osrm-backend/scripts/ci/bench.js
2024-07-26 19:36:43 +02:00

212 lines
6.2 KiB
JavaScript

const fs = require('fs');
const path = require('path');
const readline = require('readline');
const seedrandom = require('seedrandom');
let RNG;
class GPSData {
constructor(gpsTracesFilePath) {
this.tracks = {};
this.coordinates = [];
this.trackIds = [];
this._loadGPSTraces(gpsTracesFilePath);
}
_loadGPSTraces(gpsTracesFilePath) {
const expandedPath = path.resolve(gpsTracesFilePath);
const data = fs.readFileSync(expandedPath, 'utf-8');
const lines = data.split('\n');
const headers = lines[0].split(',');
const latitudeIndex = headers.indexOf('Latitude');
const longitudeIndex = headers.indexOf('Longitude');
const trackIdIndex = headers.indexOf('TrackID');
for (let i = 1; i < lines.length; i++) {
if (lines[i].trim() === '') continue;
const row = lines[i].split(',');
const latitude = parseFloat(row[latitudeIndex]);
const longitude = parseFloat(row[longitudeIndex]);
const trackId = row[trackIdIndex];
const coord = [longitude, latitude];
this.coordinates.push(coord);
if (!this.tracks[trackId]) {
this.tracks[trackId] = [];
}
this.tracks[trackId].push(coord);
}
this.trackIds = Object.keys(this.tracks);
}
getRandomCoordinate() {
const randomIndex = Math.floor(RNG() * this.coordinates.length);
return this.coordinates[randomIndex];
}
getRandomTrack() {
const randomIndex = Math.floor(RNG() * this.trackIds.length);
const trackId = this.trackIds[randomIndex];
return this.tracks[trackId];
}
};
async function runOSRMMethod(osrm, method, coordinates) {
const time = await new Promise((resolve, reject) => {
const startTime = process.hrtime();
osrm[method]({coordinates}, (err, result) => {
if (err) {
if (['NoSegment', 'NoMatch', 'NoRoute', 'NoTrips'].includes(err.message)) {
resolve(null);
} else {
reject(err);
}
} else {
const endTime = process.hrtime(startTime);
resolve(endTime[0] + endTime[1] / 1e9);
}
});
});
return time;
}
async function nearest(osrm, gpsData) {
const times = [];
for (let i = 0; i < 1000; i++) {
const coord = gpsData.getRandomCoordinate();
times.push(await runOSRMMethod(osrm, 'nearest', [coord]));
}
return times;
}
async function route(osrm, gpsData) {
const times = [];
for (let i = 0; i < 1000; i++) {
const from = gpsData.getRandomCoordinate();
const to = gpsData.getRandomCoordinate();
times.push(await runOSRMMethod(osrm, 'route', [from, to]));
}
return times;
}
async function table(osrm, gpsData) {
const times = [];
for (let i = 0; i < 250; i++) {
const numPoints = Math.floor(RNG() * 3) + 15;
const coordinates = [];
for (let i = 0; i < numPoints; i++) {
coordinates.push(gpsData.getRandomCoordinate());
}
times.push(await runOSRMMethod(osrm, 'table', coordinates));
}
return times;
}
async function match(osrm, gpsData) {
const times = [];
for (let i = 0; i < 1000; i++) {
const numPoints = Math.floor(RNG() * 50) + 50;
const coordinates = gpsData.getRandomTrack().slice(0, numPoints);
times.push(await runOSRMMethod(osrm, 'match', coordinates));
}
return times;
}
async function trip(osrm, gpsData) {
const times = [];
for (let i = 0; i < 250; i++) {
const numPoints = Math.floor(RNG() * 2) + 5;
const coordinates = [];
for (let i = 0; i < numPoints; i++) {
coordinates.push(gpsData.getRandomCoordinate());
}
times.push(await runOSRMMethod(osrm, 'trip', coordinates));
}
return times;
}
function bootstrapConfidenceInterval(data, numSamples = 1000, confidenceLevel = 0.95) {
let means = [];
let dataLength = data.length;
for (let i = 0; i < numSamples; i++) {
let sample = [];
for (let j = 0; j < dataLength; j++) {
let randomIndex = Math.floor(RNG() * dataLength);
sample.push(data[randomIndex]);
}
let sampleMean = sample.reduce((a, b) => a + b, 0) / sample.length;
means.push(sampleMean);
}
means.sort((a, b) => a - b);
let lowerBoundIndex = Math.floor((1 - confidenceLevel) / 2 * numSamples);
let upperBoundIndex = Math.floor((1 + confidenceLevel) / 2 * numSamples);
let mean = means.reduce((a, b) => a + b, 0) / means.length;
let lowerBound = means[lowerBoundIndex];
let upperBound = means[upperBoundIndex];
return { mean: mean, lowerBound: lowerBound, upperBound: upperBound };
}
function calculateConfidenceInterval(data) {
let { mean, lowerBound, upperBound } = bootstrapConfidenceInterval(data);
let bestValue = Math.max(...data);
let errorMargin = (upperBound - lowerBound) / 2;
return { mean, errorMargin, bestValue };
}
async function main() {
const args = process.argv.slice(2);
const {OSRM} = require(args[0]);
const path = args[1];
const algorithm = args[2].toUpperCase();
const method = args[3];
const gpsTracesFilePath = args[4];
const iterations = parseInt(args[5]);
const gpsData = new GPSData(gpsTracesFilePath);
const osrm = new OSRM({path, algorithm});
const functions = {
route: route,
table: table,
nearest: nearest,
match: match,
trip: trip
};
const func = functions[method];
if (!func) {
throw new Error('Unknown method');
}
const allTimes = [];
for (let i = 0; i < iterations; i++) {
RNG = seedrandom(42);
allTimes.push((await func(osrm, gpsData)).filter(t => t !== null));
}
const opsPerSec = allTimes.map(times => times.length / times.reduce((a, b) => a + b, 0));
const { mean, errorMargin, bestValue } = calculateConfidenceInterval(opsPerSec);
console.log(`Ops: ${mean.toFixed(1)} ± ${errorMargin.toFixed(1)} ops/s. Best: ${bestValue.toFixed(1)} ops/s`);
}
main();