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| """Server-side data layer for the Video Benchmark Space. | |
| ``schema`` holds the canonical UI vocabulary (column metadata, option | |
| lists, leaderboard categories, parameter group narration, About-page | |
| prose) that the Gradio app in ``app.py`` reads directly to build its | |
| controls and tabs. ``compute`` holds the pure-Python row math the app | |
| calls from its event handlers: filtering, composite ranking, leaderboard | |
| aggregation, and the three Compare-tab chart aggregations. | |
| Both modules are framework-agnostic — they only know about ``list[dict]`` | |
| rows and the ``COLUMNS`` metadata, so they're trivial to import from a | |
| notebook or a test harness. | |
| """ | |