all 0.2s;
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- border: 1px solid #334155;
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- box-shadow: 0 4px 12px rgba(0,0,0,0.3);
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- z-index: 30;
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- }
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- .token-chip:hover::after { opacity: 1; transform: translateX(-50%) translateY(0); }
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- .spinner {
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- width: 20px; height: 20px;
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- border: 2px solid rgba(255,255,255,0.3);
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- border-radius: 50%;
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- border-top-color: #fff;
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- animation: spin 0.8s linear infinite;
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- }
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- @keyframes spin { to { transform: rotate(360deg); } }
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- ::-webkit-scrollbar { width: 8px; height: 8px; }
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- ::-webkit-scrollbar-track { background: #1e293b; border-radius: 4px; }
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- ::-webkit-scrollbar-thumb { background: #475569; border-radius: 4px; }
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- ::-webkit-scrollbar-thumb:hover { background: #64748b; }
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- .fade-in { animation: fadeIn 0.3s ease-out forwards; }
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- @keyframes fadeIn { from { opacity: 0; transform: translateY(5px); } to { opacity: 1; transform: translateY(0); } }
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- </style>
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  </head>
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- <body class="min-h-screen text-slate-100 flex flex-col">
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- <div class="flex-grow max-w-6xl w-full mx-auto p-4 md:p-8">
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- <header class="mb-8 flex flex-col md:flex-row md:items-end justify-between gap-4">
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- <div>
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- <h1 class="text-3xl md:text-4xl font-bold bg-gradient-to-r from-cyan-400 via-blue-500 to-purple-500 bg-clip-text text-transparent tracking-tight">
62
- 🧩 Tokenizer Visualizer
63
- </h1>
64
- <p class="text-slate-400 mt-2 text-sm md:text-base">
65
- Load any HuggingFace model tokenizer directly in your browser. Client-side only, no GPU required.
66
- </p>
67
- </div>
68
- <div class="flex gap-2 text-xs text-slate-500">
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- <span class="px-2 py-1 bg-slate-800 rounded border border-slate-700">Browser-Native</span>
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- <span class="px-2 py-1 bg-slate-800 rounded border border-slate-700">Extensible</span>
71
- </div>
72
- </header>
73
-
74
- <div class="grid grid-cols-1 lg:grid-cols-12 gap-6">
75
- <!-- Controls Panel -->
76
- <div class="lg:col-span-4 bg-slate-800/50 backdrop-blur border border-slate-700 rounded-xl p-5 flex flex-col gap-4 h-fit shadow-xl">
77
- <div>
78
- <label class="block text-sm font-medium text-slate-300 mb-1.5">Model ID / Path</label>
79
- <input type="text" id="modelId" value="gpt2"
80
- class="w-full bg-slate-900 border border-slate-600 rounded-lg px-3 py-2.5 text-sm focus:outline-none focus:ring-2 focus:ring-blue-500 transition"
81
- placeholder="e.g., gpt2, deepseek-ai/DeepSeek-V3, meta-llama/Llama-3-8B">
82
- </div>
83
-
84
- <div class="flex-grow">
85
- <label class="block text-sm font-medium text-slate-300 mb-1.5">Input Text</label>
86
- <textarea id="inputText" rows="7"
87
- class="w-full bg-slate-900 border border-slate-600 rounded-lg px-3 py-2.5 text-sm focus:outline-none focus:ring-2 focus:ring-blue-500 resize-y transition"
88
- placeholder="Type or paste text to visualize tokenization..."></textarea>
89
- </div>
90
-
91
- <button id="tokenizeBtn"
92
- class="w-full bg-blue-600 hover:bg-blue-500 active:bg-blue-700 text-white font-semibold py-2.5 px-4 rounded-lg transition flex items-center justify-center gap-2 disabled:opacity-50 disabled:cursor-not-allowed shadow-lg shadow-blue-900/30">
93
- <span>Tokenize</span>
94
- </button>
95
-
96
- <div id="status" class="text-sm text-slate-400 h-5 flex items-center gap-2 truncate"></div>
97
- </div>
98
-
99
- <!-- Visualization Panel -->
100
- <div class="lg:col-span-8 bg-slate-800/50 backdrop-blur border border-slate-700 rounded-xl p-5 flex flex-col shadow-xl min-h-[450px]">
101
- <div class="flex flex-wrap justify-between items-center mb-4 pb-3 border-b border-slate-700 gap-3">
102
- <h2 class="text-lg font-semibold text-slate-100">Token Breakdown</h2>
103
- <div class="flex flex-wrap gap-3 text-sm">
104
- <div class="flex items-center gap-1.5 bg-slate-900 px-3 py-1.5 rounded-md border border-slate-700">
105
- <span class="w-2 h-2 rounded-full bg-blue-400"></span>
106
- <span class="text-slate-300">Tokens: <b id="statTokens" class="text-white">0</b></span>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
107
  </div>
108
- <div class="flex items-center gap-1.5 bg-slate-900 px-3 py-1.5 rounded-md border border-slate-700">
109
- <span class="w-2 h-2 rounded-full bg-purple-400"></span>
110
- <span class="text-slate-300">Chars: <b id="statChars" class="text-white">0</b></span>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
111
  </div>
112
- <div class="flex items-center gap-1.5 bg-slate-900 px-3 py-1.5 rounded-md border border-slate-700">
113
- <span class="w-2 h-2 rounded-full bg-pink-400"></span>
114
- <span class="text-slate-300">Ratio: <b id="statRatio" class="text-white">0.00</b></span>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
115
  </div>
116
- </div>
117
- </div>
118
-
119
- <div id="outputGrid" class="flex flex-wrap gap-2 overflow-y-auto p-2 content-start flex-grow min-h-[300px] bg-slate-900/40 rounded-lg border border-slate-800/50">
120
- <div class="w-full text-center text-slate-500 py-16 select-none">
121
- <svg class="w-12 h-12 mx-auto mb-3 opacity-40" fill="none" stroke="currentColor" viewBox="0 0 24 24"><path stroke-linecap="round" stroke-linejoin="round" stroke-width="1.5" d="M13 10V3L4 14h7v7l9-11h-7z"></path></svg>
122
- <p>Enter text and click <span class="text-blue-400 font-medium">Tokenize</span> to see the breakdown.</p>
123
- <p class="text-xs mt-1 opacity-60">Supports BPE, ByteLevel, WordPiece, Unigram (via transformers.js)</p>
124
- </div>
125
- </div>
126
- </div>
 
 
127
  </div>
128
 
129
- <footer class="mt-8 text-center text-slate-500 text-xs flex flex-col md:flex-row items-center justify-center gap-2">
130
- <span>Powered by <code class="bg-slate-800 px-1.5 py-0.5 rounded text-blue-300">@huggingface/transformers</code> v3</span>
131
- <span>•</span>
132
- <span>Runs entirely client-side via WebAssembly/JS</span>
133
- <span>•</span>
134
- <span>No server/GPU required</span>
135
- </footer>
136
- </div>
137
-
138
- <script type="module">
139
- import { AutoTokenizer } from 'https://esm.sh/@huggingface/transformers@3.0.2';
140
-
141
- const COLORS = [
142
- '#3b82f6', '#8b5cf6', '#ec4899', '#f59e0b', '#10b981',
143
- '#06b6d4', '#6366f1', '#f97316', '#84cc16', '#14b8a6'
144
- ];
145
-
146
- const els = {
147
- modelId: document.getElementById('modelId'),
148
- inputText: document.getElementById('inputText'),
149
- btn: document.getElementById('tokenizeBtn'),
150
- output: document.getElementById('outputGrid'),
151
- status: document.getElementById('status'),
152
- statTokens: document.getElementById('statTokens'),
153
- statChars: document.getElementById('statChars'),
154
- statRatio: document.getElementById('statRatio')
155
- };
156
-
157
- let tokenizerCache = null;
158
-
159
- function getColor(idx) { return COLORS[idx % COLORS.length]; }
160
-
161
- function setStatus(msg, type = 'info') {
162
- els.status.textContent = msg;
163
- els.status.className = `text-sm h-5 flex items-center gap-2 truncate ${type === 'error' ? 'text-red-400' : type === 'success' ? 'text-green-400' : 'text-slate-400'}`;
164
- }
165
-
166
- els.btn.addEventListener('click', async () => {
167
- const modelId = els.modelId.value.trim();
168
- const text = els.inputText.value;
169
-
170
- if (!modelId) return setStatus('Please enter a Model ID.', 'error');
171
- if (!text) return setStatus('Please enter text to tokenize.', 'error');
172
-
173
- els.btn.disabled = true;
174
- els.btn.innerHTML = '<div class="spinner"></div> <span class="ml-2">Loading...</span>';
175
- els.output.innerHTML = '';
176
- setStatus('Fetching tokenizer configuration...');
177
-
178
- try {
179
- if (!tokenizerCache || tokenizerCache.model_id !== modelId) {
180
- setStatus('Downloading tokenizer (cached for session)...');
181
- tokenizerCache = await AutoTokenizer.from_pretrained(modelId);
182
- tokenizerCache.model_id = modelId;
183
- setStatus('Tokenizer loaded successfully.', 'success');
184
  }
185
-
186
- els.btn.innerHTML = '<div class="spinner"></div> <span class="ml-2">Tokenizing...</span>';
187
-
188
- // Use backend tokenizer for precise offset mapping
189
- const backend = tokenizerCache.backend_tokenizer || tokenizerCache.tokenizer;
190
- const result = backend.encode(text);
191
-
192
- renderTokens(result.tokens, result.ids, result.offsets, text);
193
- setStatus('Done.', 'success');
194
- } catch (err) {
195
- console.error(err);
196
- setStatus(`Error: ${err.message || 'Failed to load tokenizer.'}`, 'error');
197
- els.output.innerHTML = `
198
- <div class="w-full text-center py-12">
199
- <div class="text-red-400 font-medium mb-2">Failed to Initialize</div>
200
- <div class="text-slate-500 text-sm max-w-md mx-auto">
201
- Ensure the Model ID is correct and the repository contains <code>tokenizer.json</code>.
202
- Some gated models require a HF Token. Try <code>gpt2</code> as a fallback.
203
- </div>
204
- </div>`;
205
- } finally {
206
- els.btn.disabled = false;
207
- els.btn.innerHTML = '<span>Tokenize</span>';
208
- }
209
- });
210
-
211
- function renderTokens(tokens, ids, offsets, originalText) {
212
- els.output.innerHTML = '';
213
- const count = ids.length;
214
- els.statTokens.textContent = count;
215
- els.statChars.textContent = originalText.length;
216
- els.statRatio.textContent = originalText.length > 0 ? (count / originalText.length).toFixed(2) : '0.00';
217
-
218
- tokens.forEach((tok, i) => {
219
- const [start, end] = offsets[i];
220
- const chunk = originalText.slice(start, end);
221
- const color = getColor(i);
222
- const id = ids[i];
223
-
224
- const chip = document.createElement('div');
225
- chip.className = 'token-chip rounded-md px-2 py-1 text-sm font-mono border select-none fade-in';
226
- chip.style.animationDelay = `${i * 0.015}s`;
227
- chip.style.backgroundColor = `${color}15`;
228
- chip.style.borderColor = `${color}80`;
229
- chip.style.color = color;
230
- chip.dataset.tooltip = `ID: ${id} | [${start}, ${end}) | "${chunk.replace(/"/g, '\\"')}"`;
231
-
232
- // Handle invisible characters (like spaces, newlines) visually
233
- const displayText = chunk === '' ? '␣' : chunk === '\n' ? '↵' : chunk;
234
- chip.innerHTML = `<span class="font-medium">${displayText}</span><span class="opacity-50 text-[10px] ml-1 align-top">${id}</span>`;
235
-
236
- els.output.appendChild(chip);
237
- });
238
- }
239
-
240
- // Quick demo on load
241
- window.addEventListener('load', () => {
242
- if (!els.inputText.value) {
243
- els.inputText.value = "Tokenization converts text into numerical IDs. DeepSeek-V4 uses advanced BPE!";
244
- }
245
- });
246
- </script>
247
- </body>
248
- </html>
249
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  <!DOCTYPE html>
2
+ <html lang="en" class="light">
3
  <head>
4
+ <meta charset="UTF-8">
5
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
6
+ <title>LLM Tokenizer Visualizer</title>
7
