Spaces:
Running
Running
File size: 13,337 Bytes
4f5578c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>One-Hot Encoding Playground</title>
<style>
* { margin: 0; padding: 0; box-sizing: border-box; }
body {
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
min-height: 100vh;
padding: 20px;
}
.container {
max-width: 1200px;
margin: 0 auto;
background: white;
border-radius: 12px;
box-shadow: 0 20px 60px rgba(0,0,0,0.3);
padding: 30px;
}
h1 {
color: #333;
margin-bottom: 10px;
text-align: center;
}
.subtitle {
text-align: center;
color: #666;
margin-bottom: 30px;
font-size: 14px;
}
.controls {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 20px;
margin-bottom: 30px;
}
.control-group {
display: flex;
flex-direction: column;
gap: 8px;
}
label {
font-weight: 600;
color: #333;
font-size: 14px;
}
input, select {
padding: 10px;
border: 2px solid #e0e0e0;
border-radius: 6px;
font-size: 14px;
transition: border-color 0.3s;
}
input:focus, select:focus {
outline: none;
border-color: #667eea;
}
.button-group {
display: flex;
gap: 10px;
grid-column: 1 / -1;
margin-top: 10px;
}
button {
flex: 1;
padding: 12px;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
border: none;
border-radius: 6px;
font-weight: 600;
cursor: pointer;
transition: transform 0.2s, box-shadow 0.2s;
}
button:hover {
transform: translateY(-2px);
box-shadow: 0 5px 15px rgba(102, 126, 234, 0.4);
}
button:active {
transform: translateY(0);
}
.comparison {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 20px;
margin-top: 30px;
}
.encoding-box {
background: #f8f9fa;
border-left: 4px solid;
border-radius: 8px;
padding: 20px;
}
.encoding-box.dense {
border-color: #667eea;
}
.encoding-box.sparse {
border-color: #764ba2;
}
.encoding-box h2 {
font-size: 16px;
margin-bottom: 15px;
color: #333;
}
.stats {
background: white;
padding: 12px;
border-radius: 6px;
margin-bottom: 12px;
font-size: 13px;
line-height: 1.6;
}
.stat-row {
display: flex;
justify-content: space-between;
margin-bottom: 8px;
}
.stat-row:last-child {
margin-bottom: 0;
}
.label-stat {
color: #666;
font-weight: 500;
}
.value-stat {
color: #333;
font-weight: 600;
}
.output {
background: white;
border: 1px solid #e0e0e0;
border-radius: 6px;
padding: 12px;
font-family: 'Courier New', monospace;
font-size: 12px;
max-height: 200px;
overflow-y: auto;
word-break: break-all;
color: #333;
line-height: 1.5;
}
.info-banner {
background: #e3f2fd;
border-left: 4px solid #2196f3;
padding: 15px;
border-radius: 6px;
margin-bottom: 20px;
font-size: 14px;
color: #1565c0;
line-height: 1.6;
}
@media (max-width: 768px) {
.controls { grid-template-columns: 1fr; }
.comparison { grid-template-columns: 1fr; }
.container { padding: 20px; }
}
</style>
</head>
<body>
<div class="container">
<h1>🔥 One-Hot Encoding Playground</h1>
<p class="subtitle">Compare Dense vs Sparse Representations</p>
<div class="info-banner">
<strong>Dense:</strong> Full array with all values. <strong>Sparse:</strong> Only stores indices of 1s.
</div>
<div class="controls">
<div class="control-group">
<label for="categories">Categories (comma-separated):</label>
<input type="text" id="categories" value="cat, dog, bird, fish, rabbit" placeholder="e.g., red, green, blue">
</div>
<div class="control-group">
<label for="selected">Select Value to Encode:</label>
<select id="selected">
<option value="cat">cat</option>
<option value="dog">dog</option>
<option value="bird">bird</option>
<option value="fish">fish</option>
<option value="rabbit">rabbit</option>
</select>
</div>
<div class="control-group">
<label for="samples">Number of Samples to Generate:</label>
<input type="number" id="samples" min="1" max="100" value="5">
</div>
<div class="control-group">
<label for="dataType">Display Format:</label>
<select id="dataType">
<option value="single">Single Value</option>
<option value="multiple">Multiple Samples</option>
</select>
</div>
<div class="button-group">
<button onclick="generateEncoding()">Generate Encoding</button>
<button onclick="clearAll()">Clear</button>
</div>
</div>
<div class="comparison">
<div class="encoding-box dense">
<h2>📊 Dense Representation</h2>
<div class="stats">
<div class="stat-row">
<span class="label-stat">Dimensions:</span>
<span class="value-stat" id="denseDim">-</span>
</div>
<div class="stat-row">
<span class="label-stat">Memory (bits):</span>
<span class="value-stat" id="denseMemory">-</span>
</div>
<div class="stat-row">
<span class="label-stat">Sparsity:</span>
<span class="value-stat" id="denseSparsity">-</span>
</div>
<div class="stat-row">
<span class="label-stat">Non-zero Values:</span>
<span class="value-stat" id="denseNonZero">-</span>
</div>
</div>
<div class="output" id="denseOutput"></div>
</div>
<div class="encoding-box sparse">
<h2>⚡ Sparse Representation</h2>
<div class="stats">
<div class="stat-row">
<span class="label-stat">Dimensions:</span>
<span class="value-stat" id="sparseDim">-</span>
</div>
<div class="stat-row">
<span class="label-stat">Memory (bits):</span>
<span class="value-stat" id="sparseMemory">-</span>
</div>
<div class="stat-row">
<span class="label-stat">Storage Efficiency:</span>
<span class="value-stat" id="sparseEfficiency">-</span>
</div>
<div class="stat-row">
<span class="label-stat">Non-zero Values:</span>
<span class="value-stat" id="sparseNonZero">-</span>
</div>
</div>
<div class="output" id="sparseOutput"></div>
</div>
</div>
</div>
<script>
function generateEncoding() {
const categoriesInput = document.getElementById('categories').value;
const selected = document.getElementById('selected').value;
const samples = parseInt(document.getElementById('samples').value);
const dataType = document.getElementById('dataType').value;
const categories = categoriesInput.split(',').map(c => c.trim()).filter(c => c);
if (categories.length === 0) {
alert('Please enter at least one category');
return;
}
// Update select options
const selectElement = document.getElementById('selected');
selectElement.innerHTML = categories.map(cat =>
`<option value="${cat}">${cat}</option>`
).join('');
selectElement.value = categories.includes(selected) ? selected : categories[0];
if (dataType === 'single') {
generateSingle(categories, selectElement.value);
} else {
generateMultiple(categories, samples);
}
}
function generateSingle(categories, value) {
const index = categories.indexOf(value);
const denseEncoding = new Array(categories.length).fill(0);
denseEncoding[index] = 1;
// Dense representation
const denseOutput = `[${denseEncoding.join(', ')}]`;
const denseMemory = categories.length * 32; // 32 bits per float
const denseSparsity = ((categories.length - 1) / categories.length * 100).toFixed(2);
// Sparse representation
const sparseOutput = `{${index}: 1}`;
const sparseMemory = 32 + 32; // 32 bits for index + 32 bits for value
const sparseEfficiency = ((denseMemory - sparseMemory) / denseMemory * 100).toFixed(2);
updateUI('Dense', categories.length, denseMemory, denseSparsity, 1, denseOutput);
updateUI('Sparse', categories.length, sparseMemory, sparseEfficiency, 1, sparseOutput);
}
function generateMultiple(categories, samples) {
const denseEncodings = [];
const sparseEncodings = [];
for (let i = 0; i < samples; i++) {
const randomIndex = Math.floor(Math.random() * categories.length);
const denseEncoding = new Array(categories.length).fill(0);
denseEncoding[randomIndex] = 1;
denseEncodings.push(denseEncoding);
sparseEncodings.push(`{${randomIndex}: 1}`);
}
const denseOutput = denseEncodings.map(e => `[${e.join(', ')}]`).join('\n');
const denseMemory = samples * categories.length * 8;
const denseSparsity = ((categories.length - 1) / categories.length * 100).toFixed(2);
const sparseOutput = sparseEncodings.join('\n');
const sparseMemory = samples * (64 + 8);
const sparseEfficiency = ((denseMemory - sparseMemory) / denseMemory * 100).toFixed(2);
updateUI('Dense', categories.length, denseMemory, denseSparsity, samples, denseOutput);
updateUI('Sparse', categories.length, sparseMemory, sparseEfficiency, samples, sparseOutput);
}
function updateUI(type, dims, memory, metric, samples, output) {
if (type === 'Dense') {
document.getElementById('denseDim').textContent = dims;
document.getElementById('denseMemory').textContent = memory + ' bits';
document.getElementById('denseSparsity').textContent = metric + '%';
document.getElementById('denseNonZero').textContent = samples;
document.getElementById('denseOutput').textContent = output;
} else {
document.getElementById('sparseDim').textContent = dims;
document.getElementById('sparseMemory').textContent = memory + ' bits';
document.getElementById('sparseEfficiency').textContent = metric + '%';
document.getElementById('sparseNonZero').textContent = samples;
document.getElementById('sparseOutput').textContent = output;
}
}
function clearAll() {
document.getElementById('denseOutput').textContent = '';
document.getElementById('sparseOutput').textContent = '';
['denseDim', 'denseMemory', 'denseSparsity', 'denseNonZero',
'sparseDim', 'sparseMemory', 'sparseEfficiency', 'sparseNonZero'].forEach(id => {
document.getElementById(id).textContent = '-';
});
}
</script>
</body>
</html> |