添加 A_Memorix 插件 v2.0.0（包含运行时与文档）

引入 A_Memorix 插件 v2.0.0：新增大量运行时组件、存储/模式更新、检索能力提升、管理工具、导入/调优工作流以及相关文档。关键新增内容包括：lifecycle_orchestrator、SDKMemoryKernel/运行时初始化器、新的存储层与 metadata_store 变更（SCHEMA_VERSION v8）、检索增强（双路径检索、图关系召回、稀疏 BM25），以及多种工具服务（episode/person_profile/relation/segmentation/tuning/search execution）。同时新增 Web 导入/摘要导入器及大量维护脚本。还更新了插件清单、embedding API 适配器、plugin.py、requirements/pyproject，以及主入口文件，使新插件接入项目。该变更为 2.0.0 版本发布做好准备，实现统一的 SDK Tool 接口并扩展整体运行能力。

plugins/A_memorix/core/retrieval/dual_path.py

@@ -285,10 +285,10 @@ class DualPathRetriever:
         relation_intent_ctx = self._build_relation_intent_context(query=query, top_k=top_k)
 
         logger.info(
-            "执行检索: query='%s...', strategy=%s, relation_intent=%s",
-            query[:50],
-            strategy.value,
-            relation_intent_ctx.get("enabled", False),
+            "执行检索: "
+            f"query='{query[:50]}...', "
+            f"strategy={strategy.value}, "
+            f"relation_intent={relation_intent_ctx.get('enabled', False)}"
         )
 
         if temporal and not (query or "").strip():
@@ -1408,10 +1408,10 @@ class DualPathRetriever:
             return results
 
         logger.debug(
-            "relation_rerank_applied=1 relation_pair_groups=%s relation_pair_overflow_count=%s relation_pair_limit=%s",
-            len(ordered_groups),
-            len(overflow),
-            pair_limit,
+            "relation_rerank_applied=1 "
+            f"relation_pair_groups={len(ordered_groups)} "
+            f"relation_pair_overflow_count={len(overflow)} "
+            f"relation_pair_limit={pair_limit}"
         )
 
         rebuilt = list(results)
@@ -1455,9 +1455,9 @@ class DualPathRetriever:
                 )
         except asyncio.TimeoutError:
             logger.warning(
-                "metric.ppr_timeout_skip_count=1 timeout_s=%s entities=%s",
-                ppr_timeout_s,
-                len(entities),
+                "metric.ppr_timeout_skip_count=1 "
+                f"timeout_s={ppr_timeout_s} "
+                f"entities={len(entities)}"
             )
             return results
         except Exception as e:

plugins/A_memorix/core/retrieval/graph_relation_recall.py

@@ -170,7 +170,7 @@ class GraphRelationRecallService:
                 max_paths=self.config.max_paths,
             )
         except Exception as e:
-            logger.debug("graph two-hop recall skipped: %s", e)
+            logger.debug(f"graph two-hop recall skipped: {e}")
             return
 
         for path_nodes in paths:
@@ -210,7 +210,7 @@ class GraphRelationRecallService:
                 limit=self.config.candidate_k,
             )
         except Exception as e:
-            logger.debug("graph one-hop recall skipped: %s", e)
+            logger.debug(f"graph one-hop recall skipped: {e}")
             return
         self._append_relation_hashes(
             relation_hashes=relation_hashes,

plugins/A_memorix/core/retrieval/sparse_bm25.py

@@ -123,9 +123,8 @@ class SparseBM25Index:
         self._loaded = True
         self._prepare_tokenizer()
         logger.info(
-            "SparseBM25Index loaded: backend=fts5, tokenizer=%s, mode=%s",
-            self.config.tokenizer_mode,
-            self.config.mode,
+            "SparseBM25Index loaded: "
+            f"backend=fts5, tokenizer={self.config.tokenizer_mode}, mode={self.config.mode}"
         )
         return True
 
@@ -141,9 +140,9 @@ class SparseBM25Index:
         if user_dict:
             try:
                 jieba.load_userdict(user_dict)  # type: ignore[union-attr]
-                logger.info("已加载 jieba 用户词典: %s", user_dict)
+                logger.info(f"已加载 jieba 用户词典: {user_dict}")
             except Exception as e:
-                logger.warning("加载 jieba 用户词典失败: %s", e)
+                logger.warning(f"加载 jieba 用户词典失败: {e}")
         self._jieba_dict_loaded = True
 
     def _tokenize_jieba(self, text: str) -> List[str]: