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/*jslint node: true */ |
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'use strict'; |
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var fs = require('fs'); |
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try { |
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var ttest = require('ttest'); |
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} catch (e) { |
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console.log('\nttest is not installed -- to intall, run "npm install ttest"'); |
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console.log('Continuing without significance test...\n'); |
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} |
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var VALID_GROUP_BYS = ['browser', 'pdf', 'page', 'round', 'stat']; |
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function parseOptions() { |
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var yargs = require('yargs') |
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.usage('Compare the results of two stats files.\n' + |
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'Usage:\n $0 <BASELINE> <CURRENT> [options]') |
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.demand(2) |
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.string(['groupBy']) |
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.describe('groupBy', 'How statistics should grouped. Valid options: ' + |
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VALID_GROUP_BYS.join(' ')) |
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.default('groupBy', 'browser,stat'); |
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var result = yargs.argv; |
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result.baseline = result._[0]; |
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result.current = result._[1]; |
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if (result.groupBy) { |
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result.groupBy = result.groupBy.split(/[;, ]+/); |
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} |
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return result; |
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} |
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function group(stats, groupBy) { |
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var vals = []; |
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for (var i = 0; i < stats.length; i++) { |
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var stat = stats[i]; |
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var keyArr = []; |
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for (var j = 0; j < groupBy.length; j++) { |
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keyArr.push(stat[groupBy[j]]); |
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} |
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var key = keyArr.join(','); |
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if (vals[key] === undefined) { |
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vals[key] = []; |
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} |
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vals[key].push(stat['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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var rows = []; |
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stats.forEach(function(stat) { |
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stat['stats'].forEach(function(s) { |
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rows.push({ |
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browser: stat['browser'], |
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page: stat['page'], |
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pdf: stat['pdf'], |
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round: stat['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.indexOf('stat') < 0) { |
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rows = rows.filter(function(s) { return s.stat === 'Overall'; }); |
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} |
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return rows; |
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} |
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function pad(s, length, dir /* default: 'right' */) { |
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s = '' + s; |
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var spaces = new Array(Math.max(0, length - s.length + 1)).join(' '); |
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return dir === 'left' ? spaces + s : s + spaces; |
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} |
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function mean(array) { |
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function add(a, b) { |
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return a + b; |
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} |
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return array.reduce(add, 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 (var i = 0; i < Math.min(a.length, b.length); i++) { |
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var intA = parseInt(a[i], 10); |
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var intB = parseInt(b[i], 10); |
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var ai = isNaN(intA) ? a[i] : intA; |
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var 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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var baselineGroup = group(baseline, options.groupBy); |
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var currentGroup = group(current, options.groupBy); |
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var keys = Object.keys(baselineGroup); |
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keys.sort(compareRow); |
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var 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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var i, row, rows = []; |
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// collect rows and measure column widths
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var width = labels.map(function(s) { return s.length; }); |
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rows.push(labels); |
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for (var k = 0; k < keys.length; k++) { |
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var key = keys[k]; |
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var baselineMean = mean(baselineGroup[key]); |
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var currentMean = mean(currentGroup[key]); |
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row = key.split(','); |
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row.push('' + 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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if (ttest) { |
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var p = (baselineGroup[key].length < 2) ? 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 (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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var hline = width.map(function(w) { return new Array(w+1).join('-'); }); |
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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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var groupCount = options.groupBy.length; |
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for (var r = 0; r < rows.length; r++) { |
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row = rows[r]; |
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for (i = 0; i < row.length; i++) { |
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row[i] = pad(row[i], width[i], (i < groupCount) ? 'right' : 'left'); |
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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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var baseline, current; |
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try { |
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var 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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var 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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var options = parseOptions(); |
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main(); |
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