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

@@ -261,14 +261,25 @@ class ApprovalExecutionService:
self._trigger_playbook_extraction(approval)
)
# ADR-030 Phase 5: 觸發學習服務 (fire-and-forget)
asyncio.create_task(
self._trigger_learning(
approval=approval,
success=True,
duration_seconds=result.duration_ms / 1000 if result.duration_ms else 0,
# ADR-030 Phase 5 / ADR-083 Phase 3: 觸發學習服務
# Phase 3 修復:移除 fire-and-forget改用 await + 30s 熔斷
# 超時 → 記錄 metric主流程繼續不 crash
# 2026-04-15 ogt + Claude Sonnet 4.6(亞太): Phase 3 fire-and-forget 修復
try:
await asyncio.wait_for(
self._trigger_learning(
approval=approval,
success=True,
duration_seconds=result.duration_ms / 1000 if result.duration_ms else 0,
),
timeout=30.0,
)
except asyncio.TimeoutError:
logger.warning(
"learning_trigger_timeout",
approval_id=str(approval.id),
timeout_sec=30.0,
)
)
# ADR-081 Phase 1: 執行後驗證 (fire-and-forget)
# PostExecutionVerifier 等待 K8s 收斂後抓取後狀態,補填 EvidenceSnapshot
@@ -349,15 +360,25 @@ class ApprovalExecutionService:
)
)
# ADR-030 Phase 5: 觸發學習服務 (失敗案例)
asyncio.create_task(
self._trigger_learning(
approval=approval,
success=False,
error_message=result.error,
duration_seconds=result.duration_ms / 1000 if result.duration_ms else 0,
# ADR-030 Phase 5 / ADR-083 Phase 3: 觸發學習服務失敗案例
# Phase 3 修復fire-and-forget → await + 30s 熔斷
# 2026-04-15 ogt + Claude Sonnet 4.6(亞太): Phase 3 fire-and-forget 修復
try:
await asyncio.wait_for(
self._trigger_learning(
approval=approval,
success=False,
error_message=result.error,
duration_seconds=result.duration_ms / 1000 if result.duration_ms else 0,
),
timeout=30.0,
)
except asyncio.TimeoutError:
logger.warning(
"learning_trigger_timeout",
approval_id=str(approval.id),
timeout_sec=30.0,
)
)
async def _push_execution_result_to_alert(
self,