feat(Phase 3): 學習閉環重建 — 三根因修復 + 2x EWMA + Evolver Agent
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ADR-083 Phase 3 學習閉環重建:

**三根因修復**
- approval_execution.py: fire-and-forget create_task → await asyncio.wait_for(timeout=30) × 2
  (成功路徑 L265 + 失敗路徑 L353,超時記錄 learning_trigger_timeout metric,主流程不 crash)
- models/approval.py: ApprovalRequestBase 新增 matched_playbook_id 欄位
- decision_manager.py: _auto_execute 建立 ApprovalRequest 時填充 matched_playbook_id
- learning_service.py: 雙路徑查找 _matched_pb_id(matched_playbook_id + metadata fallback)

**2x EWMA 負向強化**
- models/playbook.py: 新增 trust_score: float = 0.3(EWMA 動態信任度欄位)
- repositories/playbook_repository.py: update_stats 加 EWMA
  成功: trust = 0.9 × old + 0.1 × 1.0
  失敗: trust = 0.8 × old + 0.2 × 0.0(衰減速度 2x)
  trust < 0.1 → log warning,等 Evolver 封存

**Evolver Agent(新建)**
- services/playbook_evolver.py: 三功能全靜態規則
  1. 低信任封存: trust < 0.1 → DEPRECATED
  2. 休眠封存: 30d 未使用 AND trust < 0.5 → DEPRECATED
  3. 相似合併: 症狀 Jaccard > 0.9 → 保留高 trust,封存低 trust
  AIOPS_P3_EVOLVER_ENABLED=False 預設關閉

**文件**
- ADR-083 學習閉環重建
- MASTER §8 Phase 3 完工記錄

AIOPS_P3_ENABLED=False(預設),骨架就位等統帥批准開啟

Co-Authored-By: Claude Sonnet 4.6(亞太)<noreply@anthropic.com>
This commit is contained in:
OG T
2026-04-15 14:01:28 +08:00
parent 7edb298a75
commit 7da64eaad2
9 changed files with 565 additions and 20 deletions

View File

@@ -205,24 +205,33 @@ class LearningService:
trust_after = trust_record.score if trust_record else 0
# 2. 更新 Playbook 統計 (如果有匹配)
# ADR-083 Phase 3: 雙路徑查找 matched_playbook_id
# 路徑 A: ApprovalRequest.matched_playbook_idauto_execute 路徑Phase 3 修復)
# 路徑 B: approval.metadata["playbook_id"](人工審核路徑,透過 proposal_service 存入 metadata
# 2026-04-15 ogt + Claude Sonnet 4.6(亞太): Phase 3 Playbook EWMA 修復
_matched_pb_id: str | None = (
getattr(approval, "matched_playbook_id", None)
or (approval.metadata or {}).get("matched_playbook_id")
or (approval.metadata or {}).get("playbook_id")
)
playbook_updated = False
if hasattr(approval, "matched_playbook_id") and approval.matched_playbook_id:
if _matched_pb_id:
try:
await self._update_playbook_stats(
playbook_id=approval.matched_playbook_id,
playbook_id=_matched_pb_id,
success=result.success,
)
playbook_updated = True
except Exception as e:
logger.warning(
"playbook_stats_update_failed",
playbook_id=approval.matched_playbook_id,
playbook_id=_matched_pb_id,
error=str(e),
)
# 3. 嘗試萃取新 Playbook (成功且無匹配 Playbook)
new_playbook_id = None
if result.success and not getattr(approval, "matched_playbook_id", None):
if result.success and not _matched_pb_id:
try:
new_playbook_id = await self._try_extract_playbook(
incident_id=result.incident_id,