Commit Graph

2 Commits

Author SHA1 Message Date
vitor-aignosi
45263c10e5 SIENTIAPDE-1222
SIENTIAPDE-1214: Enhance MLFlow and tests with datetime index handling and logging improvements

- Added a new method in MLFlow to detect and parse datetime indices in DataFrames, ensuring proper format and raising errors for invalid types.
- Updated prediction workflows to utilize the new datetime index handling, improving data integrity during transformations.
- Enhanced logging in model_repository to include detailed data outputs for better traceability.
- Adjusted timeout settings in prediction workflows for improved execution time management.
- Updated tests.ipynb to include additional checks for index types and outputs for better validation of functionality.
2025-09-24 12:59:42 -03:00
vitor-aignosi
f7217d400f SIENTIAPDE-1214
SIENTIAPDE-1214: Refactor MLFlow and model repository methods to use model_config dictionary

- Updated MLFlow class methods to accept model_config instead of model_retention for improved flexibility.
- Modified model_repository methods to handle model_config, extracting necessary parameters for transformation and prediction.
- Adjusted predictions_batch and prediction_process workflows to utilize model_config for better configuration management.
- Commented out the previous sientia-mlops-library dependency in requirements.txt for clarity.
2025-09-24 12:59:18 -03:00