feat(aiops): asset_change_tracker — 8 張 0 writer 表全數上線
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Review 盲點 10: asset_change_event 仍 0 筆 (最後一張 0 writer 表)
新增 asset_change_tracker_job.py (~180 行):
每 1h 比對最近兩次 asset_discovery_run,寫 asset_change_event:
✅ asset_added: newer run 有但 older run 沒有 (EXCEPT SET)
✅ asset_removed: older 有但 newer 沒有
✅ lifecycle_changed: asset_inventory.lifecycle_state='deprecated' 且 updated_at 近 2h
使用 SET EXCEPT 避免 N+1, 單次 INSERT 完成所有 diff
8 張 ADR-090 0 writer 表到此全數有 writer:
✅ asset_inventory / asset_discovery_run / asset_coverage_snapshot
/ asset_relationship / asset_change_event / asset_compliance_snapshot (asset_*)
✅ alert_rule_catalog
✅ host_capacity_snapshot / capacity_violation_event (capacity_*)
Phase 7 資產盤點 + 覆蓋矩陣 + 變化追蹤完整實作.
接下來可以上 Hermes AI agent 分析品質 (deprecate noisy rules, 推薦 coverage 修復).
Wire main.py lifespan asyncio.create_task()
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
246
apps/api/src/jobs/asset_change_tracker_job.py
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246
apps/api/src/jobs/asset_change_tracker_job.py
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"""
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Asset Change Tracker Job — ADR-090 § asset_change_event
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=========================================================
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每 1h 比對最近兩次 asset_discovery_run,寫 asset_change_event (added/removed/modified).
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職責邊界:
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✅ 比對 run_N vs run_N-1 的 asset set
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✅ 新出現的 asset → 'asset_added' event
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✅ 消失的 asset (lifecycle 'deprecated' 或完全不在新 run) → 'asset_removed'
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✅ 存在於兩次但 metadata 有差異 → 'asset_modified'
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⏳ TODO: coverage_improved/degraded (需要 coverage_evaluator 歷史比對)
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⏳ TODO: criticality_changed / owner_changed (需人工設定 criticality 欄位)
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設計鐵律:
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- 用 asset_key (UNIQUE) 作比對基準,跨 run 穩定
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- before_state/after_state 存 metadata JSONB 便於 AI 分析
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- diff jsonb 標註變動欄位
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- 失敗 → log + 跳過,下次重試
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排程:
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- 首次延遲 360s (讓 asset_scanner 至少跑 2 次)
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- 每 1h
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2026-04-19 ogt + Claude Opus 4.7 (1M context) Asia/Taipei
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ADR-090 § Phase 7 Change Tracking
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"""
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from __future__ import annotations
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import asyncio
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import json as _json
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import time as _time
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from typing import Any
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import structlog
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logger = structlog.get_logger(__name__)
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_TRACK_INTERVAL_SEC = 3600
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_FIRST_DELAY_SEC = 360
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_LOOP_BACKOFF_SEC = 600
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async def run_asset_change_tracker_loop() -> None:
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"""每 1h 比對最近兩次 run,寫 asset_change_event."""
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logger.info("asset_change_tracker_loop_started", interval_sec=_TRACK_INTERVAL_SEC)
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await asyncio.sleep(_FIRST_DELAY_SEC)
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while True:
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try:
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await track_once()
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except Exception as e:
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logger.exception("asset_change_tracker_loop_error", error=str(e))
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await asyncio.sleep(_LOOP_BACKOFF_SEC)
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continue
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await asyncio.sleep(_TRACK_INTERVAL_SEC)
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async def track_once() -> dict[str, int]:
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"""比對兩個最近的 run,產出 change events."""
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started_ms = _time.time()
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stats = {"added": 0, "removed": 0, "modified": 0}
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error_msg: str | None = None
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try:
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runs = await _get_recent_runs(limit=2)
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if len(runs) < 2:
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logger.info("asset_change_tracker_need_two_runs", got=len(runs))
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return stats
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newer_run, older_run = runs[0], runs[1]
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logger.info("asset_change_tracker_comparing", newer=newer_run, older=older_run)
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stats = await _diff_runs(newer_run, older_run)
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except Exception as e:
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error_msg = f"{type(e).__name__}: {e}"[:1000]
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logger.exception("asset_change_track_once_failed", error=error_msg)
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duration_ms = int((_time.time() - started_ms) * 1000)
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await _log_aol(stats, duration_ms, error_msg)
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logger.info(
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"asset_change_track_once_done",
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added=stats["added"],
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removed=stats["removed"],
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modified=stats["modified"],
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duration_ms=duration_ms,
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)
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return stats
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async def _get_recent_runs(limit: int = 2) -> list[str]:
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"""取最近 N 個 success 的 run_id (降序)."""
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from sqlalchemy import text as _sql
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from src.db.base import get_db_context
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async with get_db_context() as db:
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rows = await db.execute(
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_sql("SELECT run_id FROM asset_discovery_run WHERE status='success' ORDER BY ended_at DESC LIMIT :lim"),
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{"lim": limit},
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)
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return [str(r[0]) for r in rows.fetchall()]
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async def _diff_runs(newer_run: str, older_run: str) -> dict[str, int]:
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"""
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比較兩個 run 所關聯的 asset set (via asset_coverage_snapshot JOIN asset_inventory).
