Enhance MongoDB activity to handle missing topic configurations gracefully by using get() method and skipping empty collections, improving robustness in pipeline processing.
Refactor tag processing in pi_web_api_scouter function to improve clarity by renaming variables and enhancing readability of the configuration handling.
Refactor values.yaml to comment out email configuration settings for improved security and clarity. Update orchestrator_functions.py to enhance tag processing by iterating over items in read_tags, improving code readability.
Refactor gather_read_tags function to remove logger parameter and associated logging statements, streamlining the function for improved clarity and focus on processing pipelines.
Update GITHUB_BRANCH to feature/SIENTIAPDE-1445 and enhance formatters with a new registry for workflow types, improving configuration management. Refactor process_schedules to utilize the new registry and add error handling for unsupported workflow types. Update tests to validate new functionality and ensure proper integration.
SIENTIAPDE-1273 Add base_scouter and pi_web_api_scouter functions to orchestrator utilities for enhanced configuration management. Update tests to validate new functionalities and ensure proper integration with existing workflows.
SIENTIAPDE-1273 Add 'save_transform' and 'transform_table_name' parameters to predictions_batch function for enhanced data processing capabilities. Update corresponding test cases to reflect these changes.
Enhance orchestrator utilities and activities with improved documentation and functionality. Update README to reflect new orchestrator functions for drift and simple metrics workflows. Refactor email, formatters, mongo_db, slot_manager, and temporal_manager activities to include detailed docstrings and improve clarity on input parameters and return values. Ensure consistent metadata handling across activities for better logging and tracking.
SIENTIAPDE-1273 Refactor drift function in orchestrator utilities for improved configuration and update formatters to include drift import. Enhance tests to validate new configurations and ensure integration with existing workflows.
Implement simple metrics configuration in formatters and orchestrator utilities. Update tests to validate new simple metrics functionality and ensure proper integration with existing workflows.
Update GITHUB_BRANCH to feature/SIENTIAPDE-1273 and increment Helm chart version to 0.6.0. Enhance TemporalManager to include offset in schedule intervals for improved scheduling flexibility.
Implement drift monitoring configuration and update formatters to support drift workflows. Add drift function to orchestrator utilities and enhance tests for drift functionality.
Update image tag to 0.5.0 in values.yaml and change GITHUB_BRANCH to feature/SIENTIAPDE-1325 for specific external operation metrics. Remove unused timestamp formatting in mongo_db.py to streamline data handling.
Remove unused Couchbase configurations and related code. Refactor Activities class to eliminate Couchbase dependency, updating initialization and shutdown methods. Update README and tests to reflect these changes. Upgrade sientia-dataops-library dependency version in requirements.txt.
Refactor workflow calls to use subworkflow naming convention for load_notification_package and process_notifications in alerts and reports modules. Update corresponding tests to reflect these changes.
SIENTIAPDE-1312: Refactor build_tag_config to accept a list of tags and return notifications for missing servers. Update Formatters to handle notifications during slot configuration. Enhance tests to validate new behavior and error reporting.
SIENTIAPDE-1312: Update build_tag_config to ensure minimum frequency defaults to 1000 and convert frequency values to integers for accurate calculations of subscription_period_ms.
SIENTIAPDE-1312: Update build_tag_config to calculate subscription_period_ms based on minimum frequency from tags. Enhance test_build_tag_config to include frequency and validate subscription_period_ms.
Update sientia-dataops-library dependency to version 1.4.7 and enhance TemporalManager to support offset configuration for scheduling. Added offset handling in common configuration and updated related tests to validate new functionality.
Enhance README and code documentation for clarity and structure
- Added a comprehensive Table of Contents to the README for easier navigation.
- Introduced a new section on Code Quality & Validation, detailing the validation workflow and tools used.
- Improved descriptions and consistency in docstrings across various modules, including metrics, formatters, and MongoDB activities.
- Clarified function return types and arguments in the MongoDB and TemporalManager classes for better understanding.
Enhance type hinting and code structure in orchestrator activities
- Added type hints for better code clarity in `formatters.py`, `mongo_db.py`, `temporal_manager.py`, and `email_builder.py`.
- Updated `.gitignore` to include `coverage.xml` for improved coverage reporting.
- Improved readability by restructuring variable declarations and method signatures.
Refactor orchestrator activities and configuration files
- Removed unused Temporal timeout environment variables from values.yaml.
- Reorganized import statements in various activity files for better readability.
- Updated logging messages to use consistent formatting across activities.
- Enhanced test cases to ensure proper initialization and shutdown of orchestrator activities.
- Improved overall code structure and readability by applying consistent formatting and style adjustments.
SIENTIAPDE-1231: Add timeout configuration for Temporal tasks
- Introduced new timeout parameters in values.yaml for task execution.
- Updated TemporalManager to utilize execution and task timeout settings in seconds.
- Enhanced orchestrator_functions.py to include default timeout values for better orchestration control.
Update orchestration configuration and execution parameters
- Adjusted execution counts in Jupyter notebook cells for better tracking.
