perf：优化webui交互体验，优化统计逻辑，优化log展示

src/A_memorix/core/runtime/sdk_memory_kernel.py

@@ -3139,9 +3139,7 @@ class SDKMemoryKernel:
             return {"success": False, "queued": False, "reason": "db_save_failed"}
 
         logger.debug(
-            "反馈纠错任务入队: query_tool_id=%s due_at=%s",
-            clean_tool_id,
-            due_at.isoformat(),
+            f"反馈纠错任务入队: query_tool_id={clean_tool_id} due_at={due_at.isoformat()}",
         )
         return {
             "success": True,

src/A_memorix/core/storage/metadata_store.py

@@ -162,20 +162,16 @@ class MetadataStore:
     def _run_runtime_auto_migration(self, *, current_version: int) -> None:
         """对 1.0 之后的已版本化库执行轻量自动迁移。"""
         logger.info(
-            "检测到 metadata schema 需要运行时自动迁移: current=%s, target=%s",
-            current_version,
-            SCHEMA_VERSION,
+            f"检测到 metadata schema 需要运行时自动迁移: current={current_version}, target={SCHEMA_VERSION}",
         )
         self._migrate_schema()
         alias_result = self.rebuild_relation_hash_aliases()
         knowledge_type_result = self.normalize_paragraph_knowledge_types()
         self.set_schema_version(SCHEMA_VERSION)
         logger.info(
-            "metadata schema 运行时自动迁移完成: %s -> %s, alias_inserted=%s, knowledge_normalized=%s",
-            current_version,
-            SCHEMA_VERSION,
-            int(alias_result.get("inserted", 0) or 0),
-            int(knowledge_type_result.get("normalized", 0) or 0),
+            f"metadata schema 运行时自动迁移完成: {current_version} -> {SCHEMA_VERSION}, "
+            f"alias_inserted={int(alias_result.get('inserted', 0) or 0)}, "
+            f"knowledge_normalized={int(knowledge_type_result.get('normalized', 0) or 0)}",
         )
 
     def _ensure_memory_feedback_task_columns(self, cursor: sqlite3.Cursor) -> None:

src/A_memorix/core/utils/web_import_manager.py

@@ -3126,7 +3126,7 @@ class ImportTaskManager:
     ) -> None:
         content = str(processed.chunk.text or "")
         if is_probable_hash_token(content):
-            logger.warning("跳过疑似哈希段落写入: source=%s preview=%s", self._source_label(file_record), content[:32])
+            logger.warning(f"跳过疑似哈希段落写入: source={self._source_label(file_record)} preview={content[:32]}")
             return
         para_hash = self.plugin.metadata_store.add_paragraph(
             content=content,
@@ -3208,10 +3208,7 @@ class ImportTaskManager:
             return ""
         if any(is_probable_hash_token(token) for token in (subject_token, predicate_token, object_token)):
             logger.warning(
-                "跳过疑似哈希关系写入: %s | %s | %s",
-                subject_token[:24],
-                predicate_token[:24],
-                object_token[:24],
+                f"跳过疑似哈希关系写入: {subject_token[:24]} | {predicate_token[:24]} | {object_token[:24]}",
             )
             return ""
 

src/A_memorix/host_service.py

@@ -309,7 +309,7 @@ class AMemorixHostService:
         try:
             config_model = _get_config_manager().get_global_config().a_memorix
         except Exception as exc:
-            logger.warning("读取 A_Memorix 主配置失败，使用默认值: %s", exc)
+            logger.warning(f"读取 A_Memorix 主配置失败，使用默认值: {exc}")
             defaults = self._build_default_config()
             self._config_cache = defaults
             return dict(defaults)