feat:客户agent以及记忆模块功能开发
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"""biz_work_order 工单表 ORM 模型。"""
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from __future__ import annotations
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from datetime import datetime
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from typing import Any
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from sqlalchemy import BigInteger, DateTime, JSON, String, func
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from sqlalchemy.orm import Mapped, mapped_column
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from model.base import Base
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class BizWorkOrder(Base):
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"""客户工单状态记录。"""
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__tablename__ = "biz_work_order"
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__table_args__ = {"comment": "通用业务工单表"}
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id: Mapped[int] = mapped_column(BigInteger, primary_key=True, autoincrement=True)
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work_order_no: Mapped[str] = mapped_column(String(32), nullable=False)
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order_type: Mapped[str] = mapped_column(String(32), nullable=False)
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sub_type: Mapped[str | None] = mapped_column(String(32), nullable=True)
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customer_id: Mapped[int | None] = mapped_column(BigInteger, nullable=True)
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submitter_id: Mapped[int | None] = mapped_column(BigInteger, nullable=True)
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handler_id: Mapped[int | None] = mapped_column(BigInteger, nullable=True)
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current_node: Mapped[str] = mapped_column(String(32), nullable=False)
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priority: Mapped[str] = mapped_column(String(8), nullable=False)
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status: Mapped[str] = mapped_column(String(16), nullable=False)
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biz_content: Mapped[dict[str, Any] | None] = mapped_column(JSON, nullable=True)
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create_time: Mapped[datetime] = mapped_column(
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DateTime, server_default=func.now(), nullable=False
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)
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update_time: Mapped[datetime] = mapped_column(
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DateTime, server_default=func.now(), onupdate=func.now(), nullable=False
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)
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"""conversation_archive 会话归档表 ORM 模型。"""
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from __future__ import annotations
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from datetime import datetime
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from typing import Any
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from sqlalchemy import BigInteger, DateTime, Index, JSON, String, Text, UniqueConstraint, func
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from sqlalchemy.orm import Mapped, mapped_column
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from model.base import Base
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class ConversationArchive(Base):
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"""客服会话消息归档记录。"""
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__tablename__ = "conversation_archive"
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__table_args__ = (
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UniqueConstraint("session_id", "message_id", name="uk_session_message"),
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Index("idx_session", "session_id"),
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Index("idx_user_time", "user_id", "create_time"),
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Index("idx_agent", "agent_type"),
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Index("idx_agent_run", "agent_run_id"),
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{"comment": "会话归档表(审计回溯 + Agent 持续学习素材)"},
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)
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id: Mapped[int] = mapped_column(BigInteger, primary_key=True, autoincrement=True)
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session_id: Mapped[str] = mapped_column(String(64), nullable=False)
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customer_id: Mapped[int | None] = mapped_column(BigInteger, nullable=True)
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user_id: Mapped[int] = mapped_column(BigInteger, nullable=False)
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agent_type: Mapped[str] = mapped_column(String(32), nullable=False)
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role: Mapped[str] = mapped_column(String(16), nullable=False)
