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A newer version of the Gradio SDK is available: 6.31.0
metadata
title: VisualTraceBench Demo
emoji: π
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
license: cc-by-4.0
tags:
- sql
- performance
- benchmark
- visualization
- debugging
- enterprise-software
datasets:
- viperoptic/VisualTraceBench
VisualTraceBench: SQL Performance Regression Debugging Benchmark
An interactive demo for the VisualTraceBench dataset β 192 production SQL performance regression bugs from a large enterprise column-store database system (2016β2025).
Key Finding
VPER = 27.9% β Visual execution plan traces improve AI diagnostic accuracy by 27.9% over tabular query statistics alone (p < 0.001).
Dataset
- 192 annotated production bug reports
- Each paired with a PlanViz-style SQL execution plan visualization
- Fully anonymized (k-anonymity β₯ 5, no customer data)
Paper
VisualTraceBench: A Human-Performance Benchmark for Multimodal AI SQL Plan Debugging with PlanViz Visual Traces
Under review at ICLR 2027 Datasets and Benchmarks Track.