updated to new inference and better ui

src/Ai/interence.py

@@ -33,6 +33,6 @@ class VeraMindInference:
         confidence = prediction if is_fake else 1 - prediction
 
         return {
-            "result": is_fake,
+            "result": "FAKE" if is_fake else "REAL",
             "confidence": float(confidence)
         }

src/controller/mainFrameController.py

@@ -1,10 +1,13 @@
 from views.mainScreen import MainFrame
 from models.data import TextData
 from Ai.interence import VeraMindInference
+
+
 class MainFrameController:
     
     def __init__(self,frame:MainFrame) -> None:
         self.frame = frame
+        self.model_inference = VeraMindInference('VeraMind-Mini')
         
         
     def get_textdata(self) -> TextData:
@@ -25,10 +28,9 @@ class MainFrameController:
         self.frame.output_textbox.configure(state="disabled")
         
     def prediction(self, text_data:TextData) -> TextData:
-        inference = VeraMindInference('VeraMind-Mini')
+        result = self.model_inference.predict(text_data.text)
-        result = inference.predict(text_data.text)
         text_data.confidence = result["confidence"]
-        text_data.isfake_news = result["result"] 
+        text_data.result = result["result"] 
-        print(f"Prediction: {'Real' if text_data.isfake_news == 1 else 'Fake'}")
+        print(f"Prediction: {text_data.result}")
         print(f"Confidence: {text_data.confidence}")
         return text_data

src/models/data.py

@@ -4,7 +4,7 @@ class TextData:
     def __init__(self, url: str = "") -> None:
         self.url = url
         self.text = ""
-        self.isfake_news = False
+        self.result = ""
         self.confidence = None
         self._extractor = None
 
@@ -29,6 +29,6 @@ class TextData:
     def get_output(self):
         
         if self.confidence != None:
-            output = f"Prediction: {'Real' if self.isfake_news else 'Fake'}" + f"   Confidence: {self.confidence:.4f}"
+            output = f"Prediction: {self.result}" + f"   Confidence: {self.confidence:.4f}"
             print(output)
             return output