AgentSkillsCN

repro-gate

通过种子、配置回声以及指标对比,切实保障实验的可复现性。

SKILL.md
--- frontmatter
name: repro-gate
description: Enforce reproducibility with seeds, config echo, and metric comparison.

Repro Gate

When to use

Use before publishing results or comparing experiments.

Inputs

  • Seed(s)
  • Config parameters
  • Baseline metrics (optional)

Steps

  1. Set seeds for all relevant libraries.
  2. Echo configuration and environment info.
  3. Re-run critical cells in order.
  4. Compare metrics to baseline with tolerance.

Outputs

  • Repro status (pass/fail)
  • Metric deltas
  • Config snapshot

Failure conditions

  • Metrics outside tolerance
  • Non-deterministic output across runs