SIENTIAPDE-1712

SIENTIAPDE-1712 Enhance logging across various classes by adding logger parameters and improving debug statements. This update includes adjustments in Gates, MLFlow, ModelMetrics, and MLFlowRepository classes for better traceability and observability during operations.

laborious/activities/model_metrics.py

@@ -27,13 +27,13 @@ warnings.filterwarnings(
 
 class ModelMetrics(SientiaMonitoring):
     """
-    _MAX_DEBUG_DATAFRAME_ROWS = 100
-
     Metrics activities for the Laborious system.
 
     This class provides activities for writing metrics to the Prometheus monitoring system.
     """
 
+    _MAX_DEBUG_DATAFRAME_ROWS = 100
+
     def __init__(
         self,
         logger: Logger,
@@ -99,7 +99,9 @@ class ModelMetrics(SientiaMonitoring):
 
         model_analysis = ModelAnalysis(config=config)
 
-        self._debug_dataframe(f'Reference data: Size {reference_data.shape}', reference_data, metadata)
+        self._debug_dataframe(
+            f'Reference data: Size {reference_data.shape}', reference_data, metadata
+        )
 
         self._debug_dataframe(f'Target data: Size {target_data.shape}', target_data, metadata)