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267 lines
9.3 KiB
267 lines
9.3 KiB
#!/usr/bin/env python3 |
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""" |
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Memory cleanup and audit script. |
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此脚本只操作 Qdrant,无需 LLM/Embedding API key。 |
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Stats mode (default / --dry-run): |
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python3 memory_cleanup.py --dry-run |
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Cleanup mode (requires --execute): |
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python3 memory_cleanup.py --execute |
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Retention policy (aligned with EXPIRATION_MAP in mem0_client.py): |
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session -> 7 days |
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chat_summary -> 30 days |
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preference -> never auto-delete |
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knowledge -> never auto-delete |
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删除逻辑优先级: |
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1. payload 中存在 expiration_date 字段 → 按该字段判断是否过期 |
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2. 无 expiration_date → 按 timestamp(写入时间)+ RETENTION_DAYS 判断 |
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3. --max-age-days 可强制覆盖所有类型的阈值(用于紧急清理) |
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""" |
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import os |
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import sys |
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import argparse |
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import logging |
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import yaml |
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from pathlib import Path |
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from datetime import datetime, timedelta, timezone |
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try: |
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from qdrant_client import QdrantClient |
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from qdrant_client.models import ( |
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Filter, FieldCondition, MatchValue, PointIdsList, |
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) |
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except ImportError: |
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print("qdrant-client not installed") |
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sys.exit(1) |
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logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s %(message)s') |
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logger = logging.getLogger(__name__) |
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QDRANT_HOST = os.getenv('MEM0_QDRANT_HOST', 'localhost') |
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QDRANT_PORT = int(os.getenv('MEM0_QDRANT_PORT', '6333')) |
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COLLECTION = 'mem0_v4_shared' |
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RETENTION_DAYS = { |
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'session': 7, |
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'chat_summary': 30, |
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} |
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AUDIT_LOG_DIR = Path('/root/.openclaw/workspace/logs/security') |
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def _load_agent_ids(): |
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try: |
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agents_yaml = Path('/root/.openclaw/workspace/agents.yaml') |
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with open(agents_yaml, 'r', encoding='utf-8') as f: |
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data = yaml.safe_load(f) or {} |
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return list(data.get('agents', {}).keys()) + ['general'] |
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except Exception: |
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return ['main', 'general'] |
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def get_stats(client: QdrantClient): |
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"""Print memory counts by agent_id, visibility, and memory_type.""" |
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total = client.count(collection_name=COLLECTION) |
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logger.info(f"Collection '{COLLECTION}' total: {total.count}") |
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agent_ids = _load_agent_ids() |
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for field, values in [ |
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('agent_id', agent_ids), |
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('visibility', ['public', 'project', 'private']), |
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('memory_type', ['session', 'chat_summary', 'preference', 'knowledge']), |
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]: |
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logger.info(f"\n--- {field} ---") |
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for val in values: |
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try: |
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result = client.count( |
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collection_name=COLLECTION, |
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count_filter=Filter(must=[ |
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FieldCondition(key=field, match=MatchValue(value=val)) |
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]) |
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) |
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if result.count > 0: |
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logger.info(f" {field}={val}: {result.count}") |
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except Exception: |
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pass |
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return total.count |
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def _parse_dt(s: str) -> datetime: |
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"""将 ISO 字符串解析为 aware datetime(UTC)。""" |
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s = s.replace('Z', '+00:00') |
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dt = datetime.fromisoformat(s) |
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if dt.tzinfo is None: |
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dt = dt.replace(tzinfo=timezone.utc) |
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return dt |
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def _find_expired_points(client: QdrantClient, memory_type: str, cutoff_days: int): |
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""" |
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扫描指定 memory_type 的记录,返回已过期的 ID 列表。 |
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优先级: |
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1. payload['expiration_date'] 存在 → 与当前时间比较 |
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2. 不存在 → 用 payload['timestamp'] + cutoff_days 判断 |
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""" |
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now = datetime.now(timezone.utc) |
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cutoff_by_age = now - timedelta(days=cutoff_days) |
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expired_ids = [] |
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offset = None |
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while True: |
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results, next_offset = client.scroll( |
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collection_name=COLLECTION, |
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scroll_filter=Filter(must=[ |
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FieldCondition(key="memory_type", match=MatchValue(value=memory_type)) |
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]), |
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limit=500, |
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offset=offset, |
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with_payload=True, |
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with_vectors=False, |
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) |
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if not results: |
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break |
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for point in results: |
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payload = point.payload or {} |
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# 优先读取 expiration_date 字段(mem0 写入时设置) |
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exp_raw = (payload.get('expiration_date') |
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or payload.get('data', {}).get('expiration_date')) |
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if exp_raw: |
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try: |
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if now > _parse_dt(str(exp_raw)): |
