<!-- .github/pull_request_template.md -->
## Description
- Split metrics dashboard into two modules: calculator (statistics) and
generator (visualization)
- Added aggregate metrics as a new phase in evaluation pipeline
- Created modal example to run multiple evaluations in parallel and
collect results into a single combined output
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Enhanced metrics reporting with improved visualizations, including
histogram and confidence interval plots.
- Introduced an asynchronous evaluation process that supports parallel
execution and streamlined result aggregation.
- Added new configuration options to control metrics calculation and
aggregated output storage.
- **Refactor**
- Restructured dashboard generation and evaluation workflows into a more
modular, maintainable design.
- Improved error handling and logging for better feedback during
evaluation processes.
- **Bug Fixes**
- Updated test cases to ensure accurate validation of the new dashboard
generation and metrics calculation functionalities.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
<!-- .github/pull_request_template.md -->
This PR contains the evaluation framework development for cognee
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
- **New Features**
- Expanded evaluation framework now integrates asynchronous corpus
building, question answering, and performance evaluation with adaptive
benchmarks for improved metrics (correctness, exact match, and F1
score).
- **Infrastructure**
- Added database integration for persistent storage of questions,
answers, and metrics.
- Launched an interactive metrics dashboard featuring advanced
visualizations.
- Introduced an automated testing workflow for continuous quality
assurance.
- **Documentation**
- Updated guidelines for generating concise, clear answers.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
