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。
274 lines
11 KiB
Python
274 lines
11 KiB
Python
"""A_Memorix SDK plugin entry."""
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from __future__ import annotations
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from pathlib import Path
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from typing import Any, Dict, List, Optional
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from maibot_sdk import MaiBotPlugin, Tool
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from maibot_sdk.types import ToolParameterInfo, ToolParamType
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from A_memorix.core.runtime.sdk_memory_kernel import KernelSearchRequest, SDKMemoryKernel
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def _tool_param(name: str, param_type: ToolParamType, description: str, required: bool) -> ToolParameterInfo:
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return ToolParameterInfo(name=name, param_type=param_type, description=description, required=required)
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_ADMIN_TOOL_PARAMS = [
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_tool_param("action", ToolParamType.STRING, "管理动作", True),
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_tool_param("target", ToolParamType.STRING, "可选目标标识", False),
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]
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class AMemorixPlugin(MaiBotPlugin):
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def __init__(self) -> None:
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super().__init__()
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self._plugin_root = Path(__file__).resolve().parent
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self._plugin_config: Dict[str, Any] = {}
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self._kernel: Optional[SDKMemoryKernel] = None
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def set_plugin_config(self, config: Dict[str, Any]) -> None:
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self._plugin_config = config or {}
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if self._kernel is not None:
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self._kernel.close()
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self._kernel = None
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async def on_load(self):
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await self._get_kernel()
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async def on_unload(self):
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if self._kernel is not None:
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shutdown = getattr(self._kernel, "shutdown", None)
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if callable(shutdown):
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await shutdown()
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else:
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self._kernel.close()
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self._kernel = None
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async def _get_kernel(self) -> SDKMemoryKernel:
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if self._kernel is None:
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self._kernel = SDKMemoryKernel(plugin_root=self._plugin_root, config=self._plugin_config)
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await self._kernel.initialize()
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return self._kernel
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async def _dispatch_admin_tool(self, method_name: str, action: str, **kwargs):
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kernel = await self._get_kernel()
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handler = getattr(kernel, method_name)
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return await handler(action=action, **kwargs)
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@Tool(
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"search_memory",
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description="搜索长期记忆",
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parameters=[
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_tool_param("query", ToolParamType.STRING, "查询文本", False),
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_tool_param("limit", ToolParamType.INTEGER, "返回条数", False),
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_tool_param("mode", ToolParamType.STRING, "search/time/hybrid/episode/aggregate", False),
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_tool_param("chat_id", ToolParamType.STRING, "聊天流 ID", False),
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_tool_param("person_id", ToolParamType.STRING, "人物 ID", False),
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_tool_param("time_start", ToolParamType.FLOAT, "起始时间戳", False),
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_tool_param("time_end", ToolParamType.FLOAT, "结束时间戳", False),
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_tool_param("respect_filter", ToolParamType.BOOLEAN, "是否应用聊天过滤配置", False),
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],
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)
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async def handle_search_memory(
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self,
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query: str = "",
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limit: int = 5,
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mode: str = "hybrid",
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chat_id: str = "",
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person_id: str = "",
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time_start: str | float | None = None,
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time_end: str | float | None = None,
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respect_filter: bool = True,
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**kwargs,
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):
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kernel = await self._get_kernel()
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return await kernel.search_memory(
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KernelSearchRequest(
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query=query,
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limit=limit,
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mode=mode,
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chat_id=chat_id,
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person_id=person_id,
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time_start=time_start,
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time_end=time_end,
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respect_filter=respect_filter,
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user_id=str(kwargs.get("user_id", "") or "").strip(),
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group_id=str(kwargs.get("group_id", "") or "").strip(),
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)
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)
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@Tool(
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"ingest_summary",
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description="写入聊天摘要到长期记忆",
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parameters=[
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_tool_param("external_id", ToolParamType.STRING, "外部幂等 ID", True),
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_tool_param("chat_id", ToolParamType.STRING, "聊天流 ID", True),
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_tool_param("text", ToolParamType.STRING, "摘要文本", True),
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_tool_param("time_start", ToolParamType.FLOAT, "起始时间戳", False),
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_tool_param("time_end", ToolParamType.FLOAT, "结束时间戳", False),
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_tool_param("respect_filter", ToolParamType.BOOLEAN, "是否应用聊天过滤配置", False),
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],
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)
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async def handle_ingest_summary(
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self,
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external_id: str,
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chat_id: str,
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text: str,
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participants: Optional[List[str]] = None,
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time_start: float | None = None,
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time_end: float | None = None,
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tags: Optional[List[str]] = None,
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metadata: Optional[Dict[str, Any]] = None,
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respect_filter: bool = True,
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**kwargs,
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):
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kernel = await self._get_kernel()
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return await kernel.ingest_summary(
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external_id=external_id,
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chat_id=chat_id,
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text=text,
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participants=participants,
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time_start=time_start,
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time_end=time_end,
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tags=tags,
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metadata=metadata,
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respect_filter=respect_filter,
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user_id=str(kwargs.get("user_id", "") or "").strip(),
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group_id=str(kwargs.get("group_id", "") or "").strip(),
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)
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@Tool(
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"ingest_text",
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description="写入普通长期记忆文本",
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parameters=[
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_tool_param("external_id", ToolParamType.STRING, "外部幂等 ID", True),
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_tool_param("source_type", ToolParamType.STRING, "来源类型", True),
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_tool_param("text", ToolParamType.STRING, "原始文本", True),
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_tool_param("chat_id", ToolParamType.STRING, "聊天流 ID", False),
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_tool_param("timestamp", ToolParamType.FLOAT, "时间戳", False),
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_tool_param("respect_filter", ToolParamType.BOOLEAN, "是否应用聊天过滤配置", False),
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],
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)
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async def handle_ingest_text(
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self,
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external_id: str,
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source_type: str,
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text: str,
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chat_id: str = "",
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person_ids: Optional[List[str]] = None,
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participants: Optional[List[str]] = None,
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timestamp: float | None = None,
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time_start: float | None = None,
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time_end: float | None = None,
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tags: Optional[List[str]] = None,
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metadata: Optional[Dict[str, Any]] = None,
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respect_filter: bool = True,
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**kwargs,
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):
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relations = kwargs.get("relations")
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entities = kwargs.get("entities")
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kernel = await self._get_kernel()
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return await kernel.ingest_text(
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external_id=external_id,
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source_type=source_type,
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text=text,
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chat_id=chat_id,
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person_ids=person_ids,
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participants=participants,
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timestamp=timestamp,
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time_start=time_start,
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time_end=time_end,
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tags=tags,
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metadata=metadata,
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entities=entities,
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relations=relations,
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respect_filter=respect_filter,
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user_id=str(kwargs.get("user_id", "") or "").strip(),
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group_id=str(kwargs.get("group_id", "") or "").strip(),
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)
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@Tool(
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"get_person_profile",
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description="获取人物画像",
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parameters=[
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_tool_param("person_id", ToolParamType.STRING, "人物 ID", True),
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_tool_param("chat_id", ToolParamType.STRING, "聊天流 ID", False),
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_tool_param("limit", ToolParamType.INTEGER, "证据条数", False),
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],
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)
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async def handle_get_person_profile(self, person_id: str, chat_id: str = "", limit: int = 10, **kwargs):
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_ = kwargs
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kernel = await self._get_kernel()
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return await kernel.get_person_profile(person_id=person_id, chat_id=chat_id, limit=limit)
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@Tool(
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"maintain_memory",
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description="维护长期记忆关系状态",
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parameters=[
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_tool_param("action", ToolParamType.STRING, "reinforce/protect/restore/freeze/recycle_bin", True),
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_tool_param("target", ToolParamType.STRING, "目标哈希或查询文本", False),
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_tool_param("hours", ToolParamType.FLOAT, "保护时长(小时)", False),
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_tool_param("limit", ToolParamType.INTEGER, "查询条数(用于 recycle_bin)", False),
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],
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)
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async def handle_maintain_memory(
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self,
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action: str,
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target: str = "",
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hours: float | None = None,
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reason: str = "",
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limit: int = 50,
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**kwargs,
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):
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_ = kwargs
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kernel = await self._get_kernel()
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return await kernel.maintain_memory(action=action, target=target, hours=hours, reason=reason, limit=limit)
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@Tool("memory_stats", description="获取长期记忆统计", parameters=[])
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async def handle_memory_stats(self, **kwargs):
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_ = kwargs
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kernel = await self._get_kernel()
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return kernel.memory_stats()
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@Tool("memory_graph_admin", description="长期记忆图谱管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_graph_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_graph_admin", action=action, **kwargs)
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@Tool("memory_source_admin", description="长期记忆来源管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_source_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_source_admin", action=action, **kwargs)
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@Tool("memory_episode_admin", description="Episode 管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_episode_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_episode_admin", action=action, **kwargs)
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@Tool("memory_profile_admin", description="人物画像管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_profile_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_profile_admin", action=action, **kwargs)
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@Tool("memory_runtime_admin", description="长期记忆运行时管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_runtime_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_runtime_admin", action=action, **kwargs)
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@Tool("memory_import_admin", description="长期记忆导入管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_import_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_import_admin", action=action, **kwargs)
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@Tool("memory_tuning_admin", description="长期记忆调优管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_tuning_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_tuning_admin", action=action, **kwargs)
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@Tool("memory_v5_admin", description="长期记忆 V5 管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_v5_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_v5_admin", action=action, **kwargs)
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@Tool("memory_delete_admin", description="长期记忆删除管理接口", parameters=_ADMIN_TOOL_PARAMS)
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async def handle_memory_delete_admin(self, action: str, **kwargs):
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return await self._dispatch_admin_tool("memory_delete_admin", action=action, **kwargs)
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def create_plugin():
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return AMemorixPlugin()
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