1e3ba39150
- Reorganize imports and remove unused dependencies across memory agent controllers - Extract config validation logic into dedicated validators module - Create new memory_config_model and memory_config_schema for configuration management - Implement memory_config_service for centralized config handling - Add embedder_utils module for embedding model utilities - Refactor memory agent service to use new config validation framework - Clean up configuration files (remove config.json, testdata.json, dbrun.json) - Remove deprecated hybrid_chatbot.py and config overrides - Update logging configuration and error handling across memory modules - Consolidate LLM and embedding model validation into validators - Improve code organization and reduce duplication in memory storage services - Enhance type classification and verification tools with better error handling
546 lines
21 KiB
Python
546 lines
21 KiB
Python
import os
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import uuid
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from typing import Optional
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from app.core.error_codes import BizCode
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from app.core.logging_config import get_api_logger
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from app.core.memory.utils.self_reflexion_utils import self_reflexion
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from app.core.response_utils import fail, success
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from app.db import get_db
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from app.dependencies import get_current_user
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from app.models.user_model import User
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from app.schemas.memory_storage_schema import (
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ConfigKey,
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ConfigParamsCreate,
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ConfigParamsDelete,
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ConfigPilotRun,
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ConfigUpdate,
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ConfigUpdateExtracted,
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ConfigUpdateForget,
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)
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from app.schemas.response_schema import ApiResponse
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from app.services.memory_storage_service import (
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DataConfigService,
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MemoryStorageService,
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analytics_hot_memory_tags,
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analytics_memory_insight_report,
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analytics_recent_activity_stats,
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analytics_user_summary,
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kb_type_distribution,
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search_all,
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search_chunk,
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search_detials,
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search_dialogue,
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search_edges,
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search_entity,
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search_entity_graph,
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search_statement,
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)
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from fastapi import APIRouter, Depends
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from fastapi.responses import StreamingResponse
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from sqlalchemy.orm import Session
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# Get API logger
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api_logger = get_api_logger()
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# Initialize service
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memory_storage_service = MemoryStorageService()
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router = APIRouter(
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prefix="/memory-storage",
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tags=["Memory Storage"],
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)
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@router.get("/info", response_model=ApiResponse)
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async def get_storage_info(
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storage_id: str,
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current_user: User = Depends(get_current_user)
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):
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"""
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Example wrapper endpoint - retrieves storage information
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Args:
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storage_id: Storage identifier
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Returns:
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Storage information
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"""
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api_logger.info("Storage info requested ")
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try:
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result = await memory_storage_service.get_storage_info()
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return success(data=result)
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except Exception as e:
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api_logger.error(f"Storage info retrieval failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "存储信息获取失败", str(e))
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# --- DB connection dependency ---
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_CONN: Optional[object] = None
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"""PostgreSQL 连接生成与管理（使用 psycopg2）。"""
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# 这个可以转移，可能是已经有的
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# PostgreSQL 数据库连接
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def _make_pgsql_conn() -> Optional[object]: # 创建 PostgreSQL 数据库连接
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host = os.getenv("DB_HOST")
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user = os.getenv("DB_USER")
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password = os.getenv("DB_PASSWORD")
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database = os.getenv("DB_NAME")
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port_str = os.getenv("DB_PORT")
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try:
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import psycopg2 # type: ignore
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port = int(port_str) if port_str else 5432
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conn = psycopg2.connect(
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host=host or "localhost",
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port=port,
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user=user,
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password=password,
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dbname=database,
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)
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# 设置自动提交，避免显式事务管理
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conn.autocommit = True
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# 设置会话时区为中国标准时间（Asia/Shanghai），便于直接以本地时区展示
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try:
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cur = conn.cursor()
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cur.execute("SET TIME ZONE 'Asia/Shanghai'")
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cur.close()
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except Exception:
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# 时区设置失败不影响连接，仅记录但不抛出
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pass
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return conn
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except Exception as e:
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try:
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print(f"[PostgreSQL] 连接失败: {e}")
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except Exception:
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pass
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return None
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def get_db_conn() -> Optional[object]: # 获取 PostgreSQL 数据库连接
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global _CONN
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if _CONN is None:
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_CONN = _make_pgsql_conn()
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return _CONN
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def reset_db_conn() -> bool: # 重置 PostgreSQL 数据库连接
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"""Close and recreate the global DB connection."""
