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metadata
title: VisualTraceBench Demo
emoji: πŸ“Š
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 (2016–2025).

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)

πŸ“¦ Dataset on Hugging Face

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.