+ <!-- Tailwind CSS -->
8
+ <script src="https://cdn.tailwindcss.com"></script>
9
+ <script>
10
+ tailwind.config = {
11
+ darkMode: 'class',
12
+ theme: {
13
+ extend: {
14
+ fontFamily: {
15
+ sans: ['Inter', 'sans-serif'],
16
+ mono: ['Fira Code', 'monospace'],
17
+ },
18
+ }
19
+ }
20
+ }
21
+ </script>
22
+ <!-- Google Fonts -->
23
+ <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&family=Fira+Code:wght@400;500&display=swap" rel="stylesheet">
24
+ <!-- Transformers.js -->
25
+ <script type="module">
26
+ import { AutoTokenizer } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.17.1';
27
+ window.AutoTokenizer = AutoTokenizer;
28
+ </script>
29
+ <style type="text/tailwindcss">
30
+ @layer utilities {
31
+ .content-auto {
32
+ content-visibility: auto;
33
+ }
34
+ .token-box {
35
+ white-space: pre;
36
+ word-break: break-all;
37
+ }
38
+ }
39
+ </style>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
40
  </head>
41
+ <body class="bg-gray-50 dark:bg-gray-900 text-gray-900 dark:text-gray-100 min-h-screen transition-colors duration-200">
42
+ <div class="max-w-5xl mx-auto px-4 py-8">
43
+ <!-- Header -->
44
+ <header class="flex justify-between items-center mb-8">
45
+ <div>
46
+ <h1 class="text-3xl font-bold bg-gradient-to-r from-blue-600 to-purple-600 bg-clip-text text-transparent">LLM Tokenizer Visualizer</h1>
47
+ <p class="text-gray-600 dark:text-gray-400 mt-1">Client-side tokenization for any Hugging Face model, powered by Transformers.js</p>
48
+ </div>
49
+ <button id="themeToggle" class="p-2 rounded-full hover:bg-gray-200 dark:hover:bg-gray-800 transition-colors">
50
+ <!-- Sun Icon (for dark mode) -->
51
+ <svg id="sunIcon" class="w-6 h-6 hidden" fill="none" stroke="currentColor" viewBox="0 0 24 24">
52
+ <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M12 3v1m0 16v1m9-9h-1M4 12H3m15.364 6.364l-.707-.707M6.343 6.343l-.707-.707m12.728 0l-.707.707M6.343 17.657l-.707.707M16 12a4 4 0 11-8 0 4 4 0 018 0z"></path>
53
+ </svg>
54
+ <!-- Moon Icon (for light mode) -->
55
+ <svg id="moonIcon" class="w-6 h-6" fill="none" stroke="currentColor" viewBox="0 0 24 24">
56
+ <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M20.354 15.354A9 9 0 018.646 3.646 9.003 9.003 0 0012 21a9.003 9.003 0 008.354-5.646z"></path>
57
+ </svg>
58
+ </button>
59
+ </header>
60
+
61
+ <!-- Model Config Section -->
62
+ <section class="bg-white dark:bg-gray-800 rounded-xl shadow-sm p-6 mb-6">
63
+ <h2 class="text-lg font-semibold mb-4">Model Configuration</h2>
64
+ <div class="grid grid-cols-1 md:grid-cols-12 gap-4">
65
+ <div class="md:col-span-8">
66
+ <label class="block text-sm font-medium mb-2" for="modelId">Hugging Face Model ID</label>
67
+ <div class="flex gap-2">
68
+ <input
69
+ type="text"
70
+ id="modelId"
71
+ value="deepseek-ai/DeepSeek-V4-Pro"
72
+ class="flex-1 px-4 py-2 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 focus:ring-2 focus:ring-blue-500 focus:border-transparent outline-none transition-all"
73
+ placeholder="e.g. meta-llama/Meta-Llama-3-8B-Instruct"
74
+ >
75
+ <button
76
+ id="loadModelBtn"
77
+ class="px-6 py-2 bg-blue-600 hover:bg-blue-700 text-white rounded-lg font-medium transition-colors flex items-center gap-2 disabled:opacity-50 disabled:cursor-not-allowed"
78
+ >
79
+ <svg id="loadSpinner" class="animate-spin w-4 h-4 hidden" fill="none" viewBox="0 0 24 24">
80
+ <circle class="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" stroke-width="4"></circle>
81
+ <path class="opacity-75" fill="currentColor" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"></path>
82
+ </svg>
83
+ <span id="loadBtnText">Load Model</span>
84
+ </button>
85
+ </div>
86
+ </div>
87
+ <div class="md:col-span-4">
88
+ <label class="block text-sm font-medium mb-2" for="hfToken">Optional HF Token (for gated models)</label>
89
+ <input
90
+ type="password"
91
+ id="hfToken"
92
+ class="w-full px-4 py-2 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 focus:ring-2 focus:ring-blue-500 focus:border-transparent outline-none transition-all"
93
+ placeholder="hf_..."
