diff --git a/.gitignore b/.gitignore
index b8359b9..865403c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,7 @@ Pipfile
 Pipfile.lock
 .mypy_cache/
 .idea/
+.vscode/
 deepface.egg-info/
 tests/dataset/*.pkl
 tests/*.ipynb
diff --git a/deepface/DeepFace.py b/deepface/DeepFace.py
index 803616f..6813691 100644
--- a/deepface/DeepFace.py
+++ b/deepface/DeepFace.py
@@ -16,7 +16,7 @@ import tensorflow as tf
 
 # package dependencies
 from deepface.commons import package_utils, folder_utils
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 from deepface.modules import (
     modeling,
     representation,
@@ -29,7 +29,7 @@ from deepface.modules import (
 )
 from deepface import __version__
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # -----------------------------------
 # configurations for dependencies
diff --git a/deepface/api/src/app.py b/deepface/api/src/app.py
index 37d6784..d88a232 100644
--- a/deepface/api/src/app.py
+++ b/deepface/api/src/app.py
@@ -5,9 +5,9 @@ from flask_cors import CORS
 # project dependencies
 from deepface import DeepFace
 from deepface.api.src.modules.core.routes import blueprint
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def create_app():
diff --git a/deepface/api/src/modules/core/routes.py b/deepface/api/src/modules/core/routes.py
index 8d68acc..4830bec 100644
--- a/deepface/api/src/modules/core/routes.py
+++ b/deepface/api/src/modules/core/routes.py
@@ -1,9 +1,9 @@
 from flask import Blueprint, request
 from deepface import DeepFace
 from deepface.api.src.modules.core import service
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 blueprint = Blueprint("routes", __name__)
 
diff --git a/deepface/basemodels/ArcFace.py b/deepface/basemodels/ArcFace.py
index 43dd424..1ed2a93 100644
--- a/deepface/basemodels/ArcFace.py
+++ b/deepface/basemodels/ArcFace.py
@@ -3,9 +3,9 @@ import gdown
 from deepface.commons import package_utils, folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
 
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=unsubscriptable-object
 
diff --git a/deepface/basemodels/DeepID.py b/deepface/basemodels/DeepID.py
index b68b379..99a0676 100644
--- a/deepface/basemodels/DeepID.py
+++ b/deepface/basemodels/DeepID.py
@@ -2,9 +2,9 @@ import os
 import gdown
 from deepface.commons import package_utils, folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 tf_version = package_utils.get_tf_major_version()
 
diff --git a/deepface/basemodels/Dlib.py b/deepface/basemodels/Dlib.py
index f13b7ca..07cad0d 100644
--- a/deepface/basemodels/Dlib.py
+++ b/deepface/basemodels/Dlib.py
@@ -5,9 +5,9 @@ import gdown
 import numpy as np
 from deepface.commons import folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=too-few-public-methods
 
diff --git a/deepface/basemodels/Facenet.py b/deepface/basemodels/Facenet.py
index bcbb7b7..1349bfb 100644
--- a/deepface/basemodels/Facenet.py
+++ b/deepface/basemodels/Facenet.py
@@ -2,9 +2,9 @@ import os
 import gdown
 from deepface.commons import package_utils, folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # --------------------------------
 # dependency configuration
diff --git a/deepface/basemodels/FbDeepFace.py b/deepface/basemodels/FbDeepFace.py
index f51a511..b8e4338 100644
--- a/deepface/basemodels/FbDeepFace.py
+++ b/deepface/basemodels/FbDeepFace.py
@@ -3,9 +3,9 @@ import zipfile
 import gdown
 from deepface.commons import package_utils, folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # --------------------------------
 # dependency configuration
diff --git a/deepface/basemodels/GhostFaceNet.py b/deepface/basemodels/GhostFaceNet.py
index 1917833..90474cc 100644
--- a/deepface/basemodels/GhostFaceNet.py
+++ b/deepface/basemodels/GhostFaceNet.py
@@ -8,9 +8,9 @@ import tensorflow as tf
 # project dependencies
 from deepface.commons import package_utils, folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 tf_major = package_utils.get_tf_major_version()
 if tf_major == 1:
diff --git a/deepface/basemodels/OpenFace.py b/deepface/basemodels/OpenFace.py
index cc335b6..e9f8345 100644
--- a/deepface/basemodels/OpenFace.py
+++ b/deepface/basemodels/OpenFace.py
@@ -3,9 +3,9 @@ import gdown
 import tensorflow as tf
 from deepface.commons import package_utils, folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 tf_version = package_utils.get_tf_major_version()
 if tf_version == 1:
diff --git a/deepface/basemodels/SFace.py b/deepface/basemodels/SFace.py
index ddd9360..ee9a6e2 100644
--- a/deepface/basemodels/SFace.py
+++ b/deepface/basemodels/SFace.py
@@ -10,9 +10,9 @@ import gdown
 # project dependencies
 from deepface.commons import folder_utils
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=line-too-long, too-few-public-methods
 
diff --git a/deepface/basemodels/VGGFace.py b/deepface/basemodels/VGGFace.py
index 819150e..d61f702 100644
--- a/deepface/basemodels/VGGFace.py
+++ b/deepface/basemodels/VGGFace.py
@@ -5,9 +5,9 @@ import numpy as np
 from deepface.commons import package_utils, folder_utils
 from deepface.modules import verification
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # ---------------------------------------
 
diff --git a/deepface/commons/file_utils.py b/deepface/commons/file_utils.py
index b5b0169..b79076a 100644
--- a/deepface/commons/file_utils.py
+++ b/deepface/commons/file_utils.py
@@ -5,9 +5,9 @@ import os
 import gdown
 
 # project dependencies
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def download_external_file(file_name: str, exact_file_path: str, url: str) -> None:
diff --git a/deepface/commons/folder_utils.py b/deepface/commons/folder_utils.py
index ef5fbc7..88a8a48 100644
--- a/deepface/commons/folder_utils.py
+++ b/deepface/commons/folder_utils.py
@@ -1,8 +1,8 @@
 import os
 from pathlib import Path
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def initialize_folder() -> None:
diff --git a/deepface/commons/logger.py b/deepface/commons/logger.py
index 4533953..c42c950 100644
--- a/deepface/commons/logger.py
+++ b/deepface/commons/logger.py
@@ -4,18 +4,34 @@ from datetime import datetime
 
 # pylint: disable=broad-except
 class Logger:
-    def __init__(self, module=None):
-        self.module = module
-        log_level = os.environ.get("DEEPFACE_LOG_LEVEL", str(logging.INFO))
-        try:
-            self.log_level = int(log_level)
-        except Exception as err:
-            self.dump_log(
-                f"Exception while parsing $DEEPFACE_LOG_LEVEL."
-                f"Expected int but it is {log_level} ({str(err)})."
-                "Setting app log level to info."
-            )
-            self.log_level = logging.INFO
+    """
+    A Logger class for logging messages with a specific log level.
+
+    The class follows the singleton design pattern, ensuring that only one
+    instance of the Logger is created. The parameters of the first instance 
+    are preserved across all instances.
+    """
+
+    __instance = None
+
+    def __new__(cls):
+        if cls.__instance is None:
+            cls.__instance = super(Logger, cls).__new__(cls)
+        return cls.__instance
+
+    def __init__(self):
+        if not hasattr(self, "_singleton_initialized"):
+            self._singleton_initialized = True # to prevent multiple initializations
+            log_level = os.environ.get("DEEPFACE_LOG_LEVEL", str(logging.INFO))
+            try:
+                self.log_level = int(log_level)
+            except Exception as err:
+                self.dump_log(
+                    f"Exception while parsing $DEEPFACE_LOG_LEVEL."
+                    f"Expected int but it is {log_level} ({str(err)})."
+                    "Setting app log level to info."
+                )
+                self.log_level = logging.INFO
 
