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Create Comprehensive Model Testing Suite #44

@JoshuaWink

Description

@JoshuaWink

Related to: US-9-1: Comprehensive Model Testing
Labels: priority/high, epic/testing, type/framework
Milestone: Epic 9 - Testing & Validation Framework

Description:
Develop comprehensive testing framework specifically designed for validating compressed models across multiple dimensions including performance, safety, robustness, and compatibility.

Acceptance Criteria:

  • Implement performance regression testing suite
  • Create robustness testing with adversarial examples
  • Add compatibility testing across different platforms
  • Implement stress testing and load validation
  • Create accuracy preservation validation tests
  • Add edge case and boundary condition testing
  • Implement automated test case generation
  • Include comprehensive test reporting and analytics

Implementation Notes:

  • Design modular testing framework with pluggable test modules
  • Implement property-based testing for comprehensive coverage
  • Add support for distributed testing across multiple environments
  • Consider using mutation testing for test suite quality validation

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