From 6d10e4c59758fa5f89145f37b1e8e19b8cb93498 Mon Sep 17 00:00:00 2001 From: vitor-aignosi Date: Tue, 16 Sep 2025 07:55:56 -0300 Subject: [PATCH] SIENTIAPDE-1222 Refactor MLFlow logging to enhance data output clarity - Updated debug logging to use data.to_string() for processed input data, improving readability. - Modified raw response data logging to format the output as a string, ensuring consistent logging format. --- laborious/activities/mlflow.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/laborious/activities/mlflow.py b/laborious/activities/mlflow.py index f11a397..5f5b12c 100644 --- a/laborious/activities/mlflow.py +++ b/laborious/activities/mlflow.py @@ -154,7 +154,7 @@ class MLFlow(BaseActivity): data.columns.name = None self.debug("Processed input data:", metadata) - self.debug(data.to_csv('data.csv'), metadata) + self.debug(data.to_string(), metadata) # Request transformation from MLFlow model response_data = self.model_monitoring_repository.transform( @@ -162,7 +162,7 @@ class MLFlow(BaseActivity): ) self.debug("Transform raw response data:", metadata) - self.debug(response_data, metadata) + self.debug(f"{response_data}", metadata) if response_data['success']: