diff --git a/src/app/app.module.ts b/src/app/app.module.ts index 01b9644..46b3010 100644 --- a/src/app/app.module.ts +++ b/src/app/app.module.ts @@ -14,8 +14,13 @@ import { LoginComponent } from './login/login.component'; import { RouterModule, Routes } from '@angular/router' import {MatInputModule} from "@angular/material/input"; import {ReactiveFormsModule} from "@angular/forms"; -import {HttpClient, HttpClientModule} from "@angular/common/http"; +import {HttpClientModule} from "@angular/common/http"; import {MatSnackBarModule} from "@angular/material/snack-bar"; +import {MatProgressSpinnerModule} from "@angular/material/progress-spinner"; +import {MatSelectModule} from "@angular/material/select"; +import {MatButtonToggleModule} from "@angular/material/button-toggle"; +import {MatExpansionModule} from "@angular/material/expansion"; +import {MatSlideToggleModule} from "@angular/material/slide-toggle"; const routes: Routes = [ { path: 'home', component: HomeComponent }, { path: '', redirectTo: '/home', pathMatch: 'full' }, @@ -39,7 +44,12 @@ const routes: Routes = [ { path: 'home', component: HomeComponent }, MatInputModule, ReactiveFormsModule, HttpClientModule, - MatSnackBarModule + MatSnackBarModule, + MatProgressSpinnerModule, + MatSelectModule, + MatButtonToggleModule, + MatExpansionModule, + MatSlideToggleModule ], providers: [], bootstrap: [AppComponent] diff --git a/src/app/home/chart-container/chart-container.component.html b/src/app/home/chart-container/chart-container.component.html index df7ab95..79d1413 100644 --- a/src/app/home/chart-container/chart-container.component.html +++ b/src/app/home/chart-container/chart-container.component.html @@ -1 +1 @@ - + diff --git a/src/app/home/chart-container/chart-container.component.ts b/src/app/home/chart-container/chart-container.component.ts index 7aa525c..4585505 100644 --- a/src/app/home/chart-container/chart-container.component.ts +++ b/src/app/home/chart-container/chart-container.component.ts @@ -1,4 +1,5 @@ -import { Component } from '@angular/core'; +import {Component, Input} from '@angular/core'; +import {ResponseInterface} from "../../interfaces/response-interface"; @Component({ selector: 'app-chart-container', @@ -6,4 +7,5 @@ import { Component } from '@angular/core'; styleUrls: ['./chart-container.component.css'] }) export class ChartContainerComponent { + @Input() apiResponse: ResponseInterface | undefined; } diff --git a/src/app/home/chart-container/chart/chart.component.ts b/src/app/home/chart-container/chart/chart.component.ts index b096235..2ff3341 100644 --- a/src/app/home/chart-container/chart/chart.component.ts +++ b/src/app/home/chart-container/chart/chart.component.ts @@ -1,4 +1,4 @@ -import {AfterViewInit, Component} from '@angular/core'; +import {AfterViewInit, Component, Input, OnChanges, SimpleChanges} from '@angular/core'; import {Chart} from "chart.js/auto"; import {Points, ResponseInterface} from "../../../interfaces/response-interface"; import {CentroidDatesetInterface, ChartDatasetInterface} from "../../../interfaces/chartDataset-interface"; @@ -9,19 +9,31 @@ import {MockDaten} from "./mock-daten"; templateUrl: './chart.component.html', styleUrls: ['./chart.component.css'] }) -export class ChartComponent implements AfterViewInit{ +export class ChartComponent implements AfterViewInit, OnChanges{ public chart: any; - MockData: ResponseInterface = MockDaten + chartData: ResponseInterface = MockDaten datasets: Array = []; + @Input() apiResponse: ResponseInterface | undefined; ngAfterViewInit() { this.renderChart(); } + ngOnChanges(changes: SimpleChanges) { + if (changes['apiResponse'].currentValue != undefined){ + if(this.apiResponse){ + this.datasets = []; + this.chartData = this.apiResponse; + } + this.chart.destroy() + this.renderChart() + } + } + generateDatasets() { let