94
+ >
95
+ </div>
96
+ </div>
97
+ <div class="mt-4">
98
+ <label class="block text-sm font-medium mb-2">Popular Models</label>
99
+ <select
100
+ id="popularModels"
101
+ class="w-full md:w-1/3 px-4 py-2 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 focus:ring-2 focus:ring-blue-500 focus:border-transparent outline-none transition-all"
102
+ >
103
+ <option value="">Select a popular model...</option>
104
+ <option value="deepseek-ai/DeepSeek-V4-Pro">DeepSeek-V4-Pro</option>
105
+ <option value="meta-llama/Meta-Llama-3-8B-Instruct">Llama 3 8B Instruct</option>
106
+ <option value="mistralai/Mistral-7B-Instruct-v0.3">Mistral 7B v0.3</option>
107
+ <option value="google/gemma-2-2b-it">Gemma 2 2B IT</option>
108
+ <option value="Qwen/Qwen2.5-7B-Instruct">Qwen 2.5 7B Instruct</option>
109
+ <option value="microsoft/Phi-3-mini-4k-instruct">Phi-3 Mini 4K Instruct</option>
110
+ </select>
111
+ </div>
112
+ <div id="modelError" class="hidden mt-3 p-3 bg-red-100 dark:bg-red-900/30 text-red-700 dark:text-red-300 rounded-lg text-sm"></div>
113
+ <div id="modelSuccess" class="hidden mt-3 p-3 bg-green-100 dark:bg-green-900/30 text-green-700 dark:text-green-300 rounded-lg text-sm"></div>
114
+ </section>
115
+
116
+ <!-- Text Input Section -->
117
+ <section class="bg-white dark:bg-gray-800 rounded-xl shadow-sm p-6 mb-6">
118
+ <div class="flex justify-between items-center mb-4">
119
+ <h2 class="text-lg font-semibold">Input Text</h2>
120
+ <button
121
+ id="clearTextBtn"
122
+ class="text-sm text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-100 transition-colors"
123
+ >
124
+ Clear
125
+ </button>
126
  </div>
127
+ <textarea
128
+ id="textInput"
129
+ rows="4"
130
+ class="w-full px-4 py-3 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 focus:ring-2 focus:ring-blue-500 focus:border-transparent outline-none transition-all font-mono text-sm resize-none"
131
+ placeholder="Enter text to tokenize..."
132
+ disabled
133
+ >Hello, world! This is a test of the tokenizer. Let's see how many tokens this takes.
134
+ 你好,世界!这是一个分词器测试。
135
+ Special tokens: <|endoftext|> <s> </s></textarea>
136
+ </section>
137
+
138
+ <!-- Stats Section -->
139
+ <section class="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
140
+ <div class="bg-white dark:bg-gray-800 rounded-xl shadow-sm p-4">
141
+ <p class="text-sm text-gray-600 dark:text-gray-400">Total Tokens</p>
142
+ <p id="totalTokens" class="text-2xl font-bold mt-1">0</p>
143
+ </div>
144
+ <div class="bg-white dark:bg-gray-800 rounded-xl shadow-sm p-4">
145
+ <p class="text-sm text-gray-600 dark:text-gray-400">Total Characters</p>
146
+ <p id="totalChars" class="text-2xl font-bold mt-1">0</p>
147
  </div>
148
+ <div class="bg-white dark:bg-gray-800 rounded-xl shadow-sm p-4">
149
+ <p class="text-sm text-gray-600 dark:text-gray-400">Tokens per Character</p>
150
+ <p id="tokenRatio" class="text-2xl font-bold mt-1">0.00</p>
151
+ </div>
152
+ </section>
153
+
154
+ <!-- Token Visualization Section -->
155
+ <section class="bg-white dark:bg-gray-800 rounded-xl shadow-sm p-6 mb-6">
156
+ <div class="flex justify-between items-center mb-4">
157
+ <h2 class="text-lg font-semibold">Token Visualization</h2>
158
+ <div class="flex gap-2">
159
+ <button
160
+ id="copyTokensBtn"
161
+ class="px-4 py-2 bg-gray-100 dark:bg-gray-700 hover:bg-gray-200 dark:hover:bg-gray-600 rounded-lg text-sm font-medium transition-colors flex items-center gap-2 disabled:opacity-50"
162
+ disabled
163
+ >
164
+ <svg class="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
165
+ <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z"></path>
