feat(model): add anomaly detection models and scalers

model.py

@@ -6,9 +6,19 @@ from keras.models import load_model
 
 class Model:
     def __init__(self) -> None:
+        # Time-Series
         self.__model_lstm = os.path.join("model", "model_lstm_regression_cyclical.h5")
+        
+        # Anomaly Detection
+        self.__model_binary = os.path.join("model", "model_binary_smote.pkl")
+        self.__model_multiclass = os.path.join("model", "model_multi.pkl")
+        
+        # Scaler Time-Series
         self.__scaler_y = os.path.join("model", "scaler_y.pkl")
         self.__scaler_X = os.path.join("model", "scaler_X.pkl")
+        
+        # Scaler Anomaly
+        self.__preprocessor_anomaly = os.path.join("model", "scaler_anomaly.pkl")
 
         self._load_model_and_scalers()
 
@@ -19,6 +29,24 @@ class Model:
                 print("LSTM model loaded successfully")
             else:
                 print(f"⚠ Model not found at {self.__model_lstm}")
+            
+            if os.path.exists(self.__model_binary):
+                self.model_binary = joblib.load(self.__model_binary)
+                print("Binary model loaded successfully")
+            else:
+                print(f"⚠ Model not found at {self.__model_binary}")
+                
+            if os.path.exists(self.__model_multiclass):
+                self.model_multiclass = joblib.load(self.__model_multiclass)
+                print("Multiclass model loaded successfully")
+            else:
+                print(f"⚠ Model not found at {self.__model_multiclass}")
+                
+            if os.path.exists(self.__preprocessor_anomaly):
+                self.preprocessor_anomaly = joblib.load(self.__preprocessor_anomaly)
+                print("Scaler anomaly model loaded successfully")
+            else:
+                print(f"⚠ preprocessor_anomaly not found at {self.__preprocessor_anomaly}")
 
             if os.path.exists(self.__scaler_X):
                 self.scaler_x = joblib.load(self.__scaler_X)

model/model_binary_smote.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:818fa48a3660f066e6e40b74d77c47096d74c288dfc421de228d96590f6e42d4
+size 263896

model/model_multi.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736b7836fbbcca843368a6f893bf004deffdbcf77a0490e5b3d78b5ffa7f371f
+size 442688

model/scaler_anomaly.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e26cad52db9751443f07d64d300c069afe040b4ca7f4a84d22989be7c2e0e52
+size 1071