Background Processing for Cross-Resource Reports

[halsk]

Background Processing for Cross-Resource Reports

Description

Implement a robust background processing system for handling resource analysis and comprehensive report generation.

Acceptance Criteria

• Implement a task queue system for asynchronous processing:

  • Configure worker processes
  • Implement task prioritization
  • Set up error handling and retries
  • Add monitoring and logging

• Create the following background tasks:

  • process_resource_analysis - Analyze a single resource

    • Update ResourceAnalysis status
    • Handle rate limiting and API failures
    • Store results in the database

  • process_comprehensive_analysis - Generate the comprehensive report

    • Check that all resource analyses are complete
    • Aggregate results
    • Generate LLM prompts
    • Store comprehensive analysis
    • Update CrossResourceReport status

• Implement a task orchestration service:

  • Schedule individual resource analyses
  • Monitor progress of all analyses
  • Trigger comprehensive analysis when all resources are processed
  • Handle partial failures gracefully

• Create a status tracking system:

  • Real-time status updates
  • Progress indicators
  • Error reporting

• Implement rate limiting and throttling:

  • Respect API rate limits
  • Implement backoff strategies
  • Queue management for high load

• Create unit and integration tests for the background processing system

Technical Notes

• Consider using Celery for task queue management
• Implement idempotent task handlers for reliability
• Use transactions where appropriate to prevent partial updates
• Consider using websockets for real-time status updates
• Implement proper exception handling and logging
• Consider using a dead letter queue for failed tasks

Testing Steps

1. Test with various numbers of resources (1, 5, 10+)
2. Test error handling with simulated API failures
3. Test rate limiting and throttling
4. Verify that tasks are properly scheduled and executed
5. Test recovery from worker failures
6. Verify that status updates are properly propagated

Dependencies

• Issue Set up CI/CD pipeline and development environment #1: Database Schema for Cross-Resource Reports
• Issue Add comprehensive project documentation #3: Resource Analysis Service for Cross-Resource Reports
• Issue Configure environment variables management #4: Comprehensive Analysis Service for Cross-Resource Reports

Related Documents

• Cross-Resource Reports Specification