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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>_copy Benchmark Comparison</title>
<script src="https://cdn.plot.ly/plotly-2.18.1.min.js"></script>
<style>
body {
font-family: Arial, sans-serif;
margin: 20px;
padding: 20px;
}
#benchmarkChart {
margin-top: 20px;
}
</style>
</head>
<body>
<div id="benchmarkChart"></div>
<script>
// Setup function
function setup() {
const size = 100000;
const input = new Float32Array(size);
const output = new Float32Array(size);
const offset_input = 0;
const offset_output = 0;
input.forEach((_, i) => input[i] = Math.random());
return { size, input, offset_input, output, offset_output };
}
// Technique 1: Unrolled loop
function technique1(data) {
const unrollFactor = 16;
const { size, input, offset_input, offset_output, output } = data;
let i = 0;
for (; i <= size - unrollFactor; i += unrollFactor) {
output[offset_output + i] = input[offset_input + i];
output[offset_output + i + 1] = input[offset_input + i + 1];
output[offset_output + i + 2] = input[offset_input + i + 2];
output[offset_output + i + 3] = input[offset_input + i + 3];
output[offset_output + i + 4] = input[offset_input + i + 4];
output[offset_output + i + 5] = input[offset_input + i + 5];
output[offset_output + i + 6] = input[offset_input + i + 6];
output[offset_output + i + 7] = input[offset_input + i + 7];
output[offset_output + i + 8] = input[offset_input + i + 8];
output[offset_output + i + 9] = input[offset_input + i + 9];
output[offset_output + i + 10] = input[offset_input + i + 10];
output[offset_output + i + 11] = input[offset_input + i + 11];
output[offset_output + i + 12] = input[offset_input + i + 12];
output[offset_output + i + 13] = input[offset_input + i + 13];
output[offset_output + i + 14] = input[offset_input + i + 14];
output[offset_output + i + 15] = input[offset_input + i + 15];
}
for (; i < size; i++) {
output[offset_output + i] = input[offset_input + i];
}
}
// Technique 2: Baseline loop
function technique2(data) {
const { size, input, offset_input, offset_output, output } = data;
for (let i = 0; i < size; i++) {
output[offset_output + i] = input[offset_input + i];
}
}
// Benchmark runner
function runBenchmark(technique, iterations_inner, iterations_outer, offset) {
const timings = [];
for (let i = 0; i < iterations_outer; i++) {
const data = setup(offset);
const start = performance.now();
for (let j = 0; j < iterations_inner; j++) {
technique(data);
}
const end = performance.now();
timings.push((end - start) * 1000);
}
return timings;
}
function filterOutliers(timings) {
const sorted = [...timings].sort((a, b) => a - b);
const q1 = sorted[Math.floor(sorted.length * 0.25)];
const q3 = sorted[Math.floor(sorted.length * 0.75)];
const iqr = q3 - q1;
const lowerBound = q1 - 1.5 * iqr;
const upperBound = q3 + 1.5 * iqr;
return timings.filter(t => t >= lowerBound && t <= upperBound);
}
const timings1 = filterOutliers(runBenchmark(technique1, 1000, 10, 0));
const timings2 = filterOutliers(runBenchmark(technique2, 1000, 10, 0));
const timings3 = filterOutliers(runBenchmark(technique1, 1000, 10, 4));
const timings4 = filterOutliers(runBenchmark(technique2, 1000, 10, 4));
const data = [
{
x: timings1,
type: 'histogram',
name: 'unrolled',
opacity: 0.7
},
{
x: timings2,
type: 'histogram',
name: 'scalar',
opacity: 0.7
},
{
x: timings3,
type: 'histogram',
name: 'unrolled + offset',
opacity: 0.7
},
{
x: timings4,
type: 'histogram',
name: 'scalar + offset',
opacity: 0.7
}
];
const layout = {
title: '_copy Benchmark Performance Comparison',
xaxis: {
title: 'Time (us)',
showgrid: true
},
yaxis: {
title: 'Frequency',
showgrid: true
},
barmode: 'overlay',
legend: { orientation: 'h', x: 0.5, xanchor: 'center', y: 1.1 }
};
Plotly.newPlot('benchmarkChart', data, layout);
</script>
</body>
</html>