centroids: Array = []; let clusterArray: Array = []; - this.MockData.cluster.map(cluster => { + this.chartData.cluster.map(cluster => { let dataset: ChartDatasetInterface = { label: "Cluster " + (cluster.clusterNr + 1), data: cluster.points @@ -63,20 +75,20 @@ export class ChartComponent implements AfterViewInit{ plugins: { title: { display: true, - text: MockDaten.name + text: this.chartData.name }, }, scales: { y: { title: { display: true, - text: MockDaten.y_label + text: this.chartData.y_label } }, x: { title: { display: true, - text: MockDaten.x_label + text: this.chartData.x_label } } } diff --git a/src/app/home/chart-container/chart/mock-daten.ts b/src/app/home/chart-container/chart/mock-daten.ts index bb8f886..0219e8f 100644 --- a/src/app/home/chart-container/chart/mock-daten.ts +++ b/src/app/home/chart-container/chart/mock-daten.ts @@ -1,12040 +1,1045 @@ import {ResponseInterface} from "../../../interfaces/response-interface"; export const MockDaten: ResponseInterface = { - "name": "K-Means Ergebnis von: xclara", + "user_id": 0, + "request_id": 0, + "name": "K-Means Result for: Seed_Data", "cluster": [ { "clusterNr": 0, "centroid": { - "x": 9.478045899766407, - "y": 10.686052004816457 + "x": 14.053636363636361, + "y": 14.17 }, "points": [ { - "x": 2.072345, - "y": -3.241693 + "x": 13.84, + "y": 13.94 }, { - "x": 17.93671, - "y": 15.78481 + "x": 14.03, + "y": 14.16 }, { - "x": 1.083576, - "y": 7.319176 + "x": 14.7, + "y": 14.21 }, { - "x": 11.12067, - "y": 14.40678 + "x": 13.94, + "y": 14.17 }, { - "x": 23.71155, - 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"x": 33.73294, - "y": 67.42624 + "x": 17.12, + "y": 15.55 }, { - "x": 55.72386, - "y": 76.51932 + "x": 16.87, + "y": 15.65 }, { - "x": 27.83457000000001, - "y": 62.72257 + "x": 17.63, + "y": 15.86 }, { - "x": 49.89798, - "y": 51.15889 + "x": 18.14, + "y": 16.12 }, { - "x": 60.58085, - "y": 69.45195 + "x": 17.55, + "y": 15.66 }, { - "x": 56.16206999999999, - "y": 70.20759 - }, + "x": 17.36, + "y": 15.76 + } + ] + }, + { + "clusterNr": 17, + "centroid": { + "x": 11.27818181818182, + "y": 13.048181818181819 + }, + "points": [ { - "x": 51.31114, - "y": 74.59144 + "x": 11.21, + "y": 13.13 }, { - "x": 40.39541, - "y": 54.17054 + "x": 10.79, + "y": 12.93 }, { - "x": 52.45226, - "y": 55.42988 + "x": 11.83, + "y": 13.23 }, { - "x": 45.69188, - "y": 51.24299 + "x": 11.19, + "y": 13.05 }, { - "x": 45.85658, - "y": 65.63105 + "x": 11.49, + "y": 13.22 }, { - "x": 55.69338000000001, - "y": 65.96500999999999 + "x": 11.4, + "y": 13.08 }, { - "x": 36.04146, - "y": 62.1499 + "x": 10.83, + "y": 12.96 }, { - "x": 28.33257, - "y": 70.274 + "x": 11.26, + "y": 13.01 }, { - "x": 41.79587, - "y": 77.08113 + "x": 11.48, + "y": 13.05 }, { - "x": 38.54986, - "y": 81.29446999999998 + "x": 11.65, + "y": 13.07 }, { - "x": 40.67175, - "y": 54.77458000000001 - }, + "x": 10.93, + "y": 12.8 + } + ] + }, + { + "clusterNr": 18, + "centroid": { + "x": 14.135, + "y": 14 + }, + "points": [ { - "x": 38.67076, - "y": 67.80664 + "x": 13.99, + "y": 13.83 }, { - "x": 35.75459, - "y": 52.14807 - }, + "x": 14.28, + "y": 14.17 + } + ] + }, + { + "clusterNr": 19, + "centroid": { + "x": 11.39, + "y": 13.046000000000001 + }, + "points": [ { - "x": 47.64047, - "y": 62.95349 + "x": 12.01, + "y": 13.52 }, { - "x": 44.38814, - "y": 50.86422 + "x": 11.14, + "y": 12.79 }, { - "x": 55.07092, - "y": 45.49946 + "x": 11.02, + "y": 13 }, { - "x": 47.48012, - "y": 58.80583000000001 + "x": 11.55, + "y": 13.1 }, { - "x": 40.05356, - "y": 72.84874 - }, + "x": 11.23, + "y": 12.82 + } + ] + }, + { + "clusterNr": 20, + "centroid": { + "x": 14.368571428571428, + "y": 14.294285714285717 + }, + "points": [ { - "x": 41.29422, - "y": 67.83528000000001 + "x": 14.29, + "y": 14.09 }, { - "x": 36.53526, - "y": 78.04978 + "x": 14.38, + "y": 14.21 }, { - "x": 23.52244, - "y": 51.33826 + "x": 14.11, + "y": 14.1 }, { - "x": 42.98621, - "y": 55.51208000000001 + "x": 13.78, + "y": 14.06 }, { - "x": 25.60867, - "y": 47.51016 + "x": 13.74, + "y": 14.05 }, { - "x": 31.30385, - "y": 71.48902 + "x": 14.16, + "y": 14.4 }, { - "x": 54.79936, - "y": 68.69215 + "x": 14.11, + "y": 14.26 }, { - "x": 33.320640000000004, - "y": 69.45271 + "x": 14.11, + "y": 14.18 }, { - "x": 42.24906, - "y": 47.52644 + "x": 14.8, + "y": 14.52 }, { - "x": 29.504, - "y": 48.87712 + "x": 15.11, + "y": 14.54 }, { - "x": 31.42953, - "y": 52.80237 + "x": 14.99, + "y": 14.56 }, { - "x": 51.66205, - "y": 57.32731999999999 + "x": 14.79, + "y": 14.52 }, { - "x": 38.16498, - "y": 53.45429 + "x": 14.33, + "y": 14.28 }, { - "x": 44.65573, - "y": 61.14825 + "x": 14.46, + "y": 14.35 } ] } ], - "x_label": "V1", - "y_label": "V2", - "iterations": 2, - "distance_metric": "EUCLIDEAN", - "silhouette_score": 0.6945587736089913, - "davies_bouldin_index": 0.4205615850847846 + "x_label": "A", + "y_label": "P", + "iterations": 4, + "used_distance_metric": "EUCLIDEAN", + "used_optK_method": "ELBOW", + "clusters_elbow": 21, + "clusters_silhouette": 2 } diff --git a/src/app/home/home-services/api.service.spec.ts b/src/app/home/home-services/api.service.spec.ts new file mode 100644 index 0000000..c0310ae --- /dev/null +++ b/src/app/home/home-services/api.service.spec.ts @@ -0,0 +1,16 @@ +import { TestBed } from '@angular/core/testing'; + +import { ApiService } from './api.service'; + +describe('ApiService', () => { + let service: ApiService; + + beforeEach(() => { + TestBed.configureTestingModule({}); + service = TestBed.inject(ApiService); + }); + + it('should be created', () => { + expect(service).toBeTruthy(); + }); +}); diff --git a/src/app/home/home-services/api.service.ts b/src/app/home/home-services/api.service.ts new file mode 100644 index 0000000..28e5453 --- /dev/null +++ b/src/app/home/home-services/api.service.ts @@ -0,0 +1,48 @@ +import { Injectable } from '@angular/core'; +import {HttpClient, HttpParams} from "@angular/common/http"; +import {Observable} from "rxjs"; + +@Injectable({ + providedIn: 'root' +}) +export class ApiService { + + public postKmeans( + csv: File, + column1?: number, + column2?: number, + kCluster?: number, + distanceMetric?: string, + clusterDetermination?: string, + ): Observable { + + let Params: HttpParams = new HttpParams() + + if (column1) { + Params = Params.set('column1', column1); + } + if (column2) { + Params = Params.set('column2', column2); + } + if (kCluster && kCluster > 0) { + Params = Params.set('kCluster', kCluster); + } + if (distanceMetric) { + Params = Params.set('distanceMetric', distanceMetric); + } + if (clusterDetermination) { + Params = Params.set('clusterDetermination', clusterDetermination); + } + + const formData = new FormData() + formData.append( 'file', new Blob([csv], { type: 'text/csv' }), csv.name); + + return this.http.post( + 'https://beta.axellotl.de/clustering/perform-kmeans-clustering/', + formData, + {params: Params} + ) + } + + constructor(private http: HttpClient) { } +} diff --git a/src/app/home/home.component.css b/src/app/home/home.component.css index 03d91dc..c7ca6db 100644 --- a/src/app/home/home.component.css +++ b/src/app/home/home.component.css @@ -57,3 +57,19 @@ mat-drawer { position:absolute; bottom:0; } + +.loading-spinner { + position: absolute; + left: 50%; + top: 50%; + font-size: 200px; + z-index: 10; +} + +.grey-background { + background-color: rgba(106, 106, 106, 0.5); + position: absolute; + width: 100vw; + height: 100vh; + z-index: 9; +} diff --git a/src/app/home/home.component.html b/src/app/home/home.component.html index 9ce76f0..195148b 100644 --- a/src/app/home/home.component.html +++ b/src/app/home/home.component.html @@ -17,15 +17,17 @@

