Groundhog: less déjà vu in CI

Описание и применение

Groundhog снижает повторяющиеся усилия по поиску решений для CI‑ошибок, автоматически группируя ошибки и предлагая ранее записанные решения.

Задача

Recurring CI failures cause repeated effort to find solutions, even when the error wording changes.

Результат

Groundhog reduces repeated effort by grouping CI failures and retrieving prior resolutions, achieving 70% correct suggestions in a stress test with 40 known variants.

Рабочий процесс

• Import a JUnit report into Groundhog
• Groundhog normalizes and groups identical symptoms
• The app encodes symptoms with MiniLM and retrieves matching historical notes
• Developer reviews the suggested resolution and evidence
• If correct, the resolution is saved as a note
• Future runs can retrieve the same note automatically

Доказательства

Import a JUnit report, group repeated symptoms, and retrieve a resolution you recorded before, even when the error's wording changes.

Источник

The gates were calibrated on 13 cases against three memories. The original held‑out set gave lexical and semantic retrieval identical known‑case ranking, so I expanded the test without retuning either policy.

Источник

MiniLM ranked better here, but its suggestions were 64% correct, versus 70% for Jaccard.

Источник