diff --git a/GANDLF/entrypoints/anonymizer.py b/GANDLF/entrypoints/anonymizer.py
index 0bac57104..8adc7fcc8 100644
--- a/GANDLF/entrypoints/anonymizer.py
+++ b/GANDLF/entrypoints/anonymizer.py
@@ -12,7 +12,7 @@
 from GANDLF.anonymize import run_anonymizer
 from GANDLF.cli import copyrightMessage
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils.gandlf_logging import logger_setup
 
 
 def _anonymize_images(
diff --git a/GANDLF/entrypoints/config_generator.py b/GANDLF/entrypoints/config_generator.py
index 7b0031336..861d80077 100644
--- a/GANDLF/entrypoints/config_generator.py
+++ b/GANDLF/entrypoints/config_generator.py
@@ -4,7 +4,7 @@
 
 from GANDLF.cli import config_generator, copyrightMessage
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _generate_config(config: str, strategy: str, output: str):
diff --git a/GANDLF/entrypoints/construct_csv.py b/GANDLF/entrypoints/construct_csv.py
index 3e7514dcf..b8e7c2994 100644
--- a/GANDLF/entrypoints/construct_csv.py
+++ b/GANDLF/entrypoints/construct_csv.py
@@ -14,7 +14,7 @@
 from GANDLF.utils import writeTrainingCSV
 
 from GANDLF.cli import copyrightMessage
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _construct_csv(
diff --git a/GANDLF/entrypoints/deploy.py b/GANDLF/entrypoints/deploy.py
index fdab44db4..f24a25cf1 100644
--- a/GANDLF/entrypoints/deploy.py
+++ b/GANDLF/entrypoints/deploy.py
@@ -16,7 +16,7 @@
     copyrightMessage,
 )
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _deploy(
diff --git a/GANDLF/entrypoints/generate_metrics.py b/GANDLF/entrypoints/generate_metrics.py
index 4cedea5ca..5d589a9f0 100644
--- a/GANDLF/entrypoints/generate_metrics.py
+++ b/GANDLF/entrypoints/generate_metrics.py
@@ -10,7 +10,7 @@
 from GANDLF.cli import copyrightMessage
 from GANDLF.cli.generate_metrics import generate_metrics_dict
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _generate_metrics(
diff --git a/GANDLF/entrypoints/optimize_model.py b/GANDLF/entrypoints/optimize_model.py
index 8a21ec0cc..021f4d65f 100644
--- a/GANDLF/entrypoints/optimize_model.py
+++ b/GANDLF/entrypoints/optimize_model.py
@@ -9,7 +9,7 @@
 
 from GANDLF.cli import copyrightMessage, post_training_model_optimization
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _optimize_model(
diff --git a/GANDLF/entrypoints/patch_miner.py b/GANDLF/entrypoints/patch_miner.py
index dd0f060eb..58b041129 100644
--- a/GANDLF/entrypoints/patch_miner.py
+++ b/GANDLF/entrypoints/patch_miner.py
@@ -10,7 +10,7 @@
 from GANDLF.cli.patch_extraction import patch_extraction
 from GANDLF.cli import copyrightMessage
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _mine_patches(input_path: str, output_dir: str, config: Optional[str]):
diff --git a/GANDLF/entrypoints/preprocess.py b/GANDLF/entrypoints/preprocess.py
index 1cc19d7f6..0644b1d53 100644
--- a/GANDLF/entrypoints/preprocess.py
+++ b/GANDLF/entrypoints/preprocess.py
@@ -8,7 +8,7 @@
 from deprecated import deprecated
 from GANDLF.cli import preprocess_and_save, copyrightMessage
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _preprocess(
diff --git a/GANDLF/entrypoints/recover_config.py b/GANDLF/entrypoints/recover_config.py
index db9922c16..6168b2ad1 100644
--- a/GANDLF/entrypoints/recover_config.py
+++ b/GANDLF/entrypoints/recover_config.py
@@ -9,7 +9,7 @@
 
 from GANDLF.cli import copyrightMessage, recover_config
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _recover_config(model_dir: Optional[str], mlcube: bool, output_file: str):
diff --git a/GANDLF/entrypoints/run.py b/GANDLF/entrypoints/run.py
index 3577cd5d3..f974acdc1 100644
--- a/GANDLF/entrypoints/run.py
+++ b/GANDLF/entrypoints/run.py
@@ -14,7 +14,7 @@
 from GANDLF import version
 from GANDLF.cli import main_run, copyrightMessage
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _run(
diff --git a/GANDLF/entrypoints/split_csv.py b/GANDLF/entrypoints/split_csv.py
index 5c6f1e29f..7261e5fe8 100644
--- a/GANDLF/entrypoints/split_csv.py
+++ b/GANDLF/entrypoints/split_csv.py
@@ -12,7 +12,7 @@
 
 from GANDLF.cli import copyrightMessage, split_data_and_save_csvs
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _split_csv(input_csv: str, output_dir: str, config_path: Optional[str]):
diff --git a/GANDLF/entrypoints/verify_install.py b/GANDLF/entrypoints/verify_install.py
index c65da205c..970b78a6f 100644
--- a/GANDLF/entrypoints/verify_install.py
+++ b/GANDLF/entrypoints/verify_install.py
@@ -6,7 +6,7 @@
 from deprecated import deprecated
 
 from GANDLF.entrypoints import append_copyright_to_help
-from GANDLF.utils.logging import logger_setup
+from GANDLF.utils import logger_setup
 
 
 def _verify_install():
diff --git a/GANDLF/utils/__init__.py b/GANDLF/utils/__init__.py
index 6b105e490..4c2233153 100644
--- a/GANDLF/utils/__init__.py
+++ b/GANDLF/utils/__init__.py
@@ -68,4 +68,4 @@
 )
 
 from .data_splitter import split_data
-from .logging import logger_setup, InfoOnlyFilter
+from .gandlf_logging import logger_setup, InfoOnlyFilter