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github_sync / A6 /benchmark_results /visualizations /response_time_comparison.html

Bachstelze

add time bench and viz

a639edc 5 days ago

6.65 kB

	<!DOCTYPE html>
	<html>
	<head>
	<title>Benchmark Response Time Comparison</title>
	<style>
	body { font-family: Arial, sans-serif; margin: 20px; }
	h1 { text-align: center; }
	.chart { max-width: 1200px; margin: 0 auto; }
	.model-section { margin: 20px 0; padding: 15px; border: 1px solid #ddd; border-radius: 5px; }
	.model-title { font-weight: bold; font-size: 1.2em; margin-bottom: 10px; }
	table { width: 100%; border-collapse: collapse; }
	th, td { border: 1px solid #ddd; padding: 8px; text-align: left; }
	th { background-color: #f4f4f4; }
	</style>
	</head>
	<body>
	<h1>Benchmark Response Time Comparison</h1>
	<p><strong>Multi-benchmark:</strong> 100 samples, 10 repeats</p>
	<p><strong>Single-benchmark:</strong> 100 samples, 10 repeats</p>
	<p><img src="response_time_comparison.png" alt="Comparison Chart" class="chart"></p>
	<h2>Detailed Statistics</h2>

	<div class="model-section">
	<div class="model-title">A4 Random Forest</div>
	<table>
	<tr>
	<th>Metric</th>
	<th>Multi-benchmark</th>
	<th>Single-benchmark</th>
	<th>Change</th>
	</tr>
	<tr>
	<td>Mean (ms)</td>
	<td>60.7226</td>
	<td>54.1178</td>
	<td>-10.9%</td>
	</tr>
	<tr>
	<td>Std (ms)</td>
	<td>3.0474</td>
	<td>8.3909</td>
	<td>175.3%</td>
	</tr>
	<tr>
	<td>Min (ms)</td>
	<td>58.1383</td>
	<td>41.5801</td>
	<td>-28.5%</td>
	</tr>
	<tr>
	<td>Max (ms)</td>
	<td>68.9643</td>
	<td>139.2800</td>
	<td>102.0%</td>
	</tr>
	<tr>
	<td>Accuracy</td>
	<td>89.0%</td>
	<td>89.0%</td>
	<td>0.0pp</td>
	</tr>
	</table>
	</div>

	<div class="model-section">
	<div class="model-title">A5 Ensemble</div>
	<table>
	<tr>
	<th>Metric</th>
	<th>Multi-benchmark</th>
	<th>Single-benchmark</th>
	<th>Change</th>
	</tr>
	<tr>
	<td>Mean (ms)</td>
	<td>87.9247</td>
	<td>88.4395</td>
	<td>0.6%</td>
	</tr>
	<tr>
	<td>Std (ms)</td>
	<td>19.6745</td>
	<td>15.3584</td>
	<td>-21.9%</td>
	</tr>
	<tr>
	<td>Min (ms)</td>
	<td>67.9033</td>
	<td>60.6458</td>
	<td>-10.7%</td>
	</tr>
	<tr>
	<td>Max (ms)</td>
	<td>138.6737</td>
	<td>213.1680</td>
	<td>53.7%</td>
	</tr>
	<tr>
	<td>Accuracy</td>
	<td>67.0%</td>
	<td>67.0%</td>
	<td>0.0pp</td>
	</tr>
	</table>
	</div>

	<div class="model-section">
	<div class="model-title">A5b Adaboost</div>
	<table>
	<tr>
	<th>Metric</th>
	<th>Multi-benchmark</th>
	<th>Single-benchmark</th>
	<th>Change</th>
	</tr>
	<tr>
	<td>Mean (ms)</td>
	<td>34.6698</td>
	<td>33.1184</td>
	<td>-4.5%</td>
	</tr>
	<tr>
	<td>Std (ms)</td>
	<td>6.9252</td>
	<td>3.6793</td>
	<td>-46.9%</td>
	</tr>
	<tr>
	<td>Min (ms)</td>
	<td>30.5001</td>
	<td>30.1910</td>
	<td>-1.0%</td>
	</tr>
	<tr>
	<td>Max (ms)</td>
	<td>48.3568</td>
	<td>67.5596</td>
	<td>39.7%</td>
	</tr>
	<tr>
	<td>Accuracy</td>
	<td>52.0%</td>
	<td>52.0%</td>
	<td>0.0pp</td>
	</tr>
	</table>
	</div>

	<div class="model-section">
	<div class="model-title">A5b Bagging Trees</div>
	<table>
	<tr>
	<th>Metric</th>
	<th>Multi-benchmark</th>
	<th>Single-benchmark</th>
	<th>Change</th>
	</tr>
	<tr>
	<td>Mean (ms)</td>
	<td>6.0758</td>
	<td>3.0341</td>
	<td>-50.1%</td>
	</tr>
	<tr>
	<td>Std (ms)</td>
	<td>1.7927</td>
	<td>1.2043</td>
	<td>-32.8%</td>
	</tr>
	<tr>
	<td>Min (ms)</td>
	<td>3.8333</td>
	<td>2.4478</td>
	<td>-36.1%</td>
	</tr>
	<tr>
	<td>Max (ms)</td>
	<td>9.7910</td>
	<td>17.5220</td>
	<td>79.0%</td>
	</tr>
	<tr>
	<td>Accuracy</td>
	<td>0.0%</td>
	<td>0.0%</td>
	<td>0.0pp</td>
	</tr>
	</table>
	</div>

	<div class="model-section">
	<div class="model-title">A6 SVM</div>
	<table>
	<tr>
	<th>Metric</th>
	<th>Multi-benchmark</th>
	<th>Single-benchmark</th>
	<th>Change</th>
	</tr>
	<tr>
	<td>Mean (ms)</td>
	<td>9.1022</td>
	<td>0.6455</td>
	<td>-92.9%</td>
	</tr>
	<tr>
	<td>Std (ms)</td>
	<td>0.3233</td>
	<td>0.0336</td>
	<td>-89.6%</td>
	</tr>
	<tr>
	<td>Min (ms)</td>
	<td>8.6898</td>
	<td>0.6043</td>
	<td>-93.0%</td>
	</tr>
	<tr>
	<td>Max (ms)</td>
	<td>9.6271</td>
	<td>1.1998</td>
	<td>-87.5%</td>
	</tr>
	<tr>
	<td>Accuracy</td>
	<td>83.0%</td>
	<td>83.0%</td>
	<td>0.0pp</td>
	</tr>
	</table>
	</div>

	</body>
	</html>