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expired_ids.append(point.id) |
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except (TypeError, ValueError): |
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pass |
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continue # 有 expiration_date 就不再走 timestamp fallback |
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# Fallback:按写入时间 + RETENTION_DAYS 判断 |
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ts_raw = payload.get('timestamp') or payload.get('created_at', '') |
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if not ts_raw: |
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continue |
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try: |
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if _parse_dt(str(ts_raw)) < cutoff_by_age: |
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expired_ids.append(point.id) |
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except (TypeError, ValueError): |
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continue |
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if next_offset is None: |
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break |
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offset = next_offset |
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return expired_ids |
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def cleanup_expired(client: QdrantClient, max_age_days: int | None, execute: bool): |
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""" |
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识别并可选删除过期的 session/chat_summary 记忆。 |
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cutoff_days 逻辑: |
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- max_age_days 为 None → 使用 RETENTION_DAYS 中的每类型默认值 |
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- max_age_days 有值 → 强制覆盖所有类型(用于紧急清理) |
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""" |
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total_deleted = 0 |
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results_summary = [] |
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for memory_type, default_days in RETENTION_DAYS.items(): |
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cutoff_days = max_age_days if max_age_days is not None else default_days |
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logger.info(f"\nScanning memory_type={memory_type} (cutoff: {cutoff_days} days)...") |
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expired_ids = _find_expired_points(client, memory_type, cutoff_days) |
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if not expired_ids: |
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logger.info(f" No expired {memory_type} memories found.") |
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results_summary.append((memory_type, 0)) |
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continue |
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logger.info(f" Found {len(expired_ids)} expired {memory_type} memories") |
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if execute: |
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batch_size = 100 |
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for i in range(0, len(expired_ids), batch_size): |
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batch = expired_ids[i:i + batch_size] |
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client.delete( |
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collection_name=COLLECTION, |
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points_selector=PointIdsList(points=batch), |
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) |
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logger.info(f" DELETED {len(expired_ids)} {memory_type} memories") |
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total_deleted += len(expired_ids) |
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else: |
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logger.info(f" [dry-run] Would delete {len(expired_ids)} {memory_type} memories") |
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results_summary.append((memory_type, len(expired_ids))) |
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return total_deleted, results_summary |
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def _write_audit_log(total_before, total_deleted, results_summary, max_age_days, execute): |
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AUDIT_LOG_DIR.mkdir(parents=True, exist_ok=True) |
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log_file = AUDIT_LOG_DIR / f"memory-cleanup-{datetime.now().strftime('%Y-%m-%d')}.log" |
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with open(log_file, 'a', encoding='utf-8') as f: |
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f.write(f"\n{'='*60}\n") |
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f.write(f"Memory Cleanup - {datetime.now().isoformat()}\n") |
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f.write(f"Mode: {'EXECUTE' if execute else 'DRY-RUN'}\n") |
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f.write(f"Max age: {max_age_days} days\n") |
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f.write(f"Total before: {total_before}\n") |
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for mtype, count in results_summary: |
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f.write(f" {mtype}: {count} expired\n") |
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f.write(f"Total deleted: {total_deleted}\n") |
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f.write(f"Total after: {total_before - total_deleted}\n") |
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logger.info(f"Audit log: {log_file}") |
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def main(): |
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parser = argparse.ArgumentParser(description='Mem0 memory cleanup and audit') |
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parser.add_argument('--dry-run', action='store_true', |
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help='Show stats and expired counts without deleting (default behavior)') |
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parser.add_argument('--execute', action='store_true', |
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help='Actually delete expired memories (requires this flag)') |
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parser.add_argument('--max-age-days', type=int, default=None, |
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help='强制覆盖所有类型的阈值(天数);不指定则按 RETENTION_DAYS 每类型策略') |
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args = parser.parse_args() |
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if args.execute and args.dry_run: |
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logger.error("Cannot use --execute and --dry-run together") |
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sys.exit(1) |
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execute = args.execute |
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if not execute: |
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args.dry_run = True |
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client = QdrantClient(host=QDRANT_HOST, port=QDRANT_PORT) |
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logger.info("=" * 60) |
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logger.info(f"Memory Cleanup - {datetime.now().strftime('%Y-%m-%d %H:%M')}") |
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logger.info(f"Mode: {'EXECUTE' if execute else 'DRY-RUN (use --execute to delete)'}") |
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if args.max_age_days is not None: |
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logger.info(f"Max age override: {args.max_age_days} days (all types)") |
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else: |
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logger.info(f"Retention: session={RETENTION_DAYS['session']}d, " |
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f"chat_summary={RETENTION_DAYS['chat_summary']}d, " |
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f"preference=permanent, knowledge=permanent") |
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logger.info("=" * 60) |
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total_before = get_stats(client) |
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total_deleted, results_summary = cleanup_expired( |
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client, args.max_age_days, execute |
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) |
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if execute and total_deleted > 0: |
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logger.info(f"\nPost-cleanup stats:") |
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get_stats(client) |
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_write_audit_log(total_before, total_deleted, results_summary, args.max_age_days, execute) |
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logger.info(f"\nSummary: {total_deleted} memories " |
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f"{'deleted' if execute else 'would be deleted (dry-run)'}.") |
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if __name__ == '__main__': |
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main()
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