Historie

+ +
- +
- +
diff --git a/src/app/home/home.component.ts b/src/app/home/home.component.ts index a367c33..56740ac 100644 --- a/src/app/home/home.component.ts +++ b/src/app/home/home.component.ts @@ -1,5 +1,6 @@ import { Component } from '@angular/core'; import {Router} from "@angular/router"; +import {ResponseInterface} from "../interfaces/response-interface"; @Component({ selector: 'app-home', @@ -7,9 +8,20 @@ import {Router} from "@angular/router"; styleUrls: ['./home.component.css'] }) export class HomeComponent { + apiResponse: ResponseInterface | undefined; + isLoading: boolean = false; constructor(private router: Router) {} + public handleAPIResponse(response: ResponseInterface) { + this.apiResponse = response; + console.log(this.apiResponse); + } + + public handleLoading(status: boolean) { + this.isLoading = status; + } + public routeToLogin(){ this.router.navigate(['/login']) } diff --git a/src/app/home/input/input.component.css b/src/app/home/input/input.component.css index 49efa06..b1ca2eb 100644 --- a/src/app/home/input/input.component.css +++ b/src/app/home/input/input.component.css @@ -6,9 +6,10 @@ } .form-container { - width: 100%; + width: 98%; display: grid; grid-template-columns: 50% 50%; + grid-gap: 20px; } .grid-over-two-columns { @@ -50,3 +51,11 @@ margin-bottom: 20px; } + +.settings-grid { + width: 100%; + display: grid; + align-items: center; + grid-template-columns: 35% 65%; + grid-gap: 20px; +} diff --git a/src/app/home/input/input.component.html b/src/app/home/input/input.component.html index afb9271..6414dd7 100644 --- a/src/app/home/input/input.component.html +++ b/src/app/home/input/input.component.html @@ -3,7 +3,7 @@

Clustering

Name des Clusters - +
@@ -13,7 +13,7 @@

Ziehe eine .csv / .xslx Datei per Drag & Drop hierher

oder

-
@@ -25,12 +25,52 @@

oder

{{file.name}}
- - k definieren - - k= - -
- +
+ + + + Experteneinstellungen + + + +
+
Anzahl der Cluster (optional)
+
+ + k definieren (optional) + + k= + +
+
+

