mirror of
https://gitcode.com/JianFeeeee/TrulyMEM-TrueHumanMEM.git
synced 2026-09-20 08:58:15 +00:00
fix: recall 支持多关键词搜索实体+关系+目标
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@ -163,40 +163,44 @@ class Neo4jGraph:
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def recall(self, query_intent: str, seed_entities: list = None, depth: int = 2,
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time_range: dict = None, session_filter: str = None) -> dict:
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with self.driver.session() as session:
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keywords = [w for w in query_intent.lower().split() if len(w) > 2]
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keywords = [w for w in query_intent.lower().split() if len(w) > 1]
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# 如果没有查询条件,返回空结果
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if not keywords and not seed_entities:
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return {"entities": [], "relations": [], "message": "无查询关键词"}
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params = {"session_id": CURRENT_SESSION_ID, "keywords": keywords if keywords else []}
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params = {"session_id": CURRENT_SESSION_ID}
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cond_parts = ["r.status = 'active'"]
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if session_filter:
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cond_parts.append("r.session_id = $target_session")
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params["target_session"] = session_filter
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# 搜索多个相关关键词(不只是单个)
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if keywords:
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# 简化查询:直接在 WHERE 中使用列表
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keyword_conditions = " OR ".join([f"toLower(e.name) CONTAINS '{k}' OR toLower(coalesce(e.type, '')) CONTAINS '{k}'" for k in keywords])
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cond_parts.append(f"({keyword_conditions})")
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keyword_conditions = []
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for k in keywords:
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# 搜索:实体名称、关系类型、目标实体
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keyword_conditions.append(f"toLower(e.name) CONTAINS '{k}'")
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keyword_conditions.append(f"toLower(t.name) CONTAINS '{k}'")
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keyword_conditions.append(f"toLower(r.type) CONTAINS '{k}'")
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cond_parts.append(f"({' OR '.join(keyword_conditions)})")
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if seed_entities:
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placeholders = ",".join([f"'{s}'" for s in seed_entities])
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cond_parts.append(f"e.name IN [{placeholders}]")
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cond_parts.append(f"(e.name IN [{placeholders}] OR t.name IN [{placeholders}])")
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if time_range and "days" in time_range:
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cond_parts.append(f"r.created_at >= datetime() - duration('P{time_range['days']}D')")
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where_clause = " AND ".join(cond_parts)
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# 简化查询:不用复杂路径匹配
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cypher = f"""
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MATCH (e:Entity)-[r:RELATES]->(t:Entity)
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WHERE {where_clause}
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RETURN e, r, t
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ORDER BY r.created_at DESC
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LIMIT 20
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LIMIT 30
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"""
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result = session.run(cypher, params)
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@ -518,19 +522,17 @@ class OpenClawClient:
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2. **不要重复查询**:如果一次 memory_recall 返回"未找到相关记忆",**不要再继续查询**,直接告诉用户。
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3. **提取关键词而非整句**:
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- ❌ 错误: "查找用户提到的鸿蒙工具链条和今天饮食相关的记忆"
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- ✅ 正确: "鸿蒙" 或 ["鸿蒙", "量子力学", "用户"]
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- 错误: query_intent 是自然语言句子
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- 正确: query_intent 是**单个关键词**或**逗号分隔的词列表**
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- ✅ 正确: "鸿蒙" 或 "鸿蒙,工具链,用户"
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## memory_recall 正确用法
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query_intent 可以是**逗号分隔的多个关键词**:
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```json
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{
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"query_intent": "鸿蒙", // 只能是单个关键词!
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"seed_entities": ["量子力学"], // 可选:具体实体列表
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"query_intent": "鸿蒙,工具链,用户", // 多个关键词用逗号分隔
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"depth": 1
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}
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```
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**query_intent 必须是具体关键词,不是句子!**
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- 会同时搜索:实体名称、关系类型、目标实体
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## 重要规则:必须写入记忆的情况
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当用户提到以下内容时,你**必须**调用 memory_commit 写入记忆:
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@ -541,7 +543,8 @@ class OpenClawClient:
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## 可用工具
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1. **memory_recall** - 检索历史记忆
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- query_intent: 必须是**单个关键词**,如 "量子力学"
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- query_intent: 支持逗号分隔的多关键词,如 "鸿蒙,工具链"
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- 会同时搜索:实体名、关系类型、目标实体
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2. **memory_commit** - 写入记忆(三元组格式)
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3. **memory_purge** - 修正/删除记忆
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4. **memory_introspect** - 查看会话状态
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