PivotEngine Performance (Angular)

The PivotEngine can summarize large data sets, either on the client or on the server. Either way, data summaries are generated asynchronously, so the UI remains responsive while the data is being summarized.

This example demonstrates performance by showing the time it takes to summarize client-side data sets of different sizes.

If your data sets are really large (millions of records), you should consider using server-side OLAP providers like SSAS cubes or ComponentOne Data Services. The PivotEngine can connect to either.

Learn about OLAP | PivotEngine API Reference

This example uses Angular.

import 'bootstrap.css'; import '@mescius/wijmo.styles/wijmo.css'; import './styles.css'; // import '@angular/compiler'; import { Component, Inject, enableProdMode, AfterViewInit, ɵresolveComponentResources } from '@angular/core'; import { BrowserModule, bootstrapApplication } from '@angular/platform-browser'; import '@mescius/wijmo.touch'; // support drag/drop on touch devices import * as wjCore from '@mescius/wijmo'; import * as wjOlap from '@mescius/wijmo.olap'; import { WjOlapModule } from '@mescius/wijmo.angular2.olap'; import { DataService, DataItem } from './app.data'; // @Component({ standalone: true, providers: [DataService], imports: [WjOlapModule, BrowserModule], selector: 'app-component', templateUrl: 'src/app.component.html', }) export class AppComponent implements AfterViewInit { ng: wjOlap.PivotEngine; ds10: DataItem[]; ds100: DataItem[]; ds500: DataItem[]; ds1M: DataItem[]; start: number = 0; enable100K: boolean = true; enable500K: boolean = true; result: string; // constructor(@Inject(DataService) private dataService: DataService) { var self = this; self.ds10 = dataService.addData([], 10e3); self.ng = new wjOlap.PivotEngine({ autoGenerateFields: false, fields: [ { binding: 'date', header: 'Quarter', format: '"Q"q yyyy' }, { binding: 'date', header: 'Month', format: 'MMMM' }, { binding: 'agent', header: 'Agent' }, { binding: 'region', header: 'Region' }, { binding: 'platform', header: 'Platform' }, { binding: 'product', header: 'Product' }, { binding: 'sales', header: 'Sales', format: 'c2' }, { binding: 'downloads', header: 'Downloads', format: 'n0' }, { binding: 'revenue', header: 'Revenue', format: 'c2' }, ], itemsSource: self.ds10, showRowTotals: 'Subtotals', rowFields: ['Quarter', 'Region'], columnFields: ['Platform', 'Product'], valueFields: ['Sales', 'Downloads'], updatingView: function () { if (self.start == 0) { self.start = Date.now(); } }, updatedView: function (s: wjOlap.PivotEngine) { var fmt = 'Summarized <b>{cnt:n0}</b> items in <b>{tm:n0}</b>ms'; self.result = wjCore.format(fmt, { cnt: s.itemsSource.length, tm: Date.now() - self.start, }); self.start = 0; }, }); } // ngAfterViewInit() { this._createDataAsync(100e3, (result: DataItem[]) => { this.ds100 = result; this.enable100K = false; }); this._createDataAsync(500e3, (result: DataItem[]) => { this.ds500 = result; this.enable500K = false; }); } // onButtonClick(e: MouseEvent) { switch ((e.target as HTMLElement).id) { case '10k': this.ng.itemsSource = this.ds10; break; case '100k': this.ng.itemsSource = this.ds100; break; case '500k': this.ng.itemsSource = this.ds500; break; case '1M': this.ng.itemsSource = this.ds1M; break; } } // _createDataAsync(cnt: number, callback: (result: DataItem[]) => void) { var data: DataItem[] = []; this._addDataAsync(data, cnt, function () { callback(data); }); } _addDataAsync(data: DataItem[], cnt: number, callback: (result: DataItem[]) => void) { var self = this; setTimeout(function () { self.dataService.addData(data, Math.min(cnt - data.length, 1000)); if (data.length == cnt) { callback(data); } else { self._addDataAsync(data, cnt, callback); } }); } _enableButton(id: string) { (document.getElementById(id) as HTMLButtonElement).disabled = false; } } // // enableProdMode(); // Resolve resources (templateUrl, styleUrls etc), After resolution all URLs have been converted into `template` strings. ɵresolveComponentResources(fetch).then(() => { // Bootstrap application bootstrapApplication(AppComponent).catch((err) => console.error(err)); });
<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <title>MESCIUS Wijmo OLAP Pivot Engine Performance</title> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <!-- Polyfills --> <script src="node_modules/core-js/client/shim.min.js"></script> <script src="node_modules/zone.js/fesm2015/zone.min.js"></script> <!-- SystemJS --> <script src="https://cdnjs.cloudflare.com/ajax/libs/systemjs/0.21.5/system.src.js" integrity="sha512-skZbMyvYdNoZfLmiGn5ii6KmklM82rYX2uWctBhzaXPxJgiv4XBwJnFGr5k8s+6tE1pcR1nuTKghozJHyzMcoA==" crossorigin="anonymous"></script> <script src="systemjs.config.js"></script> <script> // workaround to load 'rxjs/operators' from the rxjs bundle System.import('rxjs').then(function (m) { System.set(SystemJS.resolveSync('rxjs/operators'), System.newModule(m.operators)); System.import('./src/app.component'); }); </script> </head> <body> <app-component></app-component> </body> </html>
<div class="container-fluid"> <div id="buttons" (click)="onButtonClick($event)"> <button id="10k" class="btn btn-primary"> 10k items </button> <button id="100k" class="btn btn-primary" [disabled]="enable100K"> 100k items </button> <button id="500k" class="btn btn-primary" [disabled]="enable500K"> 500k items </button> </div> <p id="result" [innerHtml]="result"> </p> <div class="output"> <wj-pivot-grid [itemsSource]="ng"></wj-pivot-grid> </div> </div>
import { Injectable } from '@angular/core'; import { DateTime } from '@mescius/wijmo'; export interface DataItem { orderId: number; platform: string; product: string; agent: string; region: string; date: Date; sales: number; downloads: number; revenue: number; } var products = [ { product: 'Wijmo', platform: 'Web' }, { product: 'ActiveReports', platform: 'Desktop' }, { product: 'ActiveReportsJS', platform: 'Web' }, { product: 'ComponentOne', platform: 'Desktop' }, { product: 'Spread', platform: 'Desktop' }, { product: 'SpreadJS', platform: 'Web' }, { product: 'GCDocs', platform: 'Desktop' } ]; var agents = [ { agent: 'Ashlyn Dunlop', region: 'East' }, { agent: 'Keith Vang', region: 'East' }, { agent: 'Bobbi Rodrigues', region: 'West' }, { agent: 'Charli Medina', region: 'West' }, { agent: 'Kaitlin Salt', region: 'West' }, ]; function randomInt(min: number, max: number) { return Math.floor(Math.random() * (max - min + 1) + min); } @Injectable() export class DataService { addData(data: DataItem[], cnt: number): DataItem[] { var year = new Date().getFullYear(); for(var i = 0; i < cnt; i++) { let productIndex = randomInt(0, 6); let agentIndex = randomInt(0, 4); data.push({ orderId: randomInt(1, 10000), platform: products[productIndex].platform, product: products[productIndex].product, agent: agents[agentIndex].agent, region: agents[agentIndex].region, date: new Date(year - randomInt(0, 2), randomInt(0, 11), randomInt(0, 27)), sales: randomInt(1500, 3500), downloads: randomInt(10, 200), revenue: randomInt(500, 1000) }); } return data; } }
#buttons { display: flex; margin-bottom: 6px; } #buttons .btn { margin: 6px; white-space: normal; } .output { display: flex; justify-content: center; margin: 6px; } .wj-pivotgrid { width: auto; max-height: 300px; } body { margin-bottom: 36pt; }
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'@angular/router': 'npm:@angular/router/fesm2022/router.mjs', '@angular/forms': 'npm:@angular/forms/fesm2022/forms.mjs', }, // packages tells the System loader how to load when no filename and/or no extension packages: { "./src": { defaultExtension: 'ts' }, "node_modules": { defaultExtension: 'js' }, wijmo: { defaultExtension: 'js', } } }); })(this);