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Summary: (summary)

Fix: #(issue)

Docs Issue/PR: (docs-issue-or-pr-link)

Reviewer: @(reviewer)

Checklist:

  • I have performed a self-review of my own code | 我已自行检查了自己的代码
  • I have commented my code in hard-to-understand areas | 我已在难以理解的地方对代码进行了注释
  • I have added tests that prove my fix is effective or that my feature works | 我已添加测试以证明我的修复有效或功能正常
  • I have created related documentation issue/PR in MemOS-Docs (if applicable) | 我已在 MemOS-Docs 中创建了相关的文档 issue/PR(如果适用)
  • I have linked the issue to this PR (if applicable) | 我已将 issue 链接到此 PR(如果适用)
  • I have mentioned the person who will review this PR | 我已提及将审查此 PR 的人

@whipser030 whipser030 closed this Oct 30, 2025
@whipser030 whipser030 reopened this Oct 30, 2025
@whipser030 whipser030 closed this Oct 30, 2025
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only change one file

@whipser030 whipser030 reopened this Oct 30, 2025
@fridayL fridayL changed the base branch from main to dev October 30, 2025 11:28
@fridayL fridayL merged commit 0e7128e into MemTensor:dev Oct 30, 2025
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@CaralHsi CaralHsi mentioned this pull request Nov 4, 2025
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CaralHsi added a commit that referenced this pull request Nov 6, 2025
## Description

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Summary: 

• Memory & Retrieval Core: async add (plain & preference), Preference
Memory pipeline, Reranker strategy suite, BM25 for TreeTextMemory,
MemReader structural parsing.
• Scheduler & Observability: API scheduler modularization
(schema/utils/analyzer), Redis ORM for history sync & mixture search,
metrics + request logs, Nacos-based dynamic config.
• Data & Infra: PolarDB graph backend with pool/timeout & fixes, unified
graph factory (Nebula/Neo4j/PolarDB), Milvus interface & item
optimizations, enhanced logging.
• Evaluation: PrefEval standardization; LoCoMo/LongMemEval/PersonaMem
pipeline upgrades; new utilities (e.g., mirix_utils.py).
• Stability & Fixes: query scheduling, message schema, Tree search
inputs, self-input prompts, SQLite list users, PolarDB value mapping;
pool/timeout tuning, usage data removal, graph-call toggle.
• Compatibility: adopt new async path/schemas/metrics; align preference
fields; migrate tests to Redis ORM; configure PolarDB pool/timeout
before rollout.


• 记忆与检索内核:新增 async add(明文/偏好)、偏好记忆全链路、Reranker 策略集、TreeTextMemory 引入
BM25、MemReader 结构化解析。
• 调度与可观测性:API 调度模块化(schema/utils/analyzer)、Redis ORM(历史同步与混合搜索)、metrics
指标与请求日志、Nacos 动态配置。
• 数据与基础设施:PolarDB 图后端(连接池/超时与修复)、图工厂统一(Nebula/Neo4j/PolarDB)、Milvus
接口与数据项优化、日志链路增强。
• 评估体系:PrefEval 字段标准化;LoCoMo/LongMemEval/PersonaMem 评测升级;新增工具(如
mirix_utils.py)。
• 稳定性与修复:修复查询调度、消息 schema、树检索输入、自输入提示、SQLite 用户列表、PolarDB
值映射;连接池/超时优化、移除 usage 数据、图调用开关。
• 兼容性:适配异步路径/新 schema/metrics;偏好字段按新规范;测试迁移至 Redis ORM;启用 PolarDB
前配置连接池与超时并压测。

Fix: #424 #426 #423 #443 #384 #406 #445

	•	Scheduler/Query: fixed query-schedule edge cases (#424).
	•	Schemas: corrected message schema inconsistencies (#426).
	•	Search I/O: fixed TreeTextMemory searcher input mismatch (#423).
	•	Prompts: fixed self-input prompt error (#443).
	•	Storage: fixed SQLite list-users error (#384).
	•	Graph/DB: corrected PolarDB value/graph issues (#406, #445).

	•	调度/查询:修复查询调度边界问题(#424)。
	•	Schema:修正消息 schema 不一致(#426)。
	•	检索 I/O:修复 Tree 搜索器输入不匹配(#423)。
	•	提示:修复自输入提示错误(#443)。
	•	存储:修复 SQLite 用户列表错误(#384)。
	•	图/数据库:修正 PolarDB 值与图相关问题(#406#445)。

Docs Issue/PR: (docs-issue-or-pr-link)

Reviewer: @(reviewer)

## Checklist:

- [ ] I have performed a self-review of my own code | 我已自行检查了自己的代码
- [ ] I have commented my code in hard-to-understand areas |
我已在难以理解的地方对代码进行了注释
- [ ] I have added tests that prove my fix is effective or that my
feature works | 我已添加测试以证明我的修复有效或功能正常
- [ ] I have created related documentation issue/PR in
[MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) (if applicable) |
我已在 [MemOS-Docs](https://github.com/MemTensor/MemOS-Docs) 中创建了相关的文档
issue/PR(如果适用)
- [ ] I have linked the issue to this PR (if applicable) | 我已将 issue
链接到此 PR(如果适用)
- [ ] I have mentioned the person who will review this PR | 我已提及将审查此 PR
的人
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