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Author	SHA1	Message	Date
OG T	670cd5df86	refactor(flywheel): 首席架構師審查修正 C1/C2/I1/I2/I3/I4/M1 Some checks are pending CD Pipeline / build-and-deploy (push) Has started running Details C1 — Repository 層修正 (積木化鐵律): 新增 PlaybookEmbeddingRepository (pgvector UPSERT) playbook_embedding_service 改透過 Repository 存取 DB，不再直接 db.execute(text(...)) C2 — Router 層業務邏輯移入 Service 層: create_incident_for_approval + extract_affected_services (去掉底線前綴) 移入 incident_service.py webhooks.py 改從 incident_service import，自身不再含業務邏輯 I1 — _infra_jobs 提升為 module-level frozenset (_INFRA_JOB_NAMES)，避免每次呼叫重建 I2 — _persist_embeddings_to_db 補齊 PlaybookRAGService / list[Playbook] 型別標注 I3 — embedding 格式顯式化: "[" + ",".join(str(float(x)) for x in embedding) + "]" 防止 pgvector 因格式差異靜默解析失敗 I4 — import asyncio 移至 main.py 頂層，移除 try 區塊內重複 import M1 — similarity.py: 移除死代碼 `if union > 0 else 0.0` union 在兩個集合都非空時不可能為 0 2026-04-10 Asia/Taipei — Claude Sonnet 4.6 Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>	2026-04-10 11:35:10 +08:00
OG T	c6edfb5614	fix(flywheel): 四階段系統性修復 AUTO_REPAIR NO_MATCH 斷層 Some checks failed CD Pipeline / build-and-deploy (push) Has been cancelled Details Phase 1 — affected_services 污染根治 - webhooks.py: _extract_affected_services() 從 labels 精準萃取服務名 (component > job > pod deployment name > clean target_resource > []) - create_incident_for_approval: alert_labels 完整保留進 Signal - alert_name 從 alertname 取，不再用 "custom" Phase 2 — Playbook alertname 變體擴充 - alert_rules.yaml: 5 條規則新增 HostHighCpuLoad、KubePodCrashLooping 等變體 - scripts/update_playbook_alert_variants.py: Redis index 已執行更新 ✅ Phase 3 — Jaccard 通用型 Playbook 豁免 - similarity.py: affected_services=[] → 1.0 豁免（基礎設施 Playbook 不針對特定服務） - severity_range=[] → 1.0 豁免（適用所有嚴重度） Phase 4 — Playbook Embedding 持久化（冷啟動修復） - migrations/flywheel_playbook_embeddings.sql: pgvector 持久化表 - services/playbook_embedding_service.py: 啟動時重建 Redis 向量快取 + 同步 DB - main.py: lifespan 啟動時 asyncio.create_task 非阻塞執行 2026-04-10 Asia/Taipei — Claude Sonnet 4.6 Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>	2026-04-10 11:04:56 +08:00

Author

SHA1

Message

Date

OG T

670cd5df86

refactor(flywheel): 首席架構師審查修正 C1/C2/I1/I2/I3/I4/M1

CD Pipeline / build-and-deploy (push) Has started running

Details

C1 — Repository 層修正 (積木化鐵律):
  新增 PlaybookEmbeddingRepository (pgvector UPSERT)
  playbook_embedding_service 改透過 Repository 存取 DB，不再直接 db.execute(text(...))

C2 — Router 層業務邏輯移入 Service 層:
  create_incident_for_approval + extract_affected_services (去掉底線前綴) 移入 incident_service.py
  webhooks.py 改從 incident_service import，自身不再含業務邏輯

I1 — _infra_jobs 提升為 module-level frozenset (_INFRA_JOB_NAMES)，避免每次呼叫重建

I2 — _persist_embeddings_to_db 補齊 PlaybookRAGService / list[Playbook] 型別標注

I3 — embedding 格式顯式化: "[" + ",".join(str(float(x)) for x in embedding) + "]"
  防止 pgvector 因格式差異靜默解析失敗

I4 — import asyncio 移至 main.py 頂層，移除 try 區塊內重複 import

M1 — similarity.py: 移除死代碼 `if union > 0 else 0.0`
  union 在兩個集合都非空時不可能為 0

2026-04-10 Asia/Taipei — Claude Sonnet 4.6
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

2026-04-10 11:35:10 +08:00

OG T

c6edfb5614

fix(flywheel): 四階段系統性修復 AUTO_REPAIR NO_MATCH 斷層

CD Pipeline / build-and-deploy (push) Has been cancelled

Details

Phase 1 — affected_services 污染根治
  - webhooks.py: _extract_affected_services() 從 labels 精準萃取服務名
    (component > job > pod deployment name > clean target_resource > [])
  - create_incident_for_approval: alert_labels 完整保留進 Signal
  - alert_name 從 alertname 取，不再用 "custom"

Phase 2 — Playbook alertname 變體擴充
  - alert_rules.yaml: 5 條規則新增 HostHighCpuLoad、KubePodCrashLooping 等變體
  - scripts/update_playbook_alert_variants.py: Redis index 已執行更新 ✅

Phase 3 — Jaccard 通用型 Playbook 豁免
  - similarity.py: affected_services=[] → 1.0 豁免（基礎設施 Playbook 不針對特定服務）
  - severity_range=[] → 1.0 豁免（適用所有嚴重度）

Phase 4 — Playbook Embedding 持久化（冷啟動修復）
  - migrations/flywheel_playbook_embeddings.sql: pgvector 持久化表
  - services/playbook_embedding_service.py: 啟動時重建 Redis 向量快取 + 同步 DB
  - main.py: lifespan 啟動時 asyncio.create_task 非阻塞執行

2026-04-10 Asia/Taipei — Claude Sonnet 4.6
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

2026-04-10 11:04:56 +08:00

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