     def info(self, message):
         if self.log_level <= logging.INFO:
@@ -39,16 +55,3 @@ class Logger:
 
     def dump_log(self, message):
         print(f"{str(datetime.now())[2:-7]} - {message}")
-
-
-def get_singletonish_logger():
-    # singleton design pattern
-    global model_obj
-
-    if not "model_obj" in globals():
-        model_obj = {}
-
-    if "logger" not in model_obj.keys():
-        model_obj["logger"] = Logger(module="Singleton")
-
-    return model_obj["logger"]
diff --git a/deepface/commons/package_utils.py b/deepface/commons/package_utils.py
index c35db8b..e7e3bd4 100644
--- a/deepface/commons/package_utils.py
+++ b/deepface/commons/package_utils.py
@@ -2,9 +2,9 @@
 import tensorflow as tf
 
 # package dependencies
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def get_tf_major_version() -> int:
diff --git a/deepface/detectors/CenterFace.py b/deepface/detectors/CenterFace.py
index 84db334..5e58e58 100644
--- a/deepface/detectors/CenterFace.py
+++ b/deepface/detectors/CenterFace.py
@@ -10,9 +10,9 @@ import gdown
 # project dependencies
 from deepface.commons import folder_utils
 from deepface.models.Detector import Detector, FacialAreaRegion
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=c-extension-no-member
 
diff --git a/deepface/detectors/DetectorWrapper.py b/deepface/detectors/DetectorWrapper.py
index 1210f62..75f82a6 100644
--- a/deepface/detectors/DetectorWrapper.py
+++ b/deepface/detectors/DetectorWrapper.py
@@ -15,9 +15,9 @@ from deepface.detectors import (
     YuNet,
     CenterFace,
 )
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def build_model(detector_backend: str) -> Any:
diff --git a/deepface/detectors/Dlib.py b/deepface/detectors/Dlib.py
index 9be3c76..d1c800a 100644
--- a/deepface/detectors/Dlib.py
+++ b/deepface/detectors/Dlib.py
@@ -5,9 +5,9 @@ import gdown
 import numpy as np
 from deepface.commons import folder_utils
 from deepface.models.Detector import Detector, FacialAreaRegion
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 class DlibClient(Detector):
diff --git a/deepface/detectors/Ssd.py b/deepface/detectors/Ssd.py
index a8d68eb..3dc1c01 100644
--- a/deepface/detectors/Ssd.py
+++ b/deepface/detectors/Ssd.py
@@ -7,9 +7,9 @@ import numpy as np
 from deepface.detectors import OpenCv
 from deepface.commons import folder_utils
 from deepface.models.Detector import Detector, FacialAreaRegion
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=line-too-long, c-extension-no-member
 
diff --git a/deepface/detectors/Yolo.py b/deepface/detectors/Yolo.py
index cf9f9de..807d8e1 100644
--- a/deepface/detectors/Yolo.py
+++ b/deepface/detectors/Yolo.py
@@ -4,9 +4,9 @@ import numpy as np
 import gdown
 from deepface.models.Detector import Detector, FacialAreaRegion
 from deepface.commons import folder_utils
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # Model's weights paths
 PATH = "/.deepface/weights/yolov8n-face.pt"
diff --git a/deepface/detectors/YuNet.py b/deepface/detectors/YuNet.py
index c43b80f..a522bac 100644
--- a/deepface/detectors/YuNet.py
+++ b/deepface/detectors/YuNet.py
@@ -10,9 +10,9 @@ import gdown
 # project dependencies
 from deepface.commons import folder_utils
 from deepface.models.Detector import Detector, FacialAreaRegion
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 class YuNetClient(Detector):
diff --git a/deepface/extendedmodels/Age.py b/deepface/extendedmodels/Age.py
index 2e99995..8d0f0cf 100644
--- a/deepface/extendedmodels/Age.py
+++ b/deepface/extendedmodels/Age.py
@@ -4,9 +4,9 @@ import numpy as np
 from deepface.basemodels import VGGFace
 from deepface.commons import package_utils, folder_utils
 from deepface.models.Demography import Demography
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # ----------------------------------------
 # dependency configurations
diff --git a/deepface/extendedmodels/Emotion.py b/deepface/extendedmodels/Emotion.py
index e0b93bf..7338131 100644
--- a/deepface/extendedmodels/Emotion.py
+++ b/deepface/extendedmodels/Emotion.py
@@ -9,9 +9,9 @@ import cv2
 # project dependencies
 from deepface.commons import package_utils, folder_utils
 from deepface.models.Demography import Demography
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # -------------------------------------------
 # pylint: disable=line-too-long
diff --git a/deepface/extendedmodels/Gender.py b/deepface/extendedmodels/Gender.py
index 84cb446..cb766fe 100644
--- a/deepface/extendedmodels/Gender.py
+++ b/deepface/extendedmodels/Gender.py
@@ -9,9 +9,9 @@ import numpy as np
 from deepface.basemodels import VGGFace
 from deepface.commons import package_utils, folder_utils
 from deepface.models.Demography import Demography
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # -------------------------------------
 # pylint: disable=line-too-long
diff --git a/deepface/extendedmodels/Race.py b/deepface/extendedmodels/Race.py
index 1943dea..6f9e643 100644
--- a/deepface/extendedmodels/Race.py
+++ b/deepface/extendedmodels/Race.py
@@ -9,9 +9,9 @@ import numpy as np
 from deepface.basemodels import VGGFace
 from deepface.commons import package_utils, folder_utils
 from deepface.models.Demography import Demography
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # --------------------------
 # pylint: disable=line-too-long
diff --git a/deepface/modules/detection.py b/deepface/modules/detection.py
index 0c32aa4..9edb0f2 100644
--- a/deepface/modules/detection.py
+++ b/deepface/modules/detection.py
@@ -11,9 +11,9 @@ from deepface.modules import modeling
 from deepface.models.Detector import DetectedFace, FacialAreaRegion
 from deepface.detectors import DetectorWrapper
 from deepface.commons import image_utils
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=no-else-raise
 
diff --git a/deepface/modules/recognition.py b/deepface/modules/recognition.py
index 4eda51f..4b94ad9 100644
--- a/deepface/modules/recognition.py
+++ b/deepface/modules/recognition.py
@@ -12,9 +12,9 @@ from tqdm import tqdm
 # project dependencies
 from deepface.commons import image_utils
 from deepface.modules import representation, detection, verification
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def find(
diff --git a/deepface/modules/streaming.py b/deepface/modules/streaming.py
index b6b579d..fe27464 100644
--- a/deepface/modules/streaming.py
+++ b/deepface/modules/streaming.py
@@ -10,9 +10,9 @@ import cv2
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # dependency configuration
 os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2"
diff --git a/deepface/modules/verification.py b/deepface/modules/verification.py
index 8b03ed4..7bd3c6b 100644
--- a/deepface/modules/verification.py
+++ b/deepface/modules/verification.py
@@ -8,9 +8,9 @@ import numpy as np
 # project dependencies
 from deepface.modules import representation, detection, modeling
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def verify(
diff --git a/deepface/spoofmodels/FasNet.py b/deepface/spoofmodels/FasNet.py
index 8d1f988..4f2c195 100644
--- a/deepface/spoofmodels/FasNet.py
+++ b/deepface/spoofmodels/FasNet.py
@@ -9,9 +9,10 @@ import cv2
 import numpy as np
 
 # project dependencies
-from deepface.commons import folder_utils, file_utils, logger as log
+from deepface.commons import folder_utils, file_utils
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # pylint: disable=line-too-long, too-few-public-methods
 class Fasnet:
diff --git a/tests/face-recognition-how.py b/tests/face-recognition-how.py
index 22bbf81..f33e1af 100644
--- a/tests/face-recognition-how.py
+++ b/tests/face-recognition-how.py
@@ -7,9 +7,9 @@ import cv2
 from deepface import DeepFace
 from deepface.modules import verification
 from deepface.models.FacialRecognition import FacialRecognition
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # ----------------------------------------------
 # build face recognition model
diff --git a/tests/test_analyze.py b/tests/test_analyze.py
index 3e3d3e1..bad4426 100644
--- a/tests/test_analyze.py
+++ b/tests/test_analyze.py
@@ -3,9 +3,9 @@ import cv2
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 detectors = ["opencv", "mtcnn"]
diff --git a/tests/test_api.py b/tests/test_api.py
index 0eeafc8..ef2db73 100644
--- a/tests/test_api.py
+++ b/tests/test_api.py
@@ -4,9 +4,9 @@ import unittest
 
 # project dependencies
 from deepface.api.src.app import create_app
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 class TestVerifyEndpoint(unittest.TestCase):
diff --git a/tests/test_enforce_detection.py b/tests/test_enforce_detection.py
index db73ce1..5360563 100644
--- a/tests/test_enforce_detection.py
+++ b/tests/test_enforce_detection.py
@@ -4,9 +4,9 @@ import numpy as np
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def test_enabled_enforce_detection_for_non_facial_input():
diff --git a/tests/test_extract_faces.py b/tests/test_extract_faces.py
index 0ddd9d5..492fa2d 100644
--- a/tests/test_extract_faces.py
+++ b/tests/test_extract_faces.py
@@ -9,9 +9,9 @@ import pytest
 # project dependencies
 from deepface import DeepFace
 from deepface.commons import image_utils
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 detectors = ["opencv", "mtcnn"]
 
diff --git a/tests/test_find.py b/tests/test_find.py
index 83d9964..b6845a4 100644
--- a/tests/test_find.py
+++ b/tests/test_find.py
@@ -9,9 +9,9 @@ import pandas as pd
 from deepface import DeepFace
 from deepface.modules import verification
 from deepface.commons import image_utils
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 threshold = verification.find_threshold(model_name="VGG-Face", distance_metric="cosine")
diff --git a/tests/test_represent.py b/tests/test_represent.py
index b702d62..085dff2 100644
--- a/tests/test_represent.py
+++ b/tests/test_represent.py
@@ -3,9 +3,9 @@ import cv2
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def test_standard_represent():
diff --git a/tests/test_singleton.py b/tests/test_singleton.py
new file mode 100644
index 0000000..f2e4ea1
--- /dev/null
+++ b/tests/test_singleton.py
@@ -0,0 +1,8 @@
+from deepface.commons.logger import Logger
+
+logger = Logger()
+
+
+def test_singleton_same_object():
+    assert Logger() == Logger()
+    logger.info("✅ id's of instances of \"singletoned\" class Logger are the same")
diff --git a/tests/test_verify.py b/tests/test_verify.py
index 01e7e4a..ab894fa 100644
--- a/tests/test_verify.py
+++ b/tests/test_verify.py
@@ -4,9 +4,9 @@ import cv2
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 models = ["VGG-Face", "Facenet", "Facenet512", "ArcFace", "GhostFaceNet"]
 metrics = ["cosine", "euclidean", "euclidean_l2"]
diff --git a/tests/test_version.py b/tests/test_version.py
index 08e3bbf..21e0065 100644
--- a/tests/test_version.py
+++ b/tests/test_version.py
@@ -3,9 +3,9 @@ import json
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 
 def test_version():
diff --git a/tests/visual-test.py b/tests/visual-test.py
index eb016b5..9149bc5 100644
--- a/tests/visual-test.py
+++ b/tests/visual-test.py
@@ -3,9 +3,9 @@ import matplotlib.pyplot as plt
 
 # project dependencies
 from deepface import DeepFace
-from deepface.commons import logger as log
+from deepface.commons.logger import Logger
 
-logger = log.get_singletonish_logger()
+logger = Logger()
 
 # some models (e.g. Dlib) and detectors (e.g. retinaface) do not have test cases
 # because they require to install huge packages