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185
test/stats/statcmp.js
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185
test/stats/statcmp.js
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import fs from "fs";
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import { parseArgs } from "node:util";
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import ttest from "ttest";
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const VALID_GROUP_BYS = ["browser", "pdf", "page", "round", "stat"];
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function parseOptions() {
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const { values, positionals } = parseArgs({
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args: process.argv.slice(2),
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allowPositionals: true,
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options: {
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groupBy: { type: "string", default: "browser,stat" },
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},
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});
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if (positionals.length < 2) {
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console.error(
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"Compare the results of two stats files.\n" +
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"Usage:\n statcmp.js <BASELINE> <CURRENT> [--groupBy=<fields>]\n\n" +
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` --groupBy How statistics should be grouped. Valid options: ${VALID_GROUP_BYS.join(" ")}. [browser,stat]`
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);
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process.exit(1);
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}
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return {
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baseline: positionals[0],
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current: positionals[1],
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groupBy: values.groupBy.split(/[;, ]+/),
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};
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}
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function group(stats, groupBy) {
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const vals = [];
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for (const curStat of stats) {
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const keyArr = [];
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for (const entry of groupBy) {
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keyArr.push(curStat[entry]);
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}
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const key = keyArr.join(",");
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(vals[key] ||= []).push(curStat.time);
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}
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return vals;
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}
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/*
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* Flatten the stats so that there's one row per stats entry.
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* Also, if results are not grouped by 'stat', keep only 'Overall' results.
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*/
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function flatten(stats) {
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let rows = [];
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stats.forEach(function (curStat) {
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curStat.stats.forEach(function (s) {
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rows.push({
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browser: curStat.browser,
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page: curStat.page,
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pdf: curStat.pdf,
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round: curStat.round,
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stat: s.name,
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time: s.end - s.start,
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});
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});
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});
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// Use only overall results if not grouped by 'stat'
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if (!options.groupBy.includes("stat")) {
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rows = rows.filter(s => s.stat === "Overall");
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}
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return rows;
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}
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function mean(array) {
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return array.reduce((a, b) => a + b, 0) / array.length;
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}
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/* Comparator for row key sorting. */
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function compareRow(a, b) {
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a = a.split(",");
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b = b.split(",");
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for (let i = 0; i < Math.min(a.length, b.length); i++) {
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const intA = parseInt(a[i], 10);
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const intB = parseInt(b[i], 10);
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const ai = isNaN(intA) ? a[i] : intA;
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const bi = isNaN(intB) ? b[i] : intB;
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if (ai < bi) {
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return -1;
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}
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if (ai > bi) {
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return 1;
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}
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}
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return 0;
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}
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/*
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* Dump various stats in a table to compare the baseline and current results.
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* T-test Refresher:
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* If I understand t-test correctly, p is the probability that we'll observe
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* another test that is as extreme as the current result assuming the null
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* hypothesis is true. P is NOT the probability of the null hypothesis. The null
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* hypothesis in this case is that the baseline and current results will be the
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* same. It is generally accepted that you can reject the null hypothesis if the
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* p-value is less than 0.05. So if p < 0.05 we can reject the results are the
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* same which doesn't necessarily mean the results are faster/slower but it can
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* be implied.
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*/
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function stat(baseline, current) {
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const baselineGroup = group(baseline, options.groupBy);
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const currentGroup = group(current, options.groupBy);
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const keys = Object.keys(baselineGroup);
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keys.sort(compareRow);
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const labels = options.groupBy.slice(0);
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labels.push("Count", "Baseline(ms)", "Current(ms)", "+/-", "% ");
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if (ttest) {
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labels.push("Result(P<.05)");
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}
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const rows = [];
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// collect rows and measure column widths
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const width = labels.map(s => s.length);
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rows.push(labels);
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for (const key of keys) {
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const baselineMean = mean(baselineGroup[key]);
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const currentMean = mean(currentGroup[key]);
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const row = key.split(",");
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row.push(
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"" + baselineGroup[key].length,
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"" + Math.round(baselineMean),
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"" + Math.round(currentMean),
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"" + Math.round(currentMean - baselineMean),
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((100 * (currentMean - baselineMean)) / baselineMean).toFixed(2)
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);
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if (ttest) {
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const p =
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baselineGroup[key].length < 2
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? 1
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: ttest(baselineGroup[key], currentGroup[key]).pValue();
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if (p < 0.05) {
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row.push(currentMean < baselineMean ? "faster" : "slower");
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} else {
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row.push("");
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}
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}
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for (let i = 0; i < row.length; i++) {
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width[i] = Math.max(width[i], row[i].length);
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}
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rows.push(row);
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}
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// add horizontal line
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const hline = width.map(w => "-".repeat(w));
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rows.splice(1, 0, hline);
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// print output
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console.log("-- Grouped By " + options.groupBy.join(", ") + " --");
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const groupCount = options.groupBy.length;
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for (const row of rows) {
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for (let i = 0; i < row.length; i++) {
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row[i] =
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i < groupCount ? row[i].padEnd(width[i]) : row[i].padStart(width[i]);
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}
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console.log(row.join(" | "));
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}
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}
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function main() {
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let baseline, current;
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try {
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const baselineFile = fs.readFileSync(options.baseline).toString();
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baseline = flatten(JSON.parse(baselineFile));
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} catch (e) {
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console.log('Error reading file "' + options.baseline + '": ' + e);
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process.exit(0);
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}
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try {
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const currentFile = fs.readFileSync(options.current).toString();
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current = flatten(JSON.parse(currentFile));
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} catch (e) {
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console.log('Error reading file "' + options.current + '": ' + e);
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process.exit(0);
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}
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stat(baseline, current);
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}
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const options = parseOptions();
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main();
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