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authorTAMARA JERINIC <tamara.jerinic@gmail.com>2022-05-20 00:06:49 +0200
committerTAMARA JERINIC <tamara.jerinic@gmail.com>2022-05-20 00:06:49 +0200
commit638f410ad569c632c8dab6cdf66d6b5fd90d5b0c (patch)
treea8f0bbffbdb397a0e7a151feb374b0cc05da1983 /frontend/src/app/_elements
parent78c346b1296d2820e943e2918e4d3e9e57093e8f (diff)
parent863881a77f00810f3298aaf6fc451edfe733d121 (diff)
Merge branch 'redesign' of http://gitlab.pmf.kg.ac.rs/igrannonica/neuronstellar into redesign
Diffstat (limited to 'frontend/src/app/_elements')
-rw-r--r--frontend/src/app/_elements/_charts/box-plot/box-plot.component.ts80
-rw-r--r--frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts37
-rw-r--r--frontend/src/app/_elements/_charts/pie-chart/pie-chart.component.ts4
-rw-r--r--frontend/src/app/_elements/column-table/column-table.component.ts31
-rw-r--r--frontend/src/app/_elements/folder/folder.component.css6
-rw-r--r--frontend/src/app/_elements/folder/folder.component.html61
-rw-r--r--frontend/src/app/_elements/folder/folder.component.ts126
-rw-r--r--frontend/src/app/_elements/form-dataset/form-dataset.component.html63
-rw-r--r--frontend/src/app/_elements/form-dataset/form-dataset.component.ts74
-rw-r--r--frontend/src/app/_elements/form-model/form-model.component.html26
-rw-r--r--frontend/src/app/_elements/form-model/form-model.component.ts13
-rw-r--r--frontend/src/app/_elements/metric-view/metric-view.component.ts12
-rw-r--r--frontend/src/app/_elements/spinner/spinner.component.css78
-rw-r--r--frontend/src/app/_elements/spinner/spinner.component.html3
-rw-r--r--frontend/src/app/_elements/spinner/spinner.component.spec.ts25
-rw-r--r--frontend/src/app/_elements/spinner/spinner.component.ts15
16 files changed, 430 insertions, 224 deletions
diff --git a/frontend/src/app/_elements/_charts/box-plot/box-plot.component.ts b/frontend/src/app/_elements/_charts/box-plot/box-plot.component.ts
index bf5e3fd6..b3d25280 100644
--- a/frontend/src/app/_elements/_charts/box-plot/box-plot.component.ts
+++ b/frontend/src/app/_elements/_charts/box-plot/box-plot.component.ts
@@ -16,48 +16,59 @@ Chart.register(BoxPlotController, BoxAndWiskers, LinearScale, CategoryScale);
})
export class BoxPlotComponent implements AfterViewInit {
- @Input() width?: number;
- @Input() height?: number;
- @Input() mean?: number;
- @Input() median?: number;
- @Input() min?: number;
- @Input() max?: number;
- @Input() q1?: number;
- @Input() q3?: number;
+ @Input() width!: number;
+ @Input() height!: number;
+ @Input() mean!: number;
+ @Input() median!: number;
+ @Input() min!: number;
+ @Input() max!: number;
+ @Input() q1!: number;
+ @Input() q3!: number;
- updateChart(min: number, max: number, q1: number, q3: number, median: number) {
- if (this.myChart) {
- this.boxplotData.datasets[0].data = [[min, q1, median, q3, max]]
- this.myChart.update();
- }
- };
+
+
+ /*
+ updatePieChart(uniqueValues: string[], uniqueValuesPercent: number[]){
+ //console.log(this.uniqueValues, this.uniqueValuesPercent);
+ this.pieChartData.datasets = [{
+ label: "%",
+ backgroundColor: ["#3e95cd", "#8e5ea2","#3cba9f","#e8c3b9","#c45850", "#000000"],
+ data: uniqueValuesPercent,
+ }];
+ this.pieChartData.labels = uniqueValues
+ console.log(this.uniqueValues, this.uniqueValuesPercent);
+ this.myChart?.update()
+ };
+ */
@ViewChild('boxplot') chartRef!: ElementRef;
constructor() {
//this.updateChart();
}
- boxplotData = {
- // define label tree
- //labels: ['January'/*, 'February', 'March', 'April', 'May', 'June', 'July'*/],
- datasets: [{
- label: 'Dataset 1',
- backgroundColor: '#0063AB',
- borderColor: '#dfd7d7',
- borderWidth: 1,
- outlierColor: '#999999',
- scaleFontColor: '#0063AB',
- padding: 10,
- itemRadius: 0,
- data: [
- randomValues(100, 0, 100),
- ]
- }]
- };
+
ngAfterViewInit(): void {
- this.myChart = new Chart(this.chartRef.nativeElement, {
+ const boxplotData = {
+ // define label tree
+ //labels: ['January'/*, 'February', 'March', 'April', 'May', 'June', 'July'*/],
+ labels:[""],
+ datasets: [{
+ label: 'Dataset 1',
+ backgroundColor: '#0063AB',
+ borderColor: '#dfd7d7',
+ borderWidth: 1,
+ outlierColor: '#999999',
+ scaleFontColor: '#0063AB',
+ padding: 10,
+ itemRadius: 0,
+ data: [
+ {min:this.min,q1:this.q1,q3:this.q3,median:this.median,max:this.max,mean:this.mean}
+ ]
+ }]
+ };
+ const myChart = new Chart(this.chartRef.nativeElement, {
type: "boxplot",
- data: this.boxplotData,
+ data: boxplotData,
options: {
plugins: {
legend: {
@@ -74,8 +85,6 @@ export class BoxPlotComponent implements AfterViewInit {
}
},
y: {
- min: this.min,
- max: this.max,
ticks: {
color: '#dfd7d7'
},
@@ -88,5 +97,4 @@ export class BoxPlotComponent implements AfterViewInit {
});
}
- myChart?: Chart;
}
diff --git a/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts b/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts
index 89a76a44..7d21129c 100644
--- a/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts
+++ b/frontend/src/app/_elements/_charts/line-chart/line-chart.component.ts
@@ -41,32 +41,33 @@ export class LineChartComponent implements AfterViewInit {
}
}
update(myEpochs: number[], myAcc: number[], myLoss: number[], myMae: number[], myMse: number[], myValAcc:number[],myValLoss:number[],myValMae:number[],myValMse:number[]) {
- this.dataAcc.length = 0;
- this.dataAcc.push(...myAcc);
-
+
this.dataEpoch.length = 0;
this.dataEpoch.push(...myEpochs);
- this.dataMAE.length = 0;
- this.dataMAE.push(...myMae);
+ this.dataAcc.length = 0;
+ this.dataAcc.push(...myAcc);
this.dataLOSS.length = 0;
this.dataLOSS.push(...myLoss);
- this.dataMSE.length = 0;
- this.dataMSE.push(...myValAcc);
+ this.dataMAE.length = 0;
+ this.dataMAE.push(...myMae);
this.dataMSE.length = 0;
- this.dataMSE.push(...myValLoss);
+ this.dataMSE.push(...myMse);
- this.dataMSE.length = 0;
- this.dataMSE.push(...myValMae);
+ this.dataValAcc.length = 0;
+ this.dataValAcc.push(...myValAcc);
- this.dataMSE.length = 0;
- this.dataMSE.push(...myValMse);
+ this.dataValLoss.length = 0;
+ this.dataValLoss.push(...myValLoss);
- this.dataMSE.length = 0;
- this.dataMSE.push(...myMse);
+ this.dataValMAE.length = 0;
+ this.dataValMAE.push(...myValMae);
+
+ this.dataValMSE.length = 0;
+ this.dataValMSE.push(...myValMse);
this.myChart.update();
}
@@ -89,7 +90,7 @@ export class LineChartComponent implements AfterViewInit {
},
{
label: 'Val_Accuracy',
- data: this.dataMSE,
+ data: this.dataValAcc,
borderWidth: 1
},
{
@@ -99,7 +100,7 @@ export class LineChartComponent implements AfterViewInit {
},
{
label: 'Val_Loss',
- data: this.dataMSE,
+ data: this.dataValLoss,
borderWidth: 1
},
{
@@ -109,7 +110,7 @@ export class LineChartComponent implements AfterViewInit {
},
{
label: 'Val_MAE',
- data: this.dataMSE,
+ data: this.dataValMAE,
borderWidth: 1
},
{
@@ -119,7 +120,7 @@ export class LineChartComponent implements AfterViewInit {
},
{
label: 'Val_MSE',
- data: this.dataMSE,
+ data: this.dataValMSE,
borderWidth: 1
}
]
diff --git a/frontend/src/app/_elements/_charts/pie-chart/pie-chart.component.ts b/frontend/src/app/_elements/_charts/pie-chart/pie-chart.component.ts
index cba5252a..9264e41c 100644
--- a/frontend/src/app/_elements/_charts/pie-chart/pie-chart.component.ts
+++ b/frontend/src/app/_elements/_charts/pie-chart/pie-chart.component.ts
@@ -58,10 +58,6 @@ export class PieChartComponent implements AfterViewInit {
data: data
,
options: {
- /*title: {
- display: true,
- text: 'Predicted world population (millions) in 2050'
- }*/
plugins:{
legend: {
display: false
diff --git a/frontend/src/app/_elements/column-table/column-table.component.ts b/frontend/src/app/_elements/column-table/column-table.component.ts
index 694b1a83..9a8cbeee 100644
--- a/frontend/src/app/_elements/column-table/column-table.component.ts
+++ b/frontend/src/app/_elements/column-table/column-table.component.ts
@@ -78,39 +78,14 @@ export class ColumnTableComponent implements AfterViewInit {
}
- updateCharts() {
- //min: number, max: number, q1: number, q3: number, median: number
- let i = 0;
- this.boxplotComp.changes.subscribe(() => {
- const bps = this.boxplotComp.toArray();
- this.dataset?.columnInfo.forEach((colInfo, index) => {
- if (this.experiment.columnTypes[index] == ColumnType.numerical) {
- bps[i].updateChart(colInfo!.min, colInfo.max, colInfo.q1, colInfo.q3, colInfo.median);
- i++;
- }
- });
- });
- }
+
+
- updatePieChart() {
- //min: number, max: number, q1: number, q3: number, median: number
- let i = 0;
- const pieChart = this.piechartComp.toArray();
- console.log(pieChart)
- this.dataset?.columnInfo.forEach((colInfo, index) => {
- console.log(i)
- if (this.experiment.columnTypes[index] == ColumnType.categorical) {
- console.log("prosao IF")
- pieChart[i].updatePieChart(colInfo!.uniqueValues, colInfo.uniqueValuesPercent);
- i++;
- }
- });
- }
loadDataset(dataset: Dataset) {
console.log("LOADED DATASET");
- if (this.route.snapshot.paramMap.get("id") == null) {
+ if (this.route.snapshot.paramMap.get("id") == null && this.route.snapshot.paramMap.get("predictorId") == null) {
this.dataset = dataset;
this.setColumnTypeInitial();
diff --git a/frontend/src/app/_elements/folder/folder.component.css b/frontend/src/app/_elements/folder/folder.component.css
index 9e7644b6..97c13299 100644
--- a/frontend/src/app/_elements/folder/folder.component.css
+++ b/frontend/src/app/_elements/folder/folder.component.css
@@ -105,8 +105,9 @@
.bottom-button {
font-size: large;
position: relative;
+ text-align: center;
background-color: var(--ns-primary);
- width: 10rem;
+ width: 12rem;
height: 2.3rem;
border-color: var(--ns-primary);
border-style: solid;
@@ -170,7 +171,8 @@
.folder-inside {
width: 100%;
- min-height: 40rem;
+ min-height: 33rem;
+ height: 100%;
max-height: 100%;
}
diff --git a/frontend/src/app/_elements/folder/folder.component.html b/frontend/src/app/_elements/folder/folder.component.html
index 97ae0d23..da182945 100644
--- a/frontend/src/app/_elements/folder/folder.component.html
+++ b/frontend/src/app/_elements/folder/folder.component.html
@@ -29,47 +29,48 @@
<button matSuffix class="btn-clear input-icon" (click)="clearSearchTerm()"><mat-icon>clear</mat-icon></button>
</mat-form-field>
</div>
- <div id="search-options">
- <!-- <div id="collapseFilters" class="collapse collapse-horizontal">
+ <div id="modelFilter" *ngIf="type == FolderType.Model && forExperiment">
+ Filter: {{forExperiment.type}}
+ </div>
+ <!--<div id="search-options">
+ <div id="collapseFilters" class="collapse collapse-horizontal">
<mat-icon class="text-offwhite ">timeline</mat-icon>
Regresioni
<mat-icon class="text-offwhite ">looks_two</mat-icon>
Binarni klasifikacioni
<mat-icon class="text-offwhite ">auto_awesome_motion</mat-icon>
Multiklasifikacioni
- </div> -->
+ </div>
<button class="btn-clear icon-toggle" data-bs-toggle="collapse" data-bs-target="#collapseFilters" aria-expanded="false" aria-controls="collapseFilters">
<mat-icon>filter_alt</mat-icon>
</button>
- <!-- <div id="collapseSort" class="collapse collapse-horizontal">
+ <div id="collapseSort" class="collapse collapse-horizontal">
[sort options here TODO]
- </div> -->
+ </div>
<button class="btn-clear icon-toggle" data-bs-toggle="collapse" data-bs-target="#collapseSort" aria-expanded="false" aria-controls="collapseSort">
<mat-icon>sort</mat-icon>
</button>
- <!-- <button class="btn-clear icon-toggle separator" [ngClass]="{'icon-toggle-on': listView}" (click)="toggleListView()">
+ <button class="btn-clear icon-toggle separator" [ngClass]="{'icon-toggle-on': listView}" (click)="toggleListView()">
<mat-icon>view_list</mat-icon>
- </button> -->
- </div>
+ </button>
+ </div>-->
</div>
<!--{{fileToDisplay ? fileToDisplay.name : 'No file selected.'}} {{selectedFileIndex}} {{hoveringOverFileIndex}}-->
<div class="folder-inside bg-blur">
<div class="file-content" [ngClass]="{'form-hidden' : listView}">
<div class="file-bottom-buttons" *ngIf="selectedTab != TabType.NewFile">
- <button *ngIf="this.selectedFile && selectedTab == TabType.File" class="btn-clear file-button" (click)="deleteFile(this.selectedFile, $event)">
+ <button *ngIf="this.selectedFile && selectedTab == TabType.File && privacy != Privacy.Public" class="btn-clear file-button" (click)="deleteFile(this.selectedFile, $event)">
<mat-icon matTooltip="Obriši" matTooltipPosition="right">delete</mat-icon>
</button>
<button *ngIf="this.selectedFile && selectedTab==TabType.File && FolderType.Dataset==this.type" class="btn-clear file-button" (click)="downloadFile(this.selectedFile,$event)" style="display: inline-block;">
<mat-icon matTooltip="Preuzmi" matTooltipPosition="before">download</mat-icon>
</button>
-
-
<!-- <button class="btn-clear file-button">
<mat-icon>zoom_out_map</mat-icon>
</button> -->
</div>
- <app-form-model [ngClass]="{'form-hidden': type != FolderType.Model}" [forExperiment]="forExperiment" [hideProblemType]="(forExperiment ? true : false)" [forProblemType]="(forExperiment ? forExperiment.type : ProblemType.Regression)"></app-form-model>
- <app-form-dataset [ngClass]="{'form-hidden': type != FolderType.Dataset}" [forExperiment]="forExperiment"></app-form-dataset>
+ <app-form-model [ngClass]="{'form-hidden': type != FolderType.Model}" [forExperiment]="forExperiment" [hideProblemType]="(forExperiment ? true : false)" [forProblemType]="(forExperiment ? forExperiment.type : ProblemType.Regression)" (editEvent)="onFileChange()"></app-form-model>
+ <app-form-dataset [ngClass]="{'form-hidden': type != FolderType.Dataset}" [forExperiment]="forExperiment" (editEvent)="onFileChange()"></app-form-dataset>
</div>
<div [ngClass]="{'form-hidden' : !listView}" class="list-view">
<div *ngFor="let file of filteredFiles; let i = index">
@@ -107,7 +108,7 @@
{{predictor.lastUpdated | date}}
</div>
<div class="mx-2 hover-show">
- <button class="btn-clear file-button" (click)="deleteFile(predictor, $event)">
+ <button class="btn-clear file-button" (click)="deleteFile(predictor, $event, true)">
<mat-icon>delete</mat-icon>
</button>
</div>
@@ -132,14 +133,30 @@
</div>
</div>
</button>
- <button mat-button (click)="ok()" class="bottom-button text-offwhite rounded-bottom" *ngSwitchCase="false">
- <div class="f-row">
- <div>Ok</div>
- <div class="icon-double pt-1">
- <mat-icon>check</mat-icon>
- <mat-icon>check</mat-icon>
+ <ng-container *ngSwitchCase="false">
+ <button mat-button (click)="ok()" class="bottom-button text-offwhite rounded-bottom" *ngIf="!selectedFileHasChanges">
+ <div class="f-row">
+ <div>Ok</div>
+ <div class="p-1 w-100" *ngIf="loadingAction">
+ <app-spinner></app-spinner>
+ </div>
+ <div class="icon-double pt-1" *ngIf="!loadingAction">
+ <mat-icon>check</mat-icon>
+ <mat-icon>check</mat-icon>
+ </div>
</div>
- </div>
- </button>
+ </button>
+ <button mat-button (click)="updateFile()" class="bottom-button text-offwhite rounded-bottom" *ngIf="selectedFileHasChanges" [disabled]="loadingAction">
+ <div class="f-row">
+ <div *ngIf="!loadingAction">Sačuvaj izmene</div>
+ <div class="pt-1" *ngIf="!loadingAction">
+ <mat-icon>edit</mat-icon>
+ </div>
+ <div class="pt-1 w-100" *ngIf="loadingAction">
+ <app-spinner></app-spinner>
+ </div>
+ </div>
+ </button>
+ </ng-container>
</div>
</div> \ No newline at end of file
diff --git a/frontend/src/app/_elements/folder/folder.component.ts b/frontend/src/app/_elements/folder/folder.component.ts
index 254298fb..beff6012 100644
--- a/frontend/src/app/_elements/folder/folder.component.ts
+++ b/frontend/src/app/_elements/folder/folder.component.ts
@@ -14,6 +14,7 @@ import { FormModelComponent } from '../form-model/form-model.component';
import { ActivatedRoute, Router } from '@angular/router';
import Predictor from 'src/app/_data/Predictor';
import FileSaver from 'file-saver';
+import isEqual from 'lodash.isequal';
@Component({
selector: 'app-folder',
@@ -105,6 +106,7 @@ export class FolderComponent implements AfterViewInit {
selectFile(file?: FolderFile) {
this.formDataset.resetPagging();
this.selectedFile = file;
+ Object.assign(this.lastFileData, this.selectedFile);
this.fileToDisplay = file;
if (this.type == FolderType.Experiment && file) {
this.router.navigate(['/experiment/' + file._id]);
@@ -118,9 +120,9 @@ export class FolderComponent implements AfterViewInit {
if (this.type == FolderType.Dataset)
this.formDataset.loadExisting();
}
-
+
goToExperimentPageWithPredictor(file: FolderFile, predictor: Predictor) {
- this.router.navigate(['/experiment/' + file._id + "/" + predictor._id]);
+ this.router.navigate(['/experiment/p/' + predictor._id]);
}
createNewFile() {
@@ -138,7 +140,7 @@ export class FolderComponent implements AfterViewInit {
_initialized: boolean = false;
refreshFiles(selectedDatasetId: string | null = null, selectedModelId: string | null = null) {
-
+
this.tabsToShow.forEach(tab => {
this.folders[tab] = [];
});
@@ -221,7 +223,7 @@ export class FolderComponent implements AfterViewInit {
this.predictorsForExp[exp._id].forEach(pred => {
const model = this.folders[TabType.MyModels].find(model => model._id == pred.modelId);
pred.name = model?.name!;
- pred.lastUpdated = model?.lastUpdated!;
+ //pred.lastUpdated = model?.lastUpdated!;
})
/* ------------------------------------------------ */
this.searchTermsChanged();
@@ -267,7 +269,12 @@ export class FolderComponent implements AfterViewInit {
searchTermsChanged() {
this.filteredFiles.length = 0;
if (!this.files) return;
- this.filteredFiles.push(...this.files.filter((file) => file.name.toLowerCase().includes(this.searchTerm.toLowerCase())));
+ this.filteredFiles.push(...this.files.filter((file) => {
+ return (file.name.toLowerCase().includes(this.searchTerm.toLowerCase())
+ && (!this.forExperiment
+ || this.type != FolderType.Model
+ || (this.type == FolderType.Model && (<Model>file).type == this.forExperiment.type)))
+ }));
/*if (this.selectedFile) {
if (!this.filteredFiles.includes(this.selectedFile)) {
if (this.hoverTab === TabType.None && this.getFolderType(this.selectedTab) === this.type) {
@@ -282,41 +289,102 @@ export class FolderComponent implements AfterViewInit {
listView: boolean = true;
- deleteFile(file: FolderFile, event: Event) {
- event.stopPropagation();
- this.filteredFiles.splice(this.filteredFiles.indexOf(file), 1);
- this.files.splice(this.files.indexOf(file), 1);
+ loadingAction = false;
+ selectedFileHasChanges = false;
+ lastFileData = {};
+
+ onFileChange() {
+ console.log(this.selectedFile, this.lastFileData)
+ setTimeout(() => {
+ this.selectedFileHasChanges = !((this.selectedTab == TabType.NewFile) || isEqual(this.selectedFile, this.lastFileData));
+ });
+ }
+
+ updateFile() {
+ const file = this.selectedFile;
+ this.loadingAction = true;
switch (this.type) {
case FolderType.Dataset:
- this.datasetsService.deleteDataset(<Dataset>file).subscribe((response) => {
- Shared.openDialog("Obaveštenje", "Uspešno ste obrisali odabrani izvor podataka.");
- //this.filteredFiles.splice(this.files.indexOf(file), 1);
- //this.refreshFiles();
+ this.datasetsService.editDataset(<Dataset>file).subscribe((response) => {
+ this.fileUpdatedSuccess();
});
break;
case FolderType.Model:
- this.modelsService.deleteModel(<Model>file).subscribe((response) => {
- Shared.openDialog("Obaveštenje", "Uspešno ste obrisali odabranu konfiguraciju neuronske mreže.");
- //this.refreshFiles();
+ this.modelsService.editModel(<Model>file).subscribe((response) => {
+ this.fileUpdatedSuccess();
});
break;
+ }
+ }
+
+ fileUpdatedSuccess() {
+ this.loadingAction = false;
+ this.selectedFileHasChanges = false;
+ Object.assign(this.lastFileData, this.selectedFile);
+ this.refreshFiles();
+ }
+
+ deleteFile(file: FolderFile, event: Event, deletePredictor: boolean = false) {
+ event.stopPropagation();
+
+ switch (this.type) {
+ case FolderType.Dataset:
+ const dataset = <Dataset>file;
+ Shared.openYesNoDialog("Obriši izvor podataka", "Eksperimenti i trenirani modeli nad ovim izvorom podataka će takođe biti obrisani, da li ste sigurni da želite da obrišete izvor: " + dataset.name + "?", () => {
+ this.filteredFiles.splice(this.filteredFiles.indexOf(file), 1);
+ this.files.splice(this.files.indexOf(file), 1);
+ this.loadingAction = true;
+ this.datasetsService.deleteDataset(dataset).subscribe((response) => {
+ this.loadingAction = false;
+ });
+ })
+ break;
+ case FolderType.Model:
+ const model = <Model>file;
+ Shared.openYesNoDialog("Obriši konfiguraciju neuronske mreže", "Trenirani modeli za ovu konfiguraciju će takođe biti obrisani, da li ste sigurni da želite da obrišete konfiguraciju: " + model.name + "?", () => {
+ this.filteredFiles.splice(this.filteredFiles.indexOf(file), 1);
+ this.files.splice(this.files.indexOf(file), 1);
+ this.loadingAction = true;
+ this.modelsService.deleteModel(<Model>file).subscribe((response) => {
+ this.loadingAction = false;
+ });
+ })
+
+ break;
case FolderType.Experiment:
- // this.experimentsService.deleteExperiment(<Model>file).subscribe((response) => {
- // console.log(response);
- // });
- //todo delete za predictor
+ if (deletePredictor) {
+ const predictor = <Predictor>file;
+ Shared.openYesNoDialog("Obriši trenirani model", "Da li ste sigurni da želite da obrišete trenirani model: " + predictor.name + "?", () => {
+ this.filteredFiles.splice(this.filteredFiles.indexOf(file), 1);
+ this.files.splice(this.files.indexOf(file), 1);
+ this.loadingAction = true;
+ this.predictorsService.deletePredictor(predictor).subscribe((response) => {
+ this.loadingAction = false;
+ });
+ });
+ } else {
+ const experiment = <Experiment>file;
+ Shared.openYesNoDialog("Obriši eksperiment", "Trenirani modeli za ovaj eksperiment će takođe biti obrisani, da li ste sigurni da želite da obrišete eksperiment: " + experiment.name + "?", () => {
+ this.filteredFiles.splice(this.filteredFiles.indexOf(file), 1);
+ this.files.splice(this.files.indexOf(file), 1);
+ this.loadingAction = true;
+ this.experimentsService.deleteExperiment(experiment).subscribe((response) => {
+ this.loadingAction = false;
+ });
+ });
+ }
break;
}
}
downloadFile(file: FolderFile, event: Event) {
event.stopPropagation();
- if (this.type==FolderType.Dataset) {
- const fileId=(<Dataset>file).fileId;
- const name=(<Dataset>file).name;
- const ext=(<Dataset>file).extension;
- if(fileId!=undefined)
- this.datasetsService.downloadFile(fileId).subscribe((response)=>{
- FileSaver.saveAs(response,name+ext);
+ if (this.type == FolderType.Dataset) {
+ const fileId = (<Dataset>file).fileId;
+ const name = (<Dataset>file).name;
+ const ext = (<Dataset>file).extension;
+ if (fileId != undefined)
+ this.datasetsService.downloadFile(fileId).subscribe((response) => {
+ FileSaver.saveAs(response, name + ext);
});
@@ -333,7 +401,7 @@ export class FolderComponent implements AfterViewInit {
this.datasetsService.stealDataset(<Dataset>file).subscribe((response) => {
Shared.openDialog("Obaveštenje", "Uspešno ste dodali javni izvor podataka u vašu kolekciju.");
this.refreshFiles(null);
- }, (error:any) => {
+ }, (error: any) => {
if (error.error == "Dataset with this name already exists") {
Shared.openDialog("Obaveštenje", "Izvor podataka sa ovim imenom postoji u vašoj kolekciji.");
}
@@ -343,7 +411,7 @@ export class FolderComponent implements AfterViewInit {
this.modelsService.stealModel(<Model>file).subscribe((response) => {
Shared.openDialog("Obaveštenje", "Uspešno ste dodali javnu konfiguraciju neuronske mreže u vašu kolekciju.");
this.refreshFiles(null);
- }, (error:any) => {
+ }, (error: any) => {
if (error.error == "Model already exisits or validation size is not between 0-1") {
Shared.openDialog("Obaveštenje", "Model sa ovim imenom postoji u vašoj kolekciji.");
}
diff --git a/frontend/src/app/_elements/form-dataset/form-dataset.component.html b/frontend/src/app/_elements/form-dataset/form-dataset.component.html
index 7be838f1..024f58e8 100644
--- a/frontend/src/app/_elements/form-dataset/form-dataset.component.html
+++ b/frontend/src/app/_elements/form-dataset/form-dataset.component.html
@@ -1,49 +1,48 @@
<div class="folderBox" *ngIf="dataset">
-
- <div class="topBar">
- <div class="kolona mb-3">
- <div class="fileButton">
- <button type="button" mat-raised-button (click)="fileInput.click()"><span *ngIf="!firstInput">Dodaj izvor podataka</span><span *ngIf="firstInput">{{filename}}</span></button>
- </div>
- </div>
+ <div class="topBar">
+ <div class="kolona mb-3">
+ <div class="fileButton">
+ <button type="button" mat-raised-button (click)="fileInput.click()"><span *ngIf="!firstInput">Dodaj izvor podataka</span><span *ngIf="firstInput">{{filename}}</span></button>
+ </div>
+ </div>
- <div class="kolona">
- <div role="group">
- <mat-form-field class="example-full-width" appearance="fill">
- <mat-label>Naziv</mat-label>
- <input type="text" matInput value="{{dataset?.name}}" [(ngModel)]="dataset.name">
+ <div class="kolona">
+ <div role="group">
+ <mat-form-field class="example-full-width" appearance="fill">
+ <mat-label>Naziv</mat-label>
+ <input type="text" matInput value="{{dataset?.name}}" [(ngModel)]="dataset.name" (input)="editEvent.emit()">
- <mat-error *ngIf="nameFormControl.hasError('required')">
- Naziv je <strong>obavezan</strong>
- </mat-error>
- </mat-form-field>
- </div>
- </div>
- <div class="kolona">
- <mat-form-field appearance="fill">
- <mat-label>Delimiter</mat-label>
- <mat-select id="delimiterOptions" [(ngModel)]="dataset.delimiter" (selectionChange)="update()" value=",">
- <mat-option *ngFor="let option of delimiterOptions" [value]="option">
- {{ option }}
- </mat-option>
- </mat-select>
- </mat-form-field>
- </div>
+ <mat-error *ngIf="nameFormControl.hasError('required')">
+ Naziv je <strong>obavezan</strong>
+ </mat-error>
+ </mat-form-field>
+ </div>
+ </div>
+ <div class="kolona">
+ <mat-form-field appearance="fill">
+ <mat-label>Delimiter</mat-label>
+ <mat-select id="delimiterOptions" [(ngModel)]="dataset.delimiter" (selectionChange)="update(); editEvent.emit();" value=",">
+ <mat-option *ngFor="let option of delimiterOptions" [value]="option">
+ {{ option }}
+ </mat-option>
+ </mat-select>
+ </mat-form-field>
</div>
-
+ </div>
+
<div class="row" style="margin-right: 0;">
<div class="file-container" [ngClass]="{'dottedClass': !tableData.hasInput}">
<i class="material-icons-outlined icon-display" [ngClass]="{'hidden': tableData.hasInput}">file_upload</i>
-
- <input class="file" id="file-upload" (change)="changeListener($event)" #fileInput type="file" accept=".csv">
+
+ <input class="file" id="file-upload" (change)="changeListener($event)" (valueChange)="dataset.isPreProcess = false; editEvent.emit()" #fileInput type="file" accept=".csv">
<div class="mt-5 datatable">
<div [ngClass]="{'hidden': (!existingFlag)}" class="text-center">
- <button mat-button (click)="goBack()"><mat-icon>keyboard_arrow_left</mat-icon></button>
+ <button mat-button (click)="goBack()"><mat-icon>keyboard_arrow_left</mat-icon></button>
<div style="display: inline;">{{(this.begin/10)+1}}...{{getPage()}}</div>
<button mat-button (click)="goForward()"><mat-icon>keyboard_arrow_right</mat-icon></button>
</div>
diff --git a/frontend/src/app/_elements/form-dataset/form-dataset.component.ts b/frontend/src/app/_elements/form-dataset/form-dataset.component.ts
index 19c0083c..35d68526 100644
--- a/frontend/src/app/_elements/form-dataset/form-dataset.component.ts
+++ b/frontend/src/app/_elements/form-dataset/form-dataset.component.ts
@@ -24,11 +24,12 @@ export class FormDatasetComponent {
files: File[] = [];
rowsNumber: number = 0;
colsNumber: number = 0;
- begin:number=0;
- step:number=10;
- existingFlag:boolean=false;
+ begin: number = 0;
+ step: number = 10;
+ existingFlag: boolean = false;
@Input() dataset: Dataset; //dodaj ! potencijalno
+ @Output() editEvent = new EventEmitter();
tableData: TableData = new TableData();
@@ -43,31 +44,30 @@ export class FormDatasetComponent {
}
//@ViewChild('fileImportInput', { static: false }) fileImportInput: any; cemu je ovo sluzilo?
