Update/kafka implementations

[NicholasTurner23]

Description

Kafka implementation clean up, Optimization for the producer and consumer, Implementation update for all instances.

Related Issues

• JIRA cards:
  • OPS-291

Summary by CodeRabbit

Release Notes

• New Features

  • Introduced a method to fetch a list of devices from Kafka, improving data accessibility.
  • Enhanced data processing in message broker interactions with new parameters for better context.

• Bug Fixes

  • Improved error handling during data resampling, ensuring robustness in data aggregation.

• Documentation

  • Added detailed docstrings to methods for better clarity on functionality and parameters.

• Chores

  • Updated development dependencies to include new libraries for enhanced functionality.

[coderabbitai]

Caution

Review failed

The pull request is closed.

📝 Walkthrough

Walkthrough

This pull request introduces several enhancements across multiple files within the airqo_etl_utils module. A new static method, get_devices, is added to fetch devices from a Kafka topic. The process_for_message_broker method in data_validator.py is updated to include new parameters and additional processing logic. Significant changes in message_broker_utils.py involve the removal of several methods and updates to Kafka producer configurations. Modifications in DAG files enhance the flexibility of message broker interactions. Finally, new dependencies are added to the development requirements.

Changes

File	Change Summary
src/workflows/airqo_etl_utils/airqo_utils.py	- Added method: get_devices(group_id: str) -> pd.DataFrame. - Updated aggregate_low_cost_sensors_data for error handling and added docstrings.
src/workflows/airqo_etl_utils/data_validator.py	- Updated method signature: process_for_message_broker to include topic and caller parameters. - Enhanced processing logic for specific Kafka topics.
src/workflows/airqo_etl_utils/message_broker_utils.py	- Removed methods: __get_partition, __on_success, __on_error, __send_data. - Updated publish_to_topic and consume_from_topic method signatures and configurations.
src/workflows/dags/airqo_measurements.py	- Updated send_hourly_measurements_to_message_broker method signature to include **kwargs. - Modified call to DataValidationUtils.process_for_message_broker.
src/workflows/dags/kcca_measurements.py	- Updated send_to_message_broker method signature to include **kwargs. - Enhanced processing logic to include topic and caller context.
src/workflows/dev-requirements.txt	- Added dependencies: confluent-kafka==2.5.0, lz4==4.3.3, earthengine-api.

Possibly related PRs

• Update fix/reduce redundant device data called[wip] #3526: Modifies the get_devices method to minimize data received, directly related to the new method added.
• Update/implement celery k8s executor #3415: Enhances logging in airqo_utils.py, where the get_devices method was added.
• Update fix/optimize historical hourly measurements #3444: Updates the extract_aggregated_raw_data method in airqo_utils.py, related to data handling improvements.
• Clean up #3693: Cleans up the message_broker_utils.py file, relevant to interactions with the new get_devices method.
• Update kafka producer config #3726: Updates Kafka producer configuration in message_broker_utils.py, relevant to changes involving Kafka interactions.

Suggested labels

ready for review

Suggested reviewers

• Baalmart
• Mnoble-19
• BenjaminSsempala

🎉 In the code's dance, new steps we take,
With devices fetched, and errors we shake.
From messages sent, to topics anew,
The workflows grow, with each change we do!
So here's to the code, robust and bright,
In the world of data, we take flight! 🚀

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