Merge branch 'dev' of http://gitlab.pmf.kg.ac.rs/igrannonica/neuronstellar into dev

6 files changed, 131 insertions, 121 deletions

diff --git a/backend/microservice/api/ml_service.py b/backend/microservice/api/ml_service.py
index 21ec8fa3..b264b428 100644
--- a/backend/microservice/api/ml_service.py
+++ b/backend/microservice/api/ml_service.py
@@ -21,6 +21,7 @@ from sklearn.preprocessing import StandardScaler
 from sklearn.model_selection import train_test_split
 from dataclasses import dataclass
 import statistics as s
+from sklearn.metrics import roc_auc_score
 
 def returnColumnsInfo(dataset):
     dict=[]
@@ -252,6 +253,26 @@ def train(dataset, params, callback):
     y_pred=y_pred.flatten()
     result=pd.DataFrame({"Actual":y_test,"Predicted":y_pred})
     classifier.save("temp/"+model_name, save_format='h5')
+    # ROC multi-klasifikacioni
+    def roc_auc_score_multiclass(actual_class, pred_class, average = "macro"):
+    
+        #creating a set of all the unique classes using the actual class list
+        unique_class = set(actual_class)
+        roc_auc_dict = {}
+        for per_class in unique_class:
+            
+            #creating a list of all the classes except the current class 
+            other_class = [x for x in unique_class if x != per_class]
+
+            #marking the current class as 1 and all other classes as 0
+            new_actual_class = [0 if x in other_class else 1 for x in actual_class]
+            new_pred_class = [0 if x in other_class else 1 for x in pred_class]
+
+            #using the sklearn metrics method to calculate the roc_auc_score
+            roc_auc = roc_auc_score(new_actual_class, new_pred_class, average = average)
+            roc_auc_dict[per_class] = roc_auc
+
+        return roc_auc_dict
     #
     # Metrike
     #
@@ -301,5 +322,17 @@ def train(dataset, params, callback):
             "r2" : r2,
             "adj_r2" : adj_r2
             }
+    elif(problem_type=="multi-klasifikacioni"):
+        # https://www.kaggle.com/code/nkitgupta/evaluation-metrics-for-multi-class-classification/notebook
+        accuracy=metrics.accuracy_score(y_test, y_pred)
+        macro_averaged_precision=metrics.precision_score(y_test, y_pred, average = 'macro')
+        micro_averaged_precision=metrics.precision_score(y_test, y_pred, average = 'micro')
+        macro_averaged_recall=metrics.recall_score(y_test, y_pred, average = 'macro')
+        micro_averaged_recall=metrics.recall_score(y_test, y_pred, average = 'micro')
+        macro_averaged_f1=metrics.f1_score(y_test, y_pred, average = 'macro')
+        micro_averaged_f1=metrics.f1_score(y_test, y_pred, average = 'micro')
+        roc_auc_dict=roc_auc_score_multiclass(y_test, y_pred)
+
+
     # TODO upload trenirani model nazad na backend
-#return TrainingResult(metrics)
\ No newline at end of file
+    #return TrainingResult(metrics)
\ No newline at end of file
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index b5ca9d02..962905b7 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
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-      "dev": true,
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-      "dev": true,
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-      "dev": true,
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       "version": "1.4.8",
       "resolved": "https://registry.npmjs.org/sourcemap-codec/-/sourcemap-codec-1.4.8.tgz",
-      "integrity": "sha512-9NykojV5Uih4lgo5So5dtw+f0JgJX30KCNI8gwhz2J9A15wD0Ml6tjHKwf6fTSa6fAdVBdZeNOs9eJ71qCk8vA==",
-      "dev": true
+      "integrity": "sha512-9NykojV5Uih4lgo5So5dtw+f0JgJX30KCNI8gwhz2J9A15wD0Ml6tjHKwf6fTSa6fAdVBdZeNOs9eJ71qCk8vA=="
     },
     "spdy": {
       "version": "4.0.2",
@@ -19741,7 +19694,8 @@
           "version": "3.5.2",
           "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz",
           "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==",
-          "dev": true
+          "dev": true,
+          "requires": {}
         },
         "json-schema-traverse": {
           "version": "0.4.1",
@@ -19815,7 +19769,6 @@
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
       "integrity": "sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ==",
-      "dev": true,
       "requires": {
         "is-number": "^7.0.0"
       }
@@ -19862,8 +19815,7 @@
     "typescript": {
       "version": "4.5.5",
       "resolved": "https://registry.npmjs.org/typescript/-/typescript-4.5.5.tgz",
-      "integrity": "sha512-TCTIul70LyWe6IJWT8QSYeA54WQe8EjQFU4wY52Fasj5UKx88LNYKCgBEHcOMOrFF1rKGbD8v/xcNWVUq9SymA==",
-      "dev": true
+      "integrity": "sha512-TCTIul70LyWe6IJWT8QSYeA54WQe8EjQFU4wY52Fasj5UKx88LNYKCgBEHcOMOrFF1rKGbD8v/xcNWVUq9SymA=="
     },
     "ua-parser-js": {
       "version": "0.7.31",
@@ -20058,7 +20010,8 @@
           "version": "3.5.2",
           "resolved": "https://registry.npmjs.org/ajv-keywords/-/ajv-keywords-3.5.2.tgz",
           "integrity": "sha512-5p6WTN0DdTGVQk6VjcEju19IgaHudalcfabD7yhDGeA6bcQnmL+CpveLJq/3hvfwd1aof6L386Ougkx6RfyMIQ==",
-          "dev": true
+          "dev": true,
+          "requires": {}
         },
         "json-schema-traverse": {
           "version": "0.4.1",
@@ -20285,7 +20238,8 @@
       "version": "8.2.3",
       "resolved": "https://registry.npmjs.org/ws/-/ws-8.2.3.tgz",
       "integrity": "sha512-wBuoj1BDpC6ZQ1B7DWQBYVLphPWkm8i9Y0/3YdHjHKHiohOJ1ws+3OccDWtH+PoC9DZD5WOTrJvNbWvjS6JWaA==",
-      "dev": true
+      "dev": true,
+      "requires": {}
     },
     "y18n": {
       "version": "5.0.8",
@@ -20295,8 +20249,7 @@
     "yallist": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
-      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==",
-      "dev": true
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
     },
     "yaml": {
       "version": "1.10.2",
diff --git a/frontend/src/app/_elements/item-predictor/item-predictor.component.ts b/frontend/src/app/_elements/item-predictor/item-predictor.component.ts
index 41d2ab9c..246032e0 100644
--- a/frontend/src/app/_elements/item-predictor/item-predictor.component.ts
+++ b/frontend/src/app/_elements/item-predictor/item-predictor.component.ts
@@ -17,8 +17,7 @@ export class ItemPredictorComponent implements OnInit {
   }
 
   openPredictor() {
-    this.router.navigate(['predict/'+ '6245a5958a9c76c1bf7ff9b6']);
-    //this.router.navigate(['predict'+this.predictor._id]);
+    this.router.navigate(['predict/'+ this.predictor._id]);
     }
 
 }
diff --git a/frontend/src/app/_pages/my-predictors/my-predictors.component.html b/frontend/src/app/_pages/my-predictors/my-predictors.component.html
index d739f561..3746d35e 100644
--- a/frontend/src/app/_pages/my-predictors/my-predictors.component.html
+++ b/frontend/src/app/_pages/my-predictors/my-predictors.component.html
@@ -7,7 +7,7 @@
         <app-item-predictor [predictor]="predictor"></app-item-predictor>
     </div>
     <div>
-        <button (click)="delete()" mat-raised-button color="warn" style="min-width: 15rem;float: right" ><mat-icon>delete</mat-icon></button>
+        <button (click)="delete(predictor)" mat-raised-button color="warn" style="min-width: 15rem;float: right" ><mat-icon>delete</mat-icon></button>
     </div>
     
 </div>
diff --git a/frontend/src/app/_pages/my-predictors/my-predictors.component.ts b/frontend/src/app/_pages/my-predictors/my-predictors.component.ts
index 58daa44f..13cfdab2 100644
--- a/frontend/src/app/_pages/my-predictors/my-predictors.component.ts
+++ b/frontend/src/app/_pages/my-predictors/my-predictors.component.ts
@@ -1,5 +1,6 @@
 import { Component, OnInit } from '@angular/core';
 import Predictor from 'src/app/_data/Predictor';
+import { PredictorsService } from 'src/app/_services/predictors.service';
 
 @Component({
   selector: 'app-my-predictors',
@@ -7,22 +8,38 @@ import Predictor from 'src/app/_data/Predictor';
   styleUrls: ['./my-predictors.component.css']
 })
 export class MyPredictorsComponent implements OnInit {
-  predictors: Predictor[];
-  constructor() { 
-  this.predictors = [
-    new Predictor('Titanik', 'Opis titanik', ['K1', 'K2', 'K3', 'Ime', 'Preziveli'],'Preziveli'),
-    new Predictor('Neki drugi set', 'opis', ['a', 'b', 'c'],'c'),
-    new Predictor('Preživeli', 'Za uneto ime osobe, predvidja da li je ta osoba preživela ili ne.', ['Ime'], 'OsobaJePreživela'),
-    new Predictor('Drugi model', 'Lorem ipsum dolor sir amet', ['kruska'], 'jagoda')];
+  predictors: Predictor[] = [];
+  constructor(private predictorsS : PredictorsService) {
   }
   ngOnInit(): void {
+    this.getAllMyPredictors();
+
   }
 
-  delete(){
-    confirm("IZABRANI MODEL ĆE BITI IZBRISAN")
+  delete(predictor: Predictor){
+    if(window.confirm("IZABRANI MODEL ĆE BITI IZBRISAN"))
+      {
+      this.predictorsS.deletePredictor(predictor).subscribe((response) => {
+        console.log("OBRISANOOO JEE", response);
+        //na kraju uspesnog
+        this.getAllMyPredictors();
+      }, (error) =>{
+          if (error.error == "Predictor with name = {name} deleted") {
+            alert("Greška pri brisanju modela!");
+          }
+        });
+    }
+    
     
   }
-  
+
+  getAllMyPredictors(): void{
+    this.predictorsS.getMyPredictors().subscribe(m => {
+      
+      this.predictors = m;
+      console.log(this.predictors);
+    });
+  }
 
 
 }
diff --git a/frontend/src/app/_services/predictors.service.ts b/frontend/src/app/_services/predictors.service.ts
index 54ae5694..f2751d8f 100644
--- a/frontend/src/app/_services/predictors.service.ts
+++ b/frontend/src/app/_services/predictors.service.ts
@@ -24,4 +24,12 @@ export class PredictorsService {
   usePredictor(predictor: Predictor, inputs : String[]) {
     return this.http.post(`${API_SETTINGS.apiURL}/predictor/usepredictor/` + predictor._id, inputs, { headers: this.authService.authHeader() });
   }
+
+  deletePredictor(predictor: Predictor) {
+    return this.http.delete(`${API_SETTINGS.apiURL}/predictor/` + predictor.name, { headers: this.authService.authHeader(), responseType: "text" });
+  }
+
+  getMyPredictors(): Observable<Predictor[]> {
+    return this.http.get<Predictor[]>(`${API_SETTINGS.apiURL}/predictor/mypredictors`, { headers: this.authService.authHeader() });
+  }
 }