- Updated schedule name in the orchestration configuration to align with new requirements.
- Modified `values.yaml` to change the GitHub branch for improved versioning.
- Enhanced `Activities` and `TemporalManager` classes to include timeout parameters for task execution.
- Updated connector configuration to include new timeout settings for better orchestration control.
SIENTIAPDE-1222 Refactor server configuration handling in orchestrator_functions.py and update related tests
- Removed the security_spec field from server configuration in build_tag_config to streamline the configuration process.
- Updated test cases in test_formatters.py and test_orchestrator_functions.py to reflect the removal of security_spec, ensuring alignment with the new configuration structure and improving test accuracy.
Enhance OPC server configuration in orchestrator_functions.py
- Added optional fields for certificate paths in the build_tag_config function to improve security configuration flexibility.
Enhance README and activities with advanced notification filtering features
- Updated README to include new intelligent notification filtering capabilities, including TTL-based duplicate prevention and ignore lists.
- Enhanced `Formatters` activity to support notification filtering for scheduled reports and added detailed filtering logic.
- Improved `SlotManager` to implement advanced notification filtering with persistent alert detection and group-based filtering.
- Updated `Alerts` workflow to incorporate intelligent filtering for real-time error notifications, ensuring efficient alert delivery.
Refactor orchestration and email handling
- Updated the orchestration queries to streamline model lookups and added conditions for active models.
- Changed the entry point in the local run script to use the worker module.
- Removed the deprecated samples.json file.
- Enhanced the Email activity to skip sending if the SMTP server is not configured.
- Added timestamp field handling in MongoDB activities for better data management.
- Updated connectors configuration to allow for a None SMTP server.
- Improved the common configuration function to include model configuration details.
SIENTIAPDE-1206: Add early return for empty receiver groups in Alerts workflow
- Implemented an early return in the Alerts class to handle cases where no receiver groups are provided, preventing unnecessary processing in the notification workflow.
Update environment variables in values.yaml and enhance predictions_batch function in orchestrator_functions.py
- Changed GITHUB_BRANCH to reflect the new task for adjusting laborious processes to capture timestamps from MLflow.
- Added a new filter configuration for handling empty data in the predictions_batch function to improve error management.
Remove deprecated files and configurations
- Deleted coverage.sh, Dockerfile, docker-compose.yml, email.html, input_sample.json, and Makefile as part of the cleanup process.
- Updated README.md to reflect the removal of these components and provide a clearer overview of the project structure and functionality.
- Added module-level docstrings to orchestrator, activities, and workflows for improved documentation and clarity on system architecture.
SIENTIAPDE-1205: Enhance predictions_batch function and update test cases
- Added 'predictions_storage_policy' to the predictions_batch function for improved configuration handling.
- Updated test cases to include 'predictions_storage_policy' in expected results, ensuring consistency in testing.
SIENTIAPDE-1205: Update timestamp handling in MongoDB activities
- Modified timestamp formatting in mongo_db.py to apply UTC timezone before string conversion, ensuring consistency with DATETIME_FORMAT_MS_WITH_TZ.
SIENTIAPDE-1205: Simplify timestamp formatting in MongoDB activities
- Removed timezone conversion from timestamp handling in mongo_db.py, streamlining the formatting process while maintaining consistency with DATETIME_FORMAT_MS_WITH_TZ.
SIENTIAPDE-1205: Refactor timestamp handling in MongoDB activities
- Updated the import statement in mongo_db.py to include timezone support.
- Modified timestamp formatting to ensure UTC timezone is applied before string conversion, enhancing consistency in datetime handling.
SIENTIAPDE-1205: Update GITHUB_BRANCH and standardize datetime handling in MongoDB activities
- Changed GITHUB_BRANCH in values.yaml from "main" to "SIENTIAPDE-1205-alterar-opc-para-assincrono".
- Updated datetime parsing in mongo_db.py to use DATETIME_FORMAT_MS_WITH_TZ for consistent timestamp handling.
Update orchestration notebook execution count, modify image tag in values.yaml, and standardize datetime handling in MongoDB activities
- Changed execution count in init_orchestration.ipynb from 2 to 1.
- Updated image tag in values.yaml from 0.4.4 to 0.4.5.
- Replaced DATETIME_FORMAT_MS_WITH_TZ with DATETIME_FORMAT_MS in mongo_db.py for consistent timestamp handling.
chore: update image tag and enhance datetime column handling in orchestrator functions
- Updated the image tag in values.yaml from 0.4.2 to 0.4.4 for the latest version.
- Added support for datetime_columns in minimal_retrain and predictions_batch functions to improve timestamp handling in orchestrator functions.
refactor: standardize timestamp handling across MongoDB and SlotManager
- Replaced instances of `now()` with `date_now` for consistent timestamp usage in MongoDB and SlotManager activities.
- Updated test cases to mock the new `now()` function, ensuring accurate timestamp handling in unit tests.
- Adjusted timestamp formatting in various tests to align with the DATETIME_FORMAT_MS_WITH_TZ standard.
