| name | audit-driven-retrain |
| description | 标准化失败 retrain 循环：scancel → audit (sub-agent) → patch → 重起。这次 hf-jax 做了 v3/v4/v5/v6 4 次的模板化。Use when user says "audit retrain", "重训", "训挂了", "scancel audit patch", "diagnose retrain", "为什么 SR 低". |
| argument-hint | [--current-run <id>] [--hypothesis '...'] |
| allowed-tools | Bash(*), Read, Write, Edit, Agent, Skill |
/audit-driven-retrain — scancel → audit → patch → retry
借鉴 user 在 hf-jax v3→v6 实战 pattern。
Overview
4 阶段闭环：
- scancel 现 run（保留 ckpt + log）
- audit sub-agent (
/spawn-task --type audit)：读 log + 最后 ckpt metric + 用户给的 hypothesis，定位 root cause
- patch 用 Edit 改文件（小 diff）+ commit
- retry 走
/smoke-test → /run-experiment
每轮自动 /auto-version snapshot 旧 run dir。
Workflow
RUN=${RUN:-$(/status --format json | jq -r '.runs[0].id')}
ssh $HOST scancel <jobid>
Skill(/spawn-task --type audit --task "diagnose run $RUN, hypothesis: $HYP")
wait
Skill(/smoke-test)
Skill(/auto-version)
ssh $HOST sbatch <next.sbatch>
Output
.auto-production/retrain/<round>/audit.md.auto-production/retrain/<round>/patch.diff- 自动 commit
fix(retrain-v<N>): <root-cause>
Composition
- 触发 conditions（自动）：训练 SR 卡住 / job 反复 FAILED /
/pivot 决策 REFINE
- 后置
/run-experiment 起新 run
