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Diffstat (limited to 'frontend/src/app/_pages/add-model/add-model.component.html')
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diff --git a/frontend/src/app/_pages/add-model/add-model.component.html b/frontend/src/app/_pages/add-model/add-model.component.html deleted file mode 100644 index 9d727236..00000000 --- a/frontend/src/app/_pages/add-model/add-model.component.html +++ /dev/null @@ -1,454 +0,0 @@ -<div id="header"> - <h1>Napravite svoj model veštačke neuronske mreže</h1> -</div> - -<div id="wrapper"> - <div id="container" class="container p-5" style="background-color: white; min-height: 100%;"> - <div class="form-group row mt-3 mb-2 d-flex justify-content-center"> - <!--justify-content-center--> - <h2 class="col-2"> Nov model: </h2> - <div class="col-3"> - <label for="name" class="col-form-label">Naziv modela:</label> - <input type="text" class="form-control" name="name" placeholder="Naziv..." [(ngModel)]="newModel.name"> - </div> - <div class="col-5"> - <label for="desc" class="col-sm-2 col-form-label">Opis:</label> - <div> - <textarea class="form-control" name="desc" rows="3" [(ngModel)]="newModel.description"></textarea> - </div> - </div> - <div class="col-2"> - <label for="dateCreated" class="col-form-label">Datum:</label> - <input type="text" class="form-control-plaintext" id="dateCreated" placeholder="--/--/--" - value="{{newModel.dateCreated | date: 'dd/MM/yyyy'}}" readonly> - </div> - </div> - - <div class="py-3 pr-5 justify-content-center"> - - <!--Od naslova Izvor podataka pa sve do prikaza tabele (i to) premesteno u dataset-load.component--> - <app-dataset-load (selectedDatasetChangeEvent)="datasetHasChanged($event)"></app-dataset-load> - - </div> - - <!-- ULAZNE/IZLAZNE KOLONE --> - <span id="selectInAndOuts"></span> - <div - *ngIf="selectedDataset && ((showMyDatasets) || (!showMyDatasets))"> - <!--postignuto da se kod newdataseta ucita tabela pa ulazi/izlazi. ostalo srediti to kod mydatasets(dopuna 2. uslova)--> - <div class="row"> - <div class="col d-flex justify-content-center"> - <h3>Izaberite ulazne kolone:</h3> - <div id="divInputs" class="form-check mt-2"> - <br> - <div *ngFor="let item of selectedDataset.header; let i = index"> - <input class="form-check-input" type="checkbox" value="{{item}}" id="cb_{{item}}" - name="cbsNew" [checked]="this.selectedOutputColumnVal != item" - [disabled]="this.selectedOutputColumnVal == item"> - <label class="form-check-label" for="cb_{{item}}"> - {{item}} - </label> - </div> - </div> - </div> - <div class="col d-flex justify-content-left"> - <h3>Izaberite izlaznu kolonu:</h3> - <div id="divOutputs" class="form-check mt-2"> - <br> - <div *ngFor="let item of selectedDataset.header; let i = index"> - <input class="form-check-input" type="radio" value="{{item}}" id="rb_{{item}}" name="rbsNew" - (change)="this.selectedOutputColumnVal = item"> - <label class="form-check-label" for="rb_{{item}}"> - {{item}} - </label> - </div> - </div> - </div> - - - <div class="mt-5" *ngIf="datasetFile"> - <h2>Popunjavanje nedostajućih vrednosti:</h2> - <div class="form-check"> - <input type="radio" [(ngModel)]="newModel.nullValues" [value]="NullValueOptions.DeleteRows" - class="form-check-input" value="deleteRows" name="fillMissing" id="delRows" checked - data-bs-toggle="collapse" data-bs-target="#fillMissingCustom.show"> - <label for="delRows" class="form-check-label">Obriši sve - redove sa nedostajućim vrednostima</label><br> - <input type="radio" [(ngModel)]="newModel.nullValues" [value]="NullValueOptions.DeleteColumns" - class="form-check-input" value="deleteCols" name="fillMissing" id="delCols" - data-bs-toggle="collapse" data-bs-target="#fillMissingCustom.show"> - <label for="delCols" class="form-check-label">Obriši sve - kolone sa nedostajućim vrednostima</label><br> - <input type="radio" [(ngModel)]="newModel.nullValues" [value]="NullValueOptions.Replace" - class="form-check-input" name="fillMissing" id="replace" data-bs-toggle="collapse" - data-bs-target="#fillMissingCustom:not(.show)"> - <label for="replace" class="form-check-label">Izabraću - vrednosti koje će da zamene nedostajuće vrednosti za svaku kolonu...