- resetPagging(){
- this.begin=0;
+ resetPagging() {
+ this.begin = 0;
}
- goBack(){
- if(this.begin-10<0)
- this.begin=0;
- else
- {
- this.begin-=10;
+ goBack() {
+ if (this.begin - 10 < 0)
+ this.begin = 0;
+ else {
+ this.begin -= 10;
this.loadExisting();
}
}
- goForward(){
- this.begin+=10;
- if(this.dataset.rowCount<this.begin)
- this.begin-=10;
+ goForward() {
+ this.begin += 10;
+ if (this.dataset.rowCount < this.begin)
+ this.begin -= 10;
else
this.loadExisting();
}
- clear(){
+ clear() {
this.tableData.hasInput = false;
}
- getPage(){
- return Math.ceil(this.dataset.rowCount/10)
+ getPage() {
+ return Math.ceil(this.dataset.rowCount / 10)
}
changeListener($event: any): void {
@@ -81,7 +81,7 @@ export class FormDatasetComponent {
this.filename = this.files[0].name;
this.tableData.loaded = false;
- this.existingFlag=false;
+ this.existingFlag = false;
this.update();
}
@@ -115,30 +115,30 @@ export class FormDatasetComponent {
this.dataset.name = this.filename.slice(0, this.filename.length - 4);
}
- loadExisting(){
- this.existingFlag=true;
+ loadExisting() {
+ this.existingFlag = true;
this.firstInput = false;
this.tableData.hasInput = true;
this.tableData.loaded = false;
- this.datasetsService.getDatasetHeader(this.dataset.fileId).subscribe((header: string | undefined)=>{
-
- this.datasetsService.getDatasetFilePaging(this.dataset.fileId,this.begin,this.step).subscribe((file: string | undefined) => {
- if (file) {
- this.tableData.loaded = true;
- this.tableData.numRows = this.dataset.rowCount;
- this.tableData.numCols = this.dataset.columnInfo.length;
- this.tableData.data = this.csv.csvToArray(header+'\n'+file, (this.dataset.delimiter == "razmak") ? " " : (this.dataset.delimiter == "novi red") ? "\t" : this.dataset.delimiter);
-
- }
- else{
- this.begin-=10;
- this.loadExisting();
- }
+ this.datasetsService.getDatasetHeader(this.dataset.fileId).subscribe((header: string | undefined) => {
+
+ this.datasetsService.getDatasetFilePaging(this.dataset.fileId, this.begin, this.step).subscribe((file: string | undefined) => {
+ if (file) {
+ this.tableData.loaded = true;
+ this.tableData.numRows = this.dataset.rowCount;
+ this.tableData.numCols = this.dataset.columnInfo.length;
+ this.tableData.data = this.csv.csvToArray(header + '\n' + file, (this.dataset.delimiter == "razmak") ? " " : (this.dataset.delimiter == "novi red") ? "\t" : this.dataset.delimiter);
+
+ }
+ else {
+ this.begin -= 10;
+ this.loadExisting();
+ }
+ });
});
- });
-
+
}
/*exportAsXLSX():void {
diff --git a/frontend/src/app/_elements/form-model/form-model.component.html b/frontend/src/app/_elements/form-model/form-model.component.html
index c7a9d5ca..bed69998 100644
--- a/frontend/src/app/_elements/form-model/form-model.component.html
+++ b/frontend/src/app/_elements/form-model/form-model.component.html
@@ -5,13 +5,13 @@
<div class="ns-col">
<mat-form-field class="example-full-width" appearance="fill" class="mat-fix">
<mat-label>Naziv</mat-label>
- <input type="text" matInput [(ngModel)]="newModel.name">
+ <input type="text" matInput [(ngModel)]="newModel.name" (valueChange)="editEvent.emit()">
</mat-form-field>
</div>
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Tip problema</mat-label>
- <mat-select [(ngModel)]="forProblemType" [disabled]="this.hideProblemType">
+ <mat-select [(ngModel)]="forProblemType" [disabled]="this.hideProblemType" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(ProblemType); let optionName of Object.values(ProblemType)" [value]="option">
{{ optionName }}
</mat-option>
@@ -24,7 +24,7 @@
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Optimizacija</mat-label>
- <mat-select [(ngModel)]="newModel.optimizer">
+ <mat-select [(ngModel)]="newModel.optimizer" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(Optimizer); let optionName of Object.values(Optimizer)" [value]="option">
{{ optionName }}
</mat-option>
@@ -35,7 +35,7 @@
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Funkcija troška</mat-label>
- <mat-select [(ngModel)]="newModel.lossFunction">
+ <mat-select [(ngModel)]="newModel.lossFunction" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(lossFunctions[forProblemType]); let optionName of Object.values(lossFunctions[forProblemType])" [value]="option">
{{ optionName }}
</mat-option>
@@ -48,7 +48,7 @@
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Funkcija aktivacije izlaznog sloja</mat-label>
- <mat-select name="outputLayerActivationFunction" [(ngModel)]="newModel.outputLayerActivationFunction">
+ <mat-select name="outputLayerActivationFunction" [(ngModel)]="newModel.outputLayerActivationFunction" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)" [value]="option">
{{ optionName }}
</mat-option>
@@ -58,7 +58,7 @@
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Stopa učenja</mat-label>
- <mat-select [(ngModel)]="newModel.learningRate">
+ <mat-select [(ngModel)]="newModel.learningRate" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(LearningRate); let optionName of Object.values(LearningRate)" [value]="option">
{{ optionName }}
</mat-option>
@@ -71,14 +71,14 @@
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Broj epoha</mat-label>
- <input type="number" matInput [(ngModel)]="newModel.epochs" min="1" max="1000">
+ <input type="number" matInput [(ngModel)]="newModel.epochs" min="1" max="1000" (valueChange)="editEvent.emit()">
</mat-form-field>
</div>
<div class="ns-col">
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Broj uzoraka po iteraciji</mat-label>
- <mat-select matNativeControl [(value)]="newModel.batchSize">
+ <mat-select matNativeControl [(value)]="newModel.batchSize" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(BatchSize); let optionName of Object.values(BatchSize)" [value]="option">{{option}}</mat-option>
</mat-select>
</mat-form-field>
@@ -102,7 +102,7 @@
</div>
<div class="slider-extended">
<div class="slider-pad"></div>
- <mat-slider class="slide" min="10" max="90" step="5" [(ngModel)]="testSetDistribution" (input)="updateTestSet($event)"></mat-slider>
+ <mat-slider class="slide" min="10" max="90" step="5" [(ngModel)]="testSetDistribution" (input)="updateTestSet($event)" (valueChange)="editEvent.emit()"></mat-slider>
<div class="slider-pad"></div>
</div>
<div>
@@ -110,13 +110,13 @@
</div>
<div class="slider-extended">
<div class="slider-pad"></div>
- <mat-slider class="slide" min="10" max="90" step="5" [(ngModel)]="validationSize" (input)="updateValidation($event)"></mat-slider>
+ <mat-slider class="slide" min="10" max="90" step="5" [(ngModel)]="validationSize" (input)="updateValidation($event)" (valueChange)="editEvent.emit()"></mat-slider>
<div class="slider-pad"></div>
</div>
</div>
<div class="d-flex justify-content-center mt-3">
- <mat-checkbox color="accent">Nasumični redosled podataka</mat-checkbox>
+ <mat-checkbox color="accent" (valueChange)="editEvent.emit()">Nasumični redosled podataka</mat-checkbox>
</div>
</div>
@@ -220,7 +220,7 @@
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Regularizacija</mat-label>
- <mat-select [(ngModel)]="newModel.layers[i].regularisation">
+ <mat-select [(ngModel)]="newModel.layers[i].regularisation" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(Regularisation); let optionName of Object.values(Regularisation)" [value]="option">
{{ optionName }}
</mat-option>
@@ -229,7 +229,7 @@
<mat-form-field appearance="fill" class="mat-fix">
<mat-label>Stopa regularizacije</mat-label>
- <mat-select [(ngModel)]="newModel.layers[i].regularisationRate">
+ <mat-select [(ngModel)]="newModel.layers[i].regularisationRate" (valueChange)="editEvent.emit()">
<mat-option *ngFor="let option of Object.keys(RegularisationRate); let optionName of Object.values(RegularisationRate)" [value]="option">
{{ optionName }}
</mat-option>
diff --git a/frontend/src/app/_elements/form-model/form-model.component.ts b/frontend/src/app/_elements/form-model/form-model.component.ts
index 9e6082c4..196d575b 100644
--- a/frontend/src/app/_elements/form-model/form-model.component.ts
+++ b/frontend/src/app/_elements/form-model/form-model.component.ts
@@ -24,6 +24,8 @@ export class FormModelComponent implements AfterViewInit {
this.forProblemType = ProblemType.BinaryClassification;
}
+ @Output() editEvent = new EventEmitter();
+
ngAfterViewInit(): void { }
selectFormControl = new FormControl('', Validators.required);
@@ -80,6 +82,7 @@ export class FormModelComponent implements AfterViewInit {
this.newModel.layers.splice(this.newModel.layers.length - 1, 1);
this.newModel.hiddenLayers -= 1;
this.updateGraph();
+ this.editEvent.emit();
}
}
@@ -89,6 +92,7 @@ export class FormModelComponent implements AfterViewInit {
this.newModel.hiddenLayers += 1;
this.updateGraph();
+ this.editEvent.emit();
}
}
@@ -100,6 +104,7 @@ export class FormModelComponent implements AfterViewInit {
if (this.newModel.layers[index].neurons > 1) {
this.newModel.layers[index].neurons -= 1;
this.updateGraph();
+ this.editEvent.emit();
}
}
@@ -107,6 +112,7 @@ export class FormModelComponent implements AfterViewInit {
if (this.newModel.layers[index].neurons < 18) {
this.newModel.layers[index].neurons += 1;
this.updateGraph();
+ this.editEvent.emit();
}
}
@@ -119,22 +125,26 @@ export class FormModelComponent implements AfterViewInit {
for (let i = 0; i < this.newModel.layers.length; i++) {
this.newModel.layers[i].activationFunction = this.selectedActivation;
}
+ this.editEvent.emit();
}
changeAllRegularisation() {
for (let i = 0; i < this.newModel.layers.length; i++) {
this.newModel.layers[i].regularisation = this.selectedRegularisation;
}
+ this.editEvent.emit();
}
changeAllRegularisationRate() {
for (let i = 0; i < this.newModel.layers.length; i++) {
this.newModel.layers[i].regularisationRate = this.selectedRegularisationRate;
}
+ this.editEvent.emit();
}
changeAllNumberOfNeurons() {
for (let i = 0; i < this.newModel.layers.length; i++) {
this.newModel.layers[i].neurons = this.selectedNumberOfNeurons;
- this.updateGraph();
}
+ this.updateGraph();
+ this.editEvent.emit();
}
updateTestSet(event: MatSliderChange) {
this.testSetDistribution = event.value!;
@@ -149,5 +159,6 @@ export class FormModelComponent implements AfterViewInit {
updateValidation(event: MatSliderChange) {
this.validationSize = event.value!;
+ this.editEvent.emit();
}
}
diff --git a/frontend/src/app/_elements/metric-view/metric-view.component.ts b/frontend/src/app/_elements/metric-view/metric-view.component.ts
index fbca2edf..65b1ef9b 100644
--- a/frontend/src/app/_elements/metric-view/metric-view.component.ts
+++ b/frontend/src/app/_elements/metric-view/metric-view.component.ts
@@ -16,7 +16,7 @@ export class MetricViewComponent implements OnInit {
history: any[] = [];
- update(history: any[]) {
+ update(history: any[],totalEpochs:number) {
const myAcc: number[] = [];
const myMae: number[] = [];
const myMse: number[] = [];
@@ -29,7 +29,15 @@ export class MetricViewComponent implements OnInit {
const myEpochs: number[] = [];
this.history = history;
this.history.forEach((metrics, epoch) => {
- myEpochs.push(epoch + 1);
+ if(totalEpochs>100)
+ {
+ let epochEstimate=epoch*Math.round(Math.sqrt(totalEpochs))
+ if(epochEstimate>totalEpochs)
+ epochEstimate=totalEpochs;
+ myEpochs.push(epochEstimate);
+ }
+ else
+ myEpochs.push(epoch + 1);
for (let key in metrics) {
let value = metrics[key];
//console.log(key, ':::', value, epoch);
diff --git a/frontend/src/app/_elements/spinner/spinner.component.css b/frontend/src/app/_elements/spinner/spinner.component.css
new file mode 100644
index 00000000..78adc872
--- /dev/null
+++ b/frontend/src/app/_elements/spinner/spinner.component.css
@@ -0,0 +1,78 @@
+.wrap {
+ width: 100%;
+ height: 100%;
+ display: flex;
+ align-items: center;
+ justify-content: center;
+}
+
+.loader {
+ color: #ffffff;
+ font-size: 20px;
+ margin: auto;
+ width: 1em;
+ height: 1em;
+ border-radius: 50%;
+ text-indent: -9999em;
+ -webkit-animation: load4 1.3s infinite linear;
+ animation: load4 1.3s infinite linear;
+ -webkit-transform: scale(0.2);
+ -ms-transform: scale(0.2);
+ transform: scale(0.2);
+}
+
+@-webkit-keyframes load4 {
+ 0%,
+ 100% {
+ box-shadow: 0 -3em 0 0.2em, 2em -2em 0 0em, 3em 0 0 -1em, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 -1em, -3em 0 0 -1em, -2em -2em 0 0;
+ }
+ 12.5% {
+ box-shadow: 0 -3em 0 0, 2em -2em 0 0.2em, 3em 0 0 0, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 -1em, -3em 0 0 -1em, -2em -2em 0 -1em;
+ }
+ 25% {
+ box-shadow: 0 -3em 0 -0.5em, 2em -2em 0 0, 3em 0 0 0.2em, 2em 2em 0 0, 0 3em 0 -1em, -2em 2em 0 -1em, -3em 0 0 -1em, -2em -2em 0 -1em;
+ }
+ 37.5% {
+ box-shadow: 0 -3em 0 -1em, 2em -2em 0 -1em, 3em 0em 0 0, 2em 2em 0 0.2em, 0 3em 0 0em, -2em 2em 0 -1em, -3em 0em 0 -1em, -2em -2em 0 -1em;
+ }
+ 50% {
+ box-shadow: 0 -3em 0 -1em, 2em -2em 0 -1em, 3em 0 0 -1em, 2em 2em 0 0em, 0 3em 0 0.2em, -2em 2em 0 0, -3em 0em 0 -1em, -2em -2em 0 -1em;
+ }
+ 62.5% {
+ box-shadow: 0 -3em 0 -1em, 2em -2em 0 -1em, 3em 0 0 -1em, 2em 2em 0 -1em, 0 3em 0 0, -2em 2em 0 0.2em, -3em 0 0 0, -2em -2em 0 -1em;
+ }
+ 75% {
+ box-shadow: 0em -3em 0 -1em, 2em -2em 0 -1em, 3em 0em 0 -1em, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 0, -3em 0em 0 0.2em, -2em -2em 0 0;
+ }
+ 87.5% {
+ box-shadow: 0em -3em 0 0, 2em -2em 0 -1em, 3em 0 0 -1em, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 0, -3em 0em 0 0, -2em -2em 0 0.2em;
+ }
+}
+
+@keyframes load4 {
+ 0%,
+ 100% {
+ box-shadow: 0 -3em 0 0.2em, 2em -2em 0 0em, 3em 0 0 -1em, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 -1em, -3em 0 0 -1em, -2em -2em 0 0;
+ }
+ 12.5% {
+ box-shadow: 0 -3em 0 0, 2em -2em 0 0.2em, 3em 0 0 0, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 -1em, -3em 0 0 -1em, -2em -2em 0 -1em;
+ }
+ 25% {
+ box-shadow: 0 -3em 0 -0.5em, 2em -2em 0 0, 3em 0 0 0.2em, 2em 2em 0 0, 0 3em 0 -1em, -2em 2em 0 -1em, -3em 0 0 -1em, -2em -2em 0 -1em;
+ }
+ 37.5% {
+ box-shadow: 0 -3em 0 -1em, 2em -2em 0 -1em, 3em 0em 0 0, 2em 2em 0 0.2em, 0 3em 0 0em, -2em 2em 0 -1em, -3em 0em 0 -1em, -2em -2em 0 -1em;
+ }
+ 50% {
+ box-shadow: 0 -3em 0 -1em, 2em -2em 0 -1em, 3em 0 0 -1em, 2em 2em 0 0em, 0 3em 0 0.2em, -2em 2em 0 0, -3em 0em 0 -1em, -2em -2em 0 -1em;
+ }
+ 62.5% {
+ box-shadow: 0 -3em 0 -1em, 2em -2em 0 -1em, 3em 0 0 -1em, 2em 2em 0 -1em, 0 3em 0 0, -2em 2em 0 0.2em, -3em 0 0 0, -2em -2em 0 -1em;
+ }
+ 75% {
+ box-shadow: 0em -3em 0 -1em, 2em -2em 0 -1em, 3em 0em 0 -1em, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 0, -3em 0em 0 0.2em, -2em -2em 0 0;
+ }
+ 87.5% {
+ box-shadow: 0em -3em 0 0, 2em -2em 0 -1em, 3em 0 0 -1em, 2em 2em 0 -1em, 0 3em 0 -1em, -2em 2em 0 0, -3em 0em 0 0, -2em -2em 0 0.2em;
+ }
+} \ No newline at end of file
diff --git a/frontend/src/app/_elements/spinner/spinner.component.html b/frontend/src/app/_elements/spinner/spinner.component.html
new file mode 100644
index 00000000..c655abf0
--- /dev/null
+++ b/frontend/src/app/_elements/spinner/spinner.component.html
@@ -0,0 +1,3 @@
+<div class="wrap">
+ <div class="loader">Loading...</div>
+</div> \ No newline at end of file
diff --git a/frontend/src/app/_elements/spinner/spinner.component.spec.ts b/frontend/src/app/_elements/spinner/spinner.component.spec.ts
new file mode 100644
index 00000000..061f78d5
--- /dev/null
+++ b/frontend/src/app/_elements/spinner/spinner.component.spec.ts
@@ -0,0 +1,25 @@
+import { ComponentFixture, TestBed } from '@angular/core/testing';
+
+import { SpinnerComponent } from './spinner.component';
+
+describe('SpinnerComponent', () => {
+ let component: SpinnerComponent;
+ let fixture: ComponentFixture<SpinnerComponent>;
+
+ beforeEach(async () => {
+ await TestBed.configureTestingModule({
+ declarations: [ SpinnerComponent ]
+ })
+ .compileComponents();
+ });
+
+ beforeEach(() => {
+ fixture = TestBed.createComponent(SpinnerComponent);
+ component = fixture.componentInstance;
+ fixture.detectChanges();
+ });
+
+ it('should create', () => {
+ expect(component).toBeTruthy();
+ });
+});
diff --git a/frontend/src/app/_elements/spinner/spinner.component.ts b/frontend/src/app/_elements/spinner/spinner.component.ts
new file mode 100644
index 00000000..f0080edd
--- /dev/null
+++ b/frontend/src/app/_elements/spinner/spinner.component.ts
@@ -0,0 +1,15 @@
+import { Component, OnInit } from '@angular/core';
+
+@Component({
+ selector: 'app-spinner',
+ templateUrl: './spinner.component.html',
+ styleUrls: ['./spinner.component.css']
+})
+export class SpinnerComponent implements OnInit {
+
+ constructor() { }
+
+ ngOnInit(): void {
+ }
+
+}