Implement Automated Benchmarking System #45
Description
Related to: US-9-2: Automated Benchmarking
Labels: priority/medium, epic/testing, type/benchmarking
Milestone: Epic 9 - Testing & Validation Framework
Description:
Create automated benchmarking system that can evaluate compressed models against standard benchmarks and provide comparative analysis with baseline models.
Acceptance Criteria:
- Implement standard benchmark suite integration
- Create custom benchmark generation capabilities
- Add comparative analysis with baseline models
- Implement performance profiling and bottleneck identification
- Create benchmark result visualization and reporting
- Add statistical significance testing for benchmark results
- Implement benchmark reproducibility and version control
- Include hardware-specific benchmark optimization
Implementation Notes:
- Integrate with popular ML benchmarking frameworks
- Implement containerized benchmarking for reproducibility
- Add support for multiple evaluation metrics and custom scoring
- Consider using cloud infrastructure for scalable benchmarking