</label><br><br> - <div class="collapse" id="fillMissingCustom"> - <div> - <label for="columnReplacers" class="form-label">Unesite zamenu za svaku kolonu:</label> - <div id="columnReplacers"> - <!--Ulazne kolone - popunjavanje null vrednosti --> - <div *ngFor="let column of selectedDataset.header; let i = index" class="my-3"> - <div *ngIf="getInputById('cb_'+column).checked" class=""> - <span class="w-20 mx-3"> - {{column}} <span class="small" - style="color:gray;">({{calculateSumOfNullValuesInCol(column)}} - null)</span> - </span> - - <label *ngIf="calculateSumOfNullValuesInCol(column)==0" - class="text-center form-control mx-3 text-secondary">Ova kolona nema - nedostajućih - vrednosti.</label> - - <div *ngIf="calculateSumOfNullValuesInCol(column)!=0" - class="d-flex flex-row justify-content-end"> - <div class="flex-grow-3 mx-3 me-auto"> - <div class="input-group"> - <div class="input-group-prepend"> - <label [for]="'fillCol_'+column" class="form-control"> - Zameni - <input type="radio" [id]="'fillCol_'+column" - [name]="'delOp_'+column"> - </label> - </div> - <input type="text" class="form-control" - [id]="'fillText_'+column" - (keyup)="checkFillColRadio(column)" - placeholder="Unesi vrednost..."> - - <div class="input-group-append"> - <select [id]="'replaceOptions'+i" - class="form-control btn-primary" - *ngIf="isNumber(datasetFile[1][i])" - (change)="replaceWithSelectedNumber($event);"> - <option - *ngFor="let option of Object.keys(ReplaceWith); let optionName of Object.values(ReplaceWith)" - [value]="option"> - {{ optionName }} - </option> - </select> - <select [id]="'replaceOptions'+i" - class="form-control btn-outline-primary" - *ngIf="!isNumber(datasetFile[1][i]) && calculateSumOfNullValuesInCol(column)!=0" - (change)="replaceWithSelectedString($event);"> - <option - *ngFor="let option of arrayColumn(datasetFile, i)" - [value]="option"> - {{ option }} - </option> - </select> - </div> - </div> - </div> - - <div class="flex-shrink-1 mx-3"> - <div class="input-group"> - <label class="form-control" [for]="'delCol_'+column">Izbriši - kolonu - <input type="radio" [id]="'delCol_'+column" - [name]="'delOp_'+column" - (change)="emptyFillTextInput(column)"></label> - </div> - </div> - - <div class="flex-shrink-1 mx-3"> - <div class="input-group"> - <label class="form-control" [for]="'delRows_'+column">Izbriši - redove - <input type="radio" [id]="'delRows_'+column" - [name]="'delOp_'+column" checked - (change)="emptyFillTextInput(column)"></label> - </div> - </div> - </div> - </div> - </div> - <!--Izlazna kolona - popunjavanje null vrednosti --> - <div *ngFor="let column of selectedDataset.header; let i = index" class="my-3"> - <!--moze bez for petlje (this.selectedOutputColumnVal je id), al ne moze ova fja array column onda--> - <div class="input-group row" *ngIf="getInputById('rb_'+column).checked"> - <span class="input-group-text col-2 text-center"> - {{column}} <span class="small" - style="color:gray;">({{calculateSumOfNullValuesInCol(column)}} - null)</span> - </span> - <label *ngIf="calculateSumOfNullValuesInCol(column)==0" - class="form-control">Ova kolona nema nedostajućih vrednosti.</label> - - <input *ngIf="calculateSumOfNullValuesInCol(column)!=0" type="radio" - [id]="'fillCol_'+column" class="col-1 mt-2" [name]="'delOp_'+column"> - <!--OVDE SREDI IZGLED--> - <select [id]="'replaceOptions'+i" class="form-control col-2" - *ngIf="isNumber(datasetFile[1][i]) && calculateSumOfNullValuesInCol(column)!=0" - (change)="replaceWithSelectedNumber($event);"> - <option - *ngFor="let option of Object.keys(ReplaceWith); let optionName of Object.values(ReplaceWith)" - [value]="option"> - {{ optionName }} - </option> - </select> - <select [id]="'replaceOptions'+i" class="form-control col-2" - *ngIf="!isNumber(datasetFile[1][i]) && calculateSumOfNullValuesInCol(column)!=0" - (change)="replaceWithSelectedString($event);"> - <option *ngFor="let option of arrayColumn(datasetFile, i)" - [value]="option"> - {{ option }} - </option> - </select> - <input *ngIf="calculateSumOfNullValuesInCol(column)!=0" type="text" - class="form-control col-1" [id]="'fillText_'+column" - (keyup)="checkFillColRadio(column)" placeholder="Unesi vrednost..."> - - <label *ngIf="calculateSumOfNullValuesInCol(column)!=0" - class="form-control col-2" [for]="'delCol_'+column">Izbriši kolonu - <input type="radio" [id]="'delCol_'+column" [name]="'delOp_'+column" - (change)="emptyFillTextInput(column)"></label> - <label *ngIf="calculateSumOfNullValuesInCol(column)!=0" - class="form-control col-2" [for]="'delRows_'+column">Izbriši redove - <input type="radio" [id]="'delRows_'+column" [name]="'delOp_'+column" - (change)="emptyFillTextInput(column)" checked></label> - </div> - </div> - - </div> - </div> - </div> - </div> - </div> - </div> - </div> - - <h2 class="mt-5 mb-4">Parametri treniranja:</h2> - - <!--**********************************************************TIP*********************************************************--> - <div> - <div class="row p-2"> - <div class="col-1"> - </div> - <div class="col-3"> - <label for="type" class="col-form-label">Tip problema: </label> - </div> - <div class="col-2"> - <select id=typeOptions class="form-control" name="type" [(ngModel)]="newModel.type" - (change)="filterOptions()"> - <option - *ngFor="let option of Object.keys(ProblemType); let optionName of Object.values(ProblemType)" - [value]="option"> - {{ optionName }} - </option> - </select> - </div> - <!--******************************************************************************************************************--> - <div class="col-1"> - </div> - <div class="col-3"> - <label for="hiddenLayers" class="col-form-label">Broj skrivenih slojeva: </label> - </div> - <div class="col-1"> - <input type="number" min="1" class="form-control" name="hiddenLayers" - [(ngModel)]="newModel.hiddenLayers" - (change)="newModel.hiddenLayerActivationFunctions = [].constructor(newModel.hiddenLayers).fill(newModel.hiddenLayerActivationFunctions[0])"> - </div> - </div> - - <div class="row p-2"> - <!--***********************************ENKODER*********************************************--> - - <div class="col-1"> - </div> - <div class="col-3"> - <label for="encoding" class="col-form-label">Enkoding: </label> - </div> - <div class="col-2"> - <select id=encodingOptions class="form-control" name="encoding" [(ngModel)]="newModel.encoding"> - <option *ngFor="let option of Object.keys(Encoding); let optionName of Object.values(Encoding)" - [value]="option"> - {{ optionName }} - </option> - </select> - </div> - - <!--***********************************BROJ NEURONA SKRIVENOG SLOJA*********************************************--> - - <div class="col-1"> - </div> - <div class="col-3"> - <label for="hiddenLayerNeurons" class="col-form-label">Broj neurona skrivenih slojeva: </label> - </div> - <div class="col-1"> - <input type="number" min="1" class="form-control" name="hiddenLayerNeurons" - [(ngModel)]="newModel.hiddenLayerNeurons"> - </div> - </div> - <!--***********************************OPTIMIZACIJA*********************************************--> - - <div class="row p-2"> - <div class="col-1"> - </div> - <div class="col-3"> - <label for="optimizer" class="col-form-label">Optimizacija: </label> - </div> - <div class="col-2"> - <select id=optimizerOptions class="form-control" name="optimizer" [(ngModel)]="newModel.optimizer"> - <option - *ngFor="let option of Object.keys(Optimizer); let optionName of Object.values(Optimizer)" - [value]="option"> - {{ optionName }} - </option> - </select> - </div> - <div class="col-1"> - </div> - <div class="col-3"> - <label for="batchSize" class="col-form-label">Broj uzorka po iteraciji: </label> - </div> - <div class="col-1"> - <input type="number" min="1" class="form-control" name="batchSize" [(ngModel)]="newModel.batchSize"> - </div> - </div> - <div class="row p-2"> - <div class="col-1"> - </div> - <div class="col-3"> - <label for="lossFunction" class="col-form-label">Funkcija obrade gubitka: </label> - </div> - <div class="col-2"> - <select id=lossFunctionOptions class="form-control" name="lossFunction" - [(ngModel)]="newModel.lossFunction" aria-checked="true"> - <option - *ngFor="let option of Object.keys(lossFunction); let optionName of Object.values(lossFunction)" - [value]="option"> - {{ optionName }} - </option> - </select> - </div> - <div class="col-1"></div> - <div class="col-3 mt-2"> - <label for="type" class="form-check-label">Nasumičan redosled podataka?</label> - <input class="mx-3 form-check-input" type="checkbox" [(ngModel)]="newModel.randomOrder" - type="checkbox" value="" checked> - </div> - </div> - <!--************************************************************************************************* --> - <div class="border m-3"> - <div class="row p-2 m-2"> - <div class="col-4"> - <label for="splitYesNo" class="form-check-label"> - <h3>Podela test skupa: - <input id="splitYesNo" class="form-check-input" type="checkbox" - [checked]="newModel.randomTestSet" - (change)="newModel.randomTestSet = !newModel.randomTestSet"> - </h3> - </label> - </div> - <div class="col-8"> - trening - <mat-slider style="width: 85%;" min="10" max="90" step="10" value="10" - name="randomTestSetDistribution" thumbLabel [disabled]="!newModel.randomTestSet" - [(ngModel)]="tempTestSetDistribution"> - </mat-slider> - test - </div> - </div> - - <div class="row p-2 mx-2"> - <div class="col-4"> - <label for="percentage" class="form-label">Procenat podataka koji se uzima za trening - skup:</label> - </div> - <div class="col-2"> - <input id="percentage" type="number" class="form-control" min="10" max="90" step="10" value="90" - [(ngModel)]="tempTestSetDistribution" [disabled]="!newModel.randomTestSet"> - </div> - </div> - </div> - - <!--***********************************AKTIVACIONE FUNKCIJE*********************************************--> - <h3>Aktivacione funkcije:</h3> - - <div class="row p-2 m-2" style="align-self: center;"> - <div class="col-3"> - <label for="hiddenLayerActivationFunction" class="col-form-label" - style="text-align: center;">Funkcija aktivacije skrivenih - slojeva:</label> - </div> - <div class="col-3"> - <div *ngFor="let item of [].constructor(newModel.hiddenLayers); let i = index"> - <div class="input-group mb-2"> - <div class="input-group-prepend"> - <span class="input-group-text">#{{i+1}}</span> - </div> - <select [id]="'hiddenLayerActivationFunctionOption_'+i" class="form-control" - [(ngModel)]="newModel.hiddenLayerActivationFunctions[i]"> - <option - *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)" - [value]="option"> - {{ optionName }} - </option> - </select> - </div> - </div> - </div> - <div class="col-3"> - <label for="outputLayerActivationFunction" class="col-form-label" - style="text-align: center;">Funkcija aktivacije izlaznog - sloja:</label> - </div> - <div class="col-3"> - <select id=outputLayerActivationFunctionOptions class="form-control" - name="outputLayerActivationFunction" [(ngModel)]="newModel.outputLayerActivationFunction"> - <option - *ngFor="let option of Object.keys(ActivationFunction); let optionName of Object.values(ActivationFunction)" - [value]="option"> - {{ optionName }} - </option> - </select> - </div> - <div class="col"> - </div> - </div> - </div> - - <br><br> - <!--**********************************************METRIKE ZA KOMPAJLER I GRAFIKE***********************************************--> - - <hr> - <div class="form-check form-check-inline overflow-auto " style="width: max-content;"> - <h3>Izaberite metrike:</h3> - <div id="divMetricsinput"> - - <div *ngFor="let option of Object.keys(metrics); let optionName of Object.values(metrics) " - class="form-check form-check-inline"> - - <input name="cbmetrics" class="form-check-input" type="checkbox" value="{{option}}" - id="metrics_{{option}}" style="float: left;"> - <label class="form-check-label" for="metrics_{{option}}" for="inlineCheckbox2"> - {{optionName}} - </label> - </div> - </div> - </div> - <!--<app-annvisual [model]="newModel"></app-annvisual>--> - <div class="form-group row mt-5 mb-3"> - <div class="col"></div> - <button class="btn btn-lg col-4" style="background-color:#003459; color:white;" - (click)="addModel();">Sačuvaj model</button> - <div class="col"></div> - <button class="btn btn-lg col-4" style="background-color:#003459; color:white;" - (click)="trainModel();">Treniraj model</button> - <div class="col"></div> - </div> - - <div class="m-3" *ngIf="trainingResult"> - <h2>Rezultati treniranja</h2> - <p> - {{trainingResult}} - </p> - </div> - </div> -</div> - -<!--<button - (click)="calculateSumOfNullValuesInCol('Embarked'); calculateMeanColValue('Age');calculateMedianColValue('Age'); getNullValuesReplacersArray();">DUGME</button>-->
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