166
+ </svg>
167
+ Copy Tokens
168
+ </button>
169
+ <button
170
+ id="copyIdsBtn"
171
+ class="px-4 py-2 bg-gray-100 dark:bg-gray-700 hover:bg-gray-200 dark:hover:bg-gray-600 rounded-lg text-sm font-medium transition-colors flex items-center gap-2 disabled:opacity-50"
172
+ disabled
173
+ >
174
+ <svg class="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
175
+ <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M8 16H6a2 2 0 01-2-2V6a2 2 0 012-2h8a2 2 0 012 2v2m-6 12h8a2 2 0 002-2v-8a2 2 0 00-2-2h-8a2 2 0 00-2 2v8a2 2 0 002 2z"></path>
176
+ </svg>
177
+ Copy IDs
178
+ </button>
179
+ </div>
180
  </div>
181
+ <div
182
+ id="tokenContainer"
183
+ class="min-h-[120px] p-4 bg-gray-50 dark:bg-gray-700/50 rounded-lg overflow-x-auto flex flex-wrap gap-2 items-start content-start"
184
+ >
185
+ <p id="emptyState" class="text-gray-500 dark:text-gray-400 w-full text-center py-8">Load a model and enter text to see tokens</p>
186
+ </div>
187
+ <p class="text-xs text-gray-500 dark:text-gray-400 mt-2">Hover over tokens to see their ID. Special tokens are marked with a dashed border.</p>
188
+ </section>
189
+
190
+ <!-- Footer -->
191
+ <footer class="text-center text-gray-600 dark:text-gray-400 text-sm">
192
+ <p>Powered by <a href="https://huggingface.co/docs/transformers.js" target="_blank" class="text-blue-600 dark:text-blue-400 hover:underline">Transformers.js</a> | Runs entirely in your browser, no server required</p>
193
+ </footer>
194
  </div>
195
 
196
+ <script type="module">
197
+ // Wait for Transformers.js to load
198
+ await new Promise(resolve => {
199
+ const checkInterval = setInterval(() => {
200
+ if (window.AutoTokenizer) clearInterval(checkInterval);
201
+ }, 100);
202
+ });
203
+
204
+ const { AutoTokenizer } = window;
205
+
206
+ // DOM Elements
207
+ const themeToggle = document.getElementById('themeToggle');
208
+ const sunIcon = document.getElementById('sunIcon');
209
+ const moonIcon = document.getElementById('moonIcon');
210
+ const modelIdInput = document.getElementById('modelId');
211
+ const hfTokenInput = document.getElementById('hfToken');
212
+ const loadModelBtn = document.getElementById('loadModelBtn');
213
+ const loadSpinner = document.getElementById('loadSpinner');
214
+ const loadBtnText = document.getElementById('loadBtnText');
215
+ const popularModelsSelect = document.getElementById('popularModels');
216
+ const modelError = document.getElementById('modelError');
217
+ const modelSuccess = document.getElementById('modelSuccess');
218
+ const textInput = document.getElementById('textInput');
219
+ const clearTextBtn = document.getElementById('clearTextBtn');
220
+ const tokenContainer = document.getElementById('tokenContainer');
221
+ const emptyState = document.getElementById('emptyState');
222
+ const totalTokensEl = document.getElementById('totalTokens');
223
+ const totalCharsEl = document.getElementById('totalChars');
224
+ const tokenRatioEl = document.getElementById('tokenRatio');
225
+ const copyTokensBtn = document.getElementById('copyTokensBtn');
226
+ const copyIdsBtn = document.getElementById('copyIdsBtn');
227
+
228
+ // State
229
+ let tokenizer = null;
230
+ let currentTokens = [];
231
+ let currentTokenIds = [];
232
+ let isDark = localStorage.getItem('theme') === 'dark' || (!localStorage.getItem('theme') && window.matchMedia('(prefers-color-scheme: dark)').matches);
233
+
234
+ // Initialize theme
235
+ function initTheme() {
236
+ if (isDark) {
237
+ document.documentElement.classList.add('dark');
238
+ sunIcon.classList.remove('hidden');
239
+ moonIcon.classList.add('hidden');
240
+ } else {
241
+ document.documentElement.classList.remove('dark');
242
+ sunIcon.classList.add('hidden');
243
+ moonIcon.classList.remove('hidden');
244
+ }
 
 
 
 
 
 
245
  }
246
+ initTheme();
247
+
248
+ // Theme toggle
249
+ themeToggle.addEventListener('click', () => {
250
+ isDark = !isDark;
251
+ localStorage.setItem('theme', isDark ? 'dark' : 'light');
252
+ initTheme();
253
+ // Re-render tokens to update colors
254
+ if (currentTokens.length > 0) renderTokens();
255
+ });
256
+
257
+ // Popular models select
258
+ popularModelsSelect.addEventListener('change', (e) => {
259
+ if (e.target.value) {
260
+ modelIdInput.value = e.target.value;
261
+ }
262
+ });
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
263
 
264
+ // Load model function
265
+ async function loadModel() {
266
+ const modelId = modelIdInput.value.trim();
267
+ if (!modelId) {
268
+ showError('Please enter a Hugging Face model ID');
269
+ return;
270
+ }
271
+
272
+ // Show loading state
273
+ loadModelBtn.disabled = true;
274
+ loadSpinner.classList.remove('hidden');
275
+ loadBtnText.textContent = 'Loading...';
276
+ hideMessages();
277
+ textInput.disabled = true;
278
+
279
+ try {
280
+ const token = hfTokenInput.value.trim() || undefined;
281
+ tokenizer = await AutoTokenizer.from_pretrained(modelId, { token });
282
+
283
+ // Success
284
+ showSuccess(`Successfully loaded tokenizer for ${modelId}`);
285
+ textInput.disabled = false;
286
+ textInput.focus();
287
+
288
+ // Auto-tokenize existing text
289
+ if (textInput.value.trim()) {
290
+ tokenizeText();
291
+ }
292
+ } catch (err) {
293
+ console.error('Failed to load model:', err);
294
+ showError(`Failed to load model: ${err.message}. Check the model ID and ensure it's public (or provide a HF token for gated models).`);
295
+ tokenizer = null;
296
+ textInput.disabled = true;
297
+ } finally {
298
+ // Reset button state
299
+ loadModelBtn.disabled = false;
300
+ loadSpinner.classList.add('hidden');
301
+ loadBtnText.textContent = 'Load Model';
302
+ }
303
+ }
304
+
305
+ // Tokenize text function
306
+ function tokenizeText() {
307
+ if (!tokenizer) return;
308
+ const text = textInput.value;
309
+
310
+ if (!text.trim()) {
311
+ currentTokens = [];
312
+ currentTokenIds = [];
313
+ renderTokens();
314
+ updateStats();
315
+ copyTokensBtn.disabled = true;
316
+ copyIdsBtn.disabled = true;
317
+ return;
318
+ }
319
+
320
+ try {
321
+ const output = tokenizer(text);
322
+ currentTokens = output.tokens;
323
+ currentTokenIds = output.input_ids;
324
+ renderTokens();
325
+ updateStats();
326
+ copyTokensBtn.disabled = false;
327
+ copyIdsBtn.disabled = false;
328
+ } catch (err) {
329
+ console.error('Tokenization failed:', err);
330
+ showError(`Tokenization failed: ${err.message}`);
331
+ }
332
+ }
333
+
334
+ // Render tokens
335
+ function renderTokens() {
336
+ tokenContainer.innerHTML = '';
337
+
338
+ if (currentTokens.length === 0) {
339
+ tokenContainer.appendChild(emptyState);
340
+ emptyState.classList.remove('hidden');
341
+ return;
342
+ }
343
+
344
+ emptyState.classList.add('hidden');
345
+
346
+ currentTokens.forEach((token, index) => {
347
+ const tokenId = currentTokenIds[index];
348
+ // Generate consistent pastel color based on token ID
349
+ const hue = (tokenId * 137) % 360; // 137 is prime for even distribution
350
+ const lightness = isDark ? '80%' : '90%';
351
+ const bgColor = `hsl(${hue}, 70%, ${lightness})`;
352
+ const textColor = isDark ? '#1f2937' : '#1f2937';
353
+
354
+ const tokenEl = document.createElement('span');
355
+ tokenEl.className = 'token-box px-2 py-1 rounded-md text-sm font-mono cursor-pointer transition-all hover:scale-105 hover:shadow-md';
356
+ tokenEl.style.backgroundColor = bgColor;
357
+ tokenEl.style.color = textColor;
358
+
359
+ // Replace whitespace with visible symbols
360
+ const displayToken = token
361
+ .replace(/\n/g, '↵')
362
+ .replace(/\t/g, '→')
363
+ .replace(/ /g, '·');
364
+ tokenEl.textContent = displayToken;
365
+
366
+ // Show token ID on hover
367
+ tokenEl.title = `Token ID: ${tokenId}\nRaw: ${token.replace(/\n/g, '\\n').replace(/\t/g, '\\t')}`;
368
+
369
+ // Highlight special tokens
370
+ if (tokenizer.special_tokens_map && Object.values(tokenizer.special_tokens_map).flat().includes(token)) {
371
+ tokenEl.classList.add('border', 'border-dashed', 'border-gray-400', 'dark:border-gray-500');
372
+ }
373
+
374
+ tokenContainer.appendChild(tokenEl);
375
+ });
376
+ }
377
+
378
+ // Update stats
379
+ function updateStats() {
380
+ const totalTokens = currentTokens.length;
381
+ const totalChars = textInput.value.length;
382
+ const ratio = totalChars > 0 ? (totalTokens / totalChars).toFixed(2) : '0.00';
383
+
384
+ totalTokensEl.textContent = totalTokens.toLocaleString();
385
+ totalCharsEl.textContent = totalChars.toLocaleString();
386
+ tokenRatioEl.textContent = ratio;
387
+ }
388
+
389
+ // Copy functions
390
+ async function copyToClipboard(text, btn) {
391
+ try {
392
+ await navigator.clipboard.writeText(text);
393
+ const originalText = btn.innerHTML;
394
+ btn.innerHTML = `
395
+ <svg class="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
396
+ <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M5 13l4 4L19 7"></path>
397
+ </svg>
398
+ Copied!
399
+ `;
400
+ setTimeout(() => {
401
+ btn.innerHTML = originalText;
402
+ }, 2000);
403
+ } catch (err) {
404
+ showError('Failed to copy to clipboard');
405
+ }
406
+ }
407
+
408
+ copyTokensBtn.addEventListener('click', () => {
409
+ copyToClipboard(currentTokens.join('\n'), copyTokensBtn);
410
+ });
411
+
412
+ copyIdsBtn.addEventListener('click', () => {
413
+ copyToClipboard(JSON.stringify(currentTokenIds, null, 2), copyIdsBtn);
414
+ });
415
+
416
+ // Clear text
417
+ clearTextBtn.addEventListener('click', () => {
418
+ textInput.value = '';
419
+ tokenizeText();
420
+ });
421
+
422
+ // Helper functions
423
+ function showError(message) {
424
+ modelError.textContent = message;
425
+ modelError.classList.remove('hidden');
426
+ modelSuccess.classList.add('hidden');
427
+ }
428
+
429
+ function showSuccess(message) {
430
+ modelSuccess.textContent = message;
431
+ modelSuccess.classList.remove('hidden');
432
+ modelError.classList.add('hidden');
433
+ }
434
+
435
+ function hideMessages() {
436
+ modelError.classList.add('hidden');
437
+ modelSuccess.classList.add('hidden');
438
+ }
439
+
440
+ // Debounce for text input
441
+ function debounce(func, wait) {
442
+ let timeout;
443
+ return function(...args) {
444
+ clearTimeout(timeout);
445
+ timeout = setTimeout(() => func.apply(this, args), wait);
446
+ };
447
+ }
448
+
449
+ const debouncedTokenize = debounce(tokenizeText, 300);
450
+
451
+ // Event listeners
452
+ loadModelBtn.addEventListener('click', loadModel);
453
+ modelIdInput.addEventListener('keypress', (e) => {
454
+ if (e.key === 'Enter') loadModel();
455
+ });
456
+ textInput.addEventListener('input', debouncedTokenize);
457
+
458
+ // Auto-load default model on page load
459
+ window.addEventListener('load', () => {
460
+ // Wait a bit for Transformers.js to fully initialize
461
+ setTimeout(loadModel, 500);
462
+ });
463
+ </script>
464
+ </body>
465
+ </html>