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ECG-EdgeBench

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arrhythmia
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physionet
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metadata 
license: apache-2.0
pretty_name: ECG-EdgeBench
task_categories:
  - other
language:
  - en
tags:
  - ecg
  - arrhythmia
  - agent-benchmark
  - edgebench
  - sforge
  - physionet

ECG-EdgeBench

EdgeBench-compatible real-science task: MIT-BIH cross-patient arrhythmia classification.

This package contains one locally runnable SForge task built from a real peer-reviewed protocol and a versioned public biomedical dataset. It is designed as a continuous, long-horizon model-improvement task rather than a one-shot unit-test exercise.

任务概览

  • 领域： 生物医学信号处理 / ECG 心律失常分类
  • 真实论文： de Chazal et al., IEEE TBME 2004
  • 真实数据： MIT-BIH Arrhythmia Database v1.0.0
  • 格式： 按照 EdgeBench 的 SForge、Work/Judge 隔离、隐藏标签和连续评分方式制作
  • 难度： 44 位记录级跨患者划分，100,694 个真实心拍，类别严重不平衡
  • Docker 基线： 37.1397/100，3/3 验证门通过，保留明显优化空间

Contents

  • sforge/BENCHMARK.yaml: benchmark base-image registry;
  • sforge/mitbih_interpatient_arrhythmia.json: generated self-contained EdgeBench/SForge task;
  • task_repo/: readable task source, starter baseline, deterministic data builder and hidden evaluator source;
  • SOURCES.md: paper, dataset, DOI and license evidence;
  • requirement_matrix.md: frozen acceptance requirements;
  • validation_report.json: deterministic structural audit;
  • baseline_report.json: real DS1-to-DS2 baseline result after data materialization;
  • provenance/: immutable source and file ledgers.

Rebuild 

python scripts/generate_task.py
python scripts/validate_delivery.py --upstream /path/to/EdgeBench

With Docker running and SForge installed from the pinned upstream checkout:

sforge --tasks-dir ./sforge build --task mitbih_interpatient_arrhythmia
sforge --tasks-dir ./sforge serve
sforge --tasks-dir ./sforge run --task mitbih_interpatient_arrhythmia --agent codex

Consult the exact CLI help for the pinned commit because command flags can evolve.

Qualification boundary

The task is structurally compatible with the checked upstream SForge commit and is locally validated against real data. It is not an official EdgeBench task and has not been accepted by the EdgeBench authors. Clinical use is prohibited.