updated call of preprocessing method

app.py

@@ -101,20 +101,20 @@ async def predict(predictionFeatures: PredictionFeatures):
     ```
     """
 
-    # First preprocess the text directly
-    url = "https://llepogam-hate-speech-detection-api.hf.space/preprocess"
-    headers = {
-        "accept": "application/json",
-        "Content-Type": "application/json"
-    }
+    # Copy the preprocess method to avoid issue
+    list_text_for_preprocessing = [predictionFeatures.Text]
 
-    data = {
-        "tweet": predictionFeatures.Text
-    }
+    # Load model from MLflow
+    logged_model = 'runs:/89b183556cf34460858d94125f8df98d/text_preprocessor'
+    loaded_model = mlflow.pyfunc.load_model(logged_model)
+
+    df = pd.DataFrame(list_text_for_preprocessing,columns=['tweet'])
+
+    # Perform prediction
+    preprocessed_result = loaded_model.predict(pd.DataFrame(df))
 
-    response = requests.post(url, headers=headers, json=data)
 
-    list_text = [response.json()['text_clean']['0']]
+    list_text = [preprocessed_result['text_clean']['0']]
 
     # Load model from MLflow
     logged_model = 'runs:/227d2f8e431d40d6b5231add3a00d048/hate_speech_detection'