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feat(evaluation): add task-aware metrics, reporting, and workflow automation#7

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cto-new[bot] wants to merge 1 commit intomasterfrom
feature-eval-reporting-workflow
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feat(evaluation): add task-aware metrics, reporting, and workflow automation#7
cto-new[bot] wants to merge 1 commit intomasterfrom
feature-eval-reporting-workflow

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@cto-new cto-new bot commented Nov 23, 2025

Summary

  • Introduce a comprehensive evaluation and reporting framework for Street Scene, including task-aware metrics, report generation, and end-to-end workflow automation.

Details

  • Implement src/evaluation/metrics.py with detection, tracking, and classification metrics
  • Implement src/evaluation/reporting.py to generate JSON/Markdown/HTML reports and comparisons
  • Wire the pipeline to emit metric plots and reproduction checklists after training and evaluation
  • Add CLI scripts: run_workflow.py, compare_runs.py, verify_repro.py, and deploy.py (stub)
  • Update documentation (docs/evaluation_and_reporting.md, README) and dependencies (scikit-learn, motmetrics, seaborn)

Impact

  • Enables reproducible experiments and cross-run analysis with archived reports per run.

Warning: Task VM test is not passing, cto.new will perform much better if you fix the setup

…ow automation

This adds a full evaluation and reporting framework for Street Scene. Introduces task-aware metrics, a reporting system, and end-to-end workflow automation.

- Implemented src/evaluation/metrics.py with detection, tracking, and classification metrics
- Implemented src/evaluation/reporting.py to generate JSON/Markdown/HTML reports and comparisons
- Wired the pipeline to emit metric plots and reproduction checklists after training and evaluation
- Added CLI scripts: run_workflow.py, compare_runs.py, verify_repro.py, and deploy.py (stub)
- Updated documentation (docs/evaluation_and_reporting.md, README) and dependencies (scikit-learn, motmetrics, seaborn)

Impact: ensures reproducibility and easier cross-run analysis; reports saved per run.
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