SIENTIAPDE-1478

Refactor validation script and improve logging in API and model repository

- Updated validation script to include 'e2e/' directory in code formatting and linting checks.
- Enhanced error logging in API class to improve readability of error messages.
- Refactored debug logging in model repository for better structured output.
- Cleaned up import statements in various files for improved organization.

laborious/activities/api.py

@@ -148,7 +148,10 @@ class API(SientiaMonitoring):
         if len(written_tags) != len(tag_names):
             message = f'The number of written tags does not match the number of tag names: Expected {tag_names} tags, but {written_tags} tags were written.'
 
-            self.error(f"{message}\nResponse:\n {json.dumps(response_data, indent=4)}\nTags:\n {json.dumps(tags, indent=4)}", metadata)
+            self.error(
+                f'{message}\nResponse:\n {json.dumps(response_data, indent=4)}\nTags:\n {json.dumps(tags, indent=4)}',
+                metadata,
+            )
 
             await self.send_notification_async(
                 metadata=metadata,

laborious/activities/gates.py

@@ -6,13 +6,13 @@ with workflow.unsafe.imports_passed_through():
     from typing import Any
 
     from pandas import DataFrame
-    from sientia_do.utils.formatters import create_sample_dict
     from sientia_do.notifications.handlers import CoreNotificationHandler as NotificationHandler
     from sientia_do.notifications.models import NotificationLevel
     from sientia_do.observability.logger import Logger
     from sientia_do.observability.metrics_controller import MetricsController
     from sientia_do.observability.sientia_monitoring import SientiaMonitoring
     from sientia_do.temporal.constants import DATETIME_FORMAT_WITH_TZ, now
+    from sientia_do.utils.formatters import create_sample_dict
 
     from laborious import metrics
     from laborious.utils.filters.conditional_filters import (

laborious/activities/mlflow.py

@@ -6,7 +6,6 @@ with workflow.unsafe.imports_passed_through():
 
     import numpy as np
     from pandas import DataFrame, to_datetime
-    from sientia_do.utils.formatters import create_sample_dict
     from sientia_do.notifications.handlers import CoreNotificationHandler as NotificationHandler
     from sientia_do.notifications.models import NotificationLevel
     from sientia_do.observability.logger import Logger
@@ -18,6 +17,7 @@ with workflow.unsafe.imports_passed_through():
         DATETIME_FORMAT_WITH_TZ,
         now,
     )
+    from sientia_do.utils.formatters import create_sample_dict
 
     from laborious.utils.repository.minio_repository import MinioRepository
     from laborious.utils.repository.model_repository import MLFlowRepository
@@ -159,7 +159,6 @@ class MLFlow(SientiaMonitoring):
 
         self.debug(f'Processed input data: \n {data.to_csv()}', metadata)
 
-
         # Request transformation from MLFlow model
         response_data = await self.model_monitoring_repository.transform(
             model_name, data, model_config, metadata