Berechnungsmethode

+
+
+ + Euklidisch (Standard) + Manhattan + Jaccard + +
+
+

Methode zur Bestimmung von K

+
+
+ + Ellenbogen (Standard) + Silhouette + +
+
+ Lokal im Browser ausführen + +
+
+
+
+
+ + + diff --git a/src/app/home/input/input.component.ts b/src/app/home/input/input.component.ts index 62f3602..122aaa9 100644 --- a/src/app/home/input/input.component.ts +++ b/src/app/home/input/input.component.ts @@ -1,7 +1,8 @@ -import { Component } from '@angular/core'; +import {Component, EventEmitter, Output} from '@angular/core'; import {FormControl, FormGroup} from "@angular/forms"; -import {HttpClient} from "@angular/common/http"; import {MatSnackBar} from "@angular/material/snack-bar"; +import {ApiService} from "../home-services/api.service"; +import {ResponseInterface} from "../../interfaces/response-interface"; @Component({ selector: 'app-input', @@ -12,15 +13,43 @@ export class InputComponent { clusterInputFormGroup = new FormGroup({ clusterName: new FormControl(''), k: new FormControl(''), + distanceMetric: new FormControl('EUCLIDEAN'), + clusterDetermination: new FormControl('ELBOW'), }); + @Output() apiResponse: EventEmitter = new EventEmitter() + @Output() isLoading: EventEmitter = new EventEmitter() - constructor(private http: HttpClient, private snackbar: MatSnackBar) { //http wird später für die API Anbindung benutzt + constructor( + private snackbar: MatSnackBar, + private apiService: ApiService, + ) { } public file?: File; submit() { - console.log(JSON.stringify(this.clusterInputFormGroup.value)); + console.log(this.clusterInputFormGroup.value); + + if(this.file && this.clusterInputFormGroup.value.distanceMetric && this.clusterInputFormGroup.value.clusterDetermination) { + this.isLoading.emit(true); + this.apiService.postKmeans( + this.file, + undefined, + undefined, + Number(this.clusterInputFormGroup.value.k), + this.clusterInputFormGroup.value.distanceMetric, + this.clusterInputFormGroup.value.clusterDetermination + ).subscribe((response: ResponseInterface) => { + this.apiResponse.emit(response); + this.isLoading.emit(false); + }, error => { + this.isLoading.emit(false); + this.snackbar.open('Ein Fehler ist aufgetreten. Meldung: ' + error.error.detail,'Okay'); + console.log(error); + }) + } else { + this.snackbar.open('Bitte lade erst eine Datei hoch','Okay', {duration: 3000}); + } } onDragOver(event: any){ @@ -34,18 +63,18 @@ export class InputComponent { } onChange(event:any){ - this.onFileChange(event.target.files[0]); } private onFileChange(file: File){ - if(file.type == 'text/csv' || file.type =='application/vnd.openxmlformats-officedocument.spreadsheetml.sheet'){ this.file = file; - this.snackbar.open('Ich lade die Datei '+file.name+' hoch wenn die API Jungs soweit sind','Okay'); + this.snackbar.open('Datei '+file.name+' wird hochgeladen','Okay', {duration: 2000}); + + } else { - this.snackbar.open('Falsches Dateiformat','Okay'); + this.snackbar.open('Falsches Dateiformat','Okay', {duration: 3000}); } } diff --git a/src/app/interfaces/response-interface.ts b/src/app/interfaces/response-interface.ts index 69d160a..b764a63 100644 --- a/src/app/interfaces/response-interface.ts +++ b/src/app/interfaces/response-interface.ts @@ -1,12 +1,15 @@ export interface ResponseInterface { + "user_id": number, + "request_id": number, "name": string, "cluster": Array, "x_label": string, "y_label": string, "iterations": number, - "distance_metric": string, - "silhouette_score": number, - "davies_bouldin_index": number, + "used_distance_metric": string, + "used_optK_method": string, + "clusters_elbow": number, + "clusters_silhouette": number, } interface Cluster {