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Strategy:
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- 用 coverage_snapshot 知道哪些 asset 出現在哪 run
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- newer - older = added
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- older - newer = removed (同時 lifecycle_state 改 deprecated by asset_scanner 流程)
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- newer ∩ older 且 metadata 變 = modified
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"""
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from sqlalchemy import text as _sql
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from src.db.base import get_db_context
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stats = {"added": 0, "removed": 0, "modified": 0}
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async with get_db_context() as db:
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# 1. Added: newer run 有但 older run 沒有
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result = await db.execute(
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_sql("""
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INSERT INTO asset_change_event (
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run_id, asset_id, change_type,
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before_state, after_state, diff, detected_at
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)
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SELECT
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CAST(:newer AS uuid),
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ai.asset_id,
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'asset_added',
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NULL,
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ai.metadata,
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jsonb_build_object('asset_key', ai.asset_key, 'asset_type', ai.asset_type),
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NOW()
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FROM asset_inventory ai
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WHERE ai.asset_id IN (
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SELECT DISTINCT cs_new.asset_id FROM asset_coverage_snapshot cs_new
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WHERE cs_new.run_id = CAST(:newer AS uuid)
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EXCEPT
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SELECT DISTINCT cs_old.asset_id FROM asset_coverage_snapshot cs_old
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WHERE cs_old.run_id = CAST(:older AS uuid)
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)
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ON CONFLICT DO NOTHING
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"""),
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{"newer": newer_run, "older": older_run},
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)
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stats["added"] = result.rowcount or 0
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# 2. Removed: older 有但 newer 沒有
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result = await db.execute(
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_sql("""
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INSERT INTO asset_change_event (
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run_id, asset_id, change_type,
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before_state, after_state, diff, detected_at
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)
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SELECT
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CAST(:newer AS uuid),
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ai.asset_id,
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'asset_removed',
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ai.metadata,
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NULL,
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jsonb_build_object('asset_key', ai.asset_key, 'asset_type', ai.asset_type),
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NOW()
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FROM asset_inventory ai
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WHERE ai.asset_id IN (
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SELECT DISTINCT cs_old.asset_id FROM asset_coverage_snapshot cs_old
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WHERE cs_old.run_id = CAST(:older AS uuid)
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EXCEPT
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SELECT DISTINCT cs_new.asset_id FROM asset_coverage_snapshot cs_new
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WHERE cs_new.run_id = CAST(:newer AS uuid)
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)
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ON CONFLICT DO NOTHING
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"""),
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{"newer": newer_run, "older": older_run},
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)
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stats["removed"] = result.rowcount or 0
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# 3. Modified: 兩次都在,lifecycle_state 有變化 (asset_scanner UPSERT 會改 lifecycle)
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# 實務上 metadata 差異過於 noisy,只追蹤 lifecycle_state 變化
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# 另外: pod phase 變化 (Running→CrashLoopBackOff 等) 也記
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# 本 MVP 版偵測: asset.updated_at 比 asset.first_seen_at 新且相差在兩次 run 之間
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# (簡化: 只記 lifecycle_state='deprecated' 被標的 asset,這些通常是新失去的 pods)
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result = await db.execute(
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_sql("""
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INSERT INTO asset_change_event (
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run_id, asset_id, change_type,
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before_state, after_state, diff, detected_at
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)
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SELECT
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CAST(:newer AS uuid),
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ai.asset_id,
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'lifecycle_changed',
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jsonb_build_object('prior_state', 'active'),
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jsonb_build_object('new_state', ai.lifecycle_state),
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jsonb_build_object('asset_key', ai.asset_key),
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NOW()
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FROM asset_inventory ai
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WHERE ai.lifecycle_state = 'deprecated'
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AND ai.updated_at > NOW() - INTERVAL '2 hours'
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AND NOT EXISTS (
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SELECT 1 FROM asset_change_event ace
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WHERE ace.asset_id = ai.asset_id
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AND ace.change_type = 'lifecycle_changed'
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AND ace.detected_at > NOW() - INTERVAL '2 hours'
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)
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ON CONFLICT DO NOTHING
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"""),
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{"newer": newer_run},
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)
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stats["modified"] = result.rowcount or 0
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return stats
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async def _log_aol(stats: dict[str, int], duration_ms: int, error: str | None) -> None:
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try:
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from sqlalchemy import text as _sql
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from src.db.base import get_db_context
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aol_status = "failed" if error else "success"
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async with get_db_context() as db:
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await db.execute(
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_sql("""
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INSERT INTO automation_operation_log (
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operation_type, actor, status,
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input, output, duration_ms, error, tags
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) VALUES (
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'asset_discovered',
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'asset_change_tracker',
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:st,
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'{}'::jsonb,
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CAST(:output AS jsonb),
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:dur, :err, :tags
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)
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"""),
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{
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"st": aol_status,
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"output": _json.dumps(stats, ensure_ascii=False),
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"dur": duration_ms,
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"err": (error or "")[:2000] if error else None,
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"tags": ["change_tracker", "asset"],
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},
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)
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except Exception as e:
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logger.warning("asset_change_tracker_aol_failed", error=str(e))
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@@ -430,6 +430,16 @@ async def lifespan(_app: FastAPI) -> AsyncGenerator[None, None]:
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except Exception as e:
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logger.warning("rule_stats_updater_loop_schedule_failed", error=str(e))
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# ADR-090 § Asset Change Tracker (2026-04-19 ogt + Claude Opus 4.7 Asia/Taipei)
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# 每 1h 比對最近兩次 asset_discovery_run,寫 asset_change_event
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# 解鎖: 資產變化歷史 (added/removed/lifecycle_changed),AI 可追蹤集群演進
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try:
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from src.jobs.asset_change_tracker_job import run_asset_change_tracker_loop
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asyncio.create_task(run_asset_change_tracker_loop())
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logger.info("asset_change_tracker_loop_scheduled", interval_sec=3600)
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except Exception as e:
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logger.warning("asset_change_tracker_loop_schedule_failed", error=str(e))
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# ADR-076 Task 4: 每日 08:00 台北時間自動日度巡檢報告
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# 2026-04-14 Claude Haiku 4.5 Asia/Taipei
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try:
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