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global _CONN
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try:
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if _CONN:
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try:
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_CONN.close()
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except Exception:
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pass
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_CONN = _make_pgsql_conn()
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return _CONN is not None
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except Exception:
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_CONN = None
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return False
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@router.post("/create_config", response_model=ApiResponse) # 创建配置文件，其他参数默认
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def create_config(
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payload: ConfigParamsCreate,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试创建配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求创建配置: {payload.config_name}")
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try:
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# 将 workspace_id 注入到 payload 中（保持为 UUID 类型）
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payload.workspace_id = workspace_id
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svc = DataConfigService(db)
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result = svc.create(payload)
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return success(data=result, msg="创建成功")
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except Exception as e:
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api_logger.error(f"Create config failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "创建配置失败", str(e))
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@router.delete("/delete_config", response_model=ApiResponse) # 删除数据库中的内容（按配置名称）
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def delete_config(
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config_id: str,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试删除配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求删除配置: {config_id}")
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try:
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svc = DataConfigService(db)
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result = svc.delete(ConfigParamsDelete(config_id=config_id))
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return success(data=result, msg="删除成功")
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except Exception as e:
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api_logger.error(f"Delete config failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "删除配置失败", str(e))
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@router.post("/update_config", response_model=ApiResponse) # 更新配置文件中name和desc
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def update_config(
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payload: ConfigUpdate,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试更新配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求更新配置: {payload.config_id}")
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try:
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svc = DataConfigService(db)
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result = svc.update(payload)
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return success(data=result, msg="更新成功")
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except Exception as e:
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api_logger.error(f"Update config failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "更新配置失败", str(e))
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@router.post("/update_config_extracted", response_model=ApiResponse) # 更新数据库中的部分内容 所有业务字段均可选
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def update_config_extracted(
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payload: ConfigUpdateExtracted,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试更新提取配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求更新提取配置: {payload.config_id}")
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try:
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svc = DataConfigService(db)
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result = svc.update_extracted(payload)
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return success(data=result, msg="更新成功")
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except Exception as e:
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api_logger.error(f"Update config extracted failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "更新配置失败", str(e))
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# --- Forget config params ---
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@router.post("/update_config_forget", response_model=ApiResponse) # 更新遗忘引擎配置参数（固定路径）
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def update_config_forget(
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payload: ConfigUpdateForget,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试更新遗忘引擎配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求更新遗忘引擎配置: {payload.config_id}")
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try:
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svc = DataConfigService(db)
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result = svc.update_forget(payload)
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return success(data=result, msg="更新成功")
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except Exception as e:
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api_logger.error(f"Update config forget failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "更新遗忘引擎配置失败", str(e))
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@router.get("/read_config_extracted", response_model=ApiResponse) # 通过查询参数读取某条配置（固定路径） 没有意义的话就删除
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def read_config_extracted(
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config_id: str,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试读取提取配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求读取提取配置: {config_id}")
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try:
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svc = DataConfigService(db)
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result = svc.get_extracted(ConfigKey(config_id=config_id))
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"Read config extracted failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "查询配置失败", str(e))
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@router.get("/read_config_forget", response_model=ApiResponse) # 通过查询参数读取某条配置（固定路径） 没有意义的话就删除
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def read_config_forget(
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config_id: str,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试读取遗忘引擎配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求读取遗忘引擎配置: {config_id}")
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try:
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svc = DataConfigService(db)
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result = svc.get_forget(ConfigKey(config_id=config_id))
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"Read config forget failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "查询遗忘引擎配置失败", str(e))
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@router.get("/read_all_config", response_model=ApiResponse) # 读取所有配置文件列表
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def read_all_config(
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> dict:
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workspace_id = current_user.current_workspace_id
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# 检查用户是否已选择工作空间
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if workspace_id is None:
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api_logger.warning(f"用户 {current_user.username} 尝试查询配置但未选择工作空间")
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return fail(BizCode.INVALID_PARAMETER, "请先切换到一个工作空间", "current_workspace_id is None")
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api_logger.info(f"用户 {current_user.username} 在工作空间 {workspace_id} 请求读取所有配置")
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try:
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svc = DataConfigService(db)
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# 传递 workspace_id 进行过滤（保持为 UUID 类型）
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result = svc.get_all(workspace_id=workspace_id)
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"Read all config failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "查询所有配置失败", str(e))
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@router.post("/pilot_run", response_model=None)
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async def pilot_run(
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payload: ConfigPilotRun,
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current_user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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) -> StreamingResponse:
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api_logger.info(
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f"Pilot run requested: config_id={payload.config_id}, "
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f"dialogue_text_length={len(payload.dialogue_text)}"
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)
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svc = DataConfigService(db)
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return StreamingResponse(
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svc.pilot_run_stream(payload),
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media_type="text/event-stream",
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headers={
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"Cache-Control": "no-cache",
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"Connection": "keep-alive",
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"X-Accel-Buffering": "no",
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},
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)
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"""
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以下为搜索与分析接口，直接挂载到同一 router，统一响应为 ApiResponse。
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"""
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@router.get("/search/kb_type_distribution", response_model=ApiResponse)
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async def get_kb_type_distribution(
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end_user_id: Optional[str] = None,
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current_user: User = Depends(get_current_user),
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) -> dict:
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api_logger.info(f"KB type distribution requested for end_user_id: {end_user_id}")
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try:
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result = await kb_type_distribution(end_user_id)
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"KB type distribution failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "知识库类型分布查询失败", str(e))
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@router.get("/search/dialogue", response_model=ApiResponse)
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async def search_dialogues_num(
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end_user_id: Optional[str] = None,
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current_user: User = Depends(get_current_user),
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) -> dict:
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api_logger.info(f"Search dialogue requested for end_user_id: {end_user_id}")
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try:
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result = await search_dialogue(end_user_id)
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"Search dialogue failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "对话查询失败", str(e))
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@router.get("/search/chunk", response_model=ApiResponse)
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async def search_chunks_num(
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end_user_id: Optional[str] = None,
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current_user: User = Depends(get_current_user),
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) -> dict:
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api_logger.info(f"Search chunk requested for end_user_id: {end_user_id}")
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try:
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result = await search_chunk(end_user_id)
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"Search chunk failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "分块查询失败", str(e))
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@router.get("/search/statement", response_model=ApiResponse)
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async def search_statements_num(
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end_user_id: Optional[str] = None,
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current_user: User = Depends(get_current_user),
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) -> dict:
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api_logger.info(f"Search statement requested for end_user_id: {end_user_id}")
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try:
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result = await search_statement(end_user_id)
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return success(data=result, msg="查询成功")
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except Exception as e:
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api_logger.error(f"Search statement failed: {str(e)}")
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return fail(BizCode.INTERNAL_ERROR, "语句查询失败", str(e))
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@router.get("/search/entity", response_model=ApiResponse)
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async def search_entities_num(
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end_user_id: Optional[str] = None,
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current_user: User = Depends(get_current_user),
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) -> dict:
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api_logger.info(f"Search entity requested for end_user_id: {end_user_id}")
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try:
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result = await search_entity(end_user_id)
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return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Search entity failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "实体查询失败", str(e))
|
||
|
||
|
||
@router.get("/search", response_model=ApiResponse)
|
||
async def search_all_num(
|
||
end_user_id: Optional[str] = None,
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info(f"Search all requested for end_user_id: {end_user_id}")
|
||
try:
|
||
result = await search_all(end_user_id)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Search all failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "全部查询失败", str(e))
|
||
|
||
|
||
@router.get("/search/detials", response_model=ApiResponse)
|
||
async def search_entities_detials(
|
||
end_user_id: Optional[str] = None,
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info(f"Search details requested for end_user_id: {end_user_id}")
|
||
try:
|
||
result = await search_detials(end_user_id)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Search details failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "详情查询失败", str(e))
|
||
|
||
|
||
@router.get("/search/edges", response_model=ApiResponse)
|
||
async def search_entity_edges(
|
||
end_user_id: Optional[str] = None,
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info(f"Search edges requested for end_user_id: {end_user_id}")
|
||
try:
|
||
result = await search_edges(end_user_id)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Search edges failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "边查询失败", str(e))
|
||
|
||
@router.get("/search/entity_graph", response_model=ApiResponse)
|
||
async def search_for_entity_graph(
|
||
end_user_id: Optional[str] = None,
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
"""
|
||
搜索所有实体之间的关系网络
|
||
"""
|
||
api_logger.info(f"Search entity graph requested for end_user_id: {end_user_id}")
|
||
try:
|
||
result = await search_entity_graph(end_user_id)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Search entity graph failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "实体图查询失败", str(e))
|
||
|
||
|
||
@router.get("/analytics/hot_memory_tags", response_model=ApiResponse)
|
||
async def get_hot_memory_tags_api(
|
||
limit: int = 10,
|
||
db: Session = Depends(get_db),
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info(f"Hot memory tags requested for current_user: {current_user.id}")
|
||
try:
|
||
result = await analytics_hot_memory_tags(db, current_user, limit)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Hot memory tags failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "热门标签查询失败", str(e))
|
||
|
||
|
||
@router.get("/analytics/memory_insight/report", response_model=ApiResponse)
|
||
async def get_memory_insight_report_api(
|
||
end_user_id: Optional[str] = None,
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info(f"Memory insight report requested for end_user_id: {end_user_id}")
|
||
try:
|
||
result = await analytics_memory_insight_report(end_user_id)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Memory insight report failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "记忆洞察报告生成失败", str(e))
|
||
|
||
|
||
@router.get("/analytics/recent_activity_stats", response_model=ApiResponse)
|
||
async def get_recent_activity_stats_api(
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info("Recent activity stats requested")
|
||
try:
|
||
result = await analytics_recent_activity_stats()
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"Recent activity stats failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "最近活动统计失败", str(e))
|
||
|
||
|
||
@router.get("/analytics/user_summary", response_model=ApiResponse)
|
||
async def get_user_summary_api(
|
||
end_user_id: Optional[str] = None,
|
||
current_user: User = Depends(get_current_user),
|
||
) -> dict:
|
||
api_logger.info(f"User summary requested for end_user_id: {end_user_id}")
|
||
try:
|
||
result = await analytics_user_summary(end_user_id)
|
||
return success(data=result, msg="查询成功")
|
||
except Exception as e:
|
||
api_logger.error(f"User summary failed: {str(e)}")
|
||
return fail(BizCode.INTERNAL_ERROR, "用户摘要生成失败", str(e))
|
||
|
||
|
||
@router.get("/self_reflexion")
|
||
async def self_reflexion_endpoint(host_id: uuid.UUID) -> str:
|
||
"""
|
||
自我反思接口，自动对检索出的信息进行自我反思并返回自我反思结果。
|
||
|
||
Args:
|
||
None
|
||
Returns:
|
||
自我反思结果。
|
||
"""
|
||
return await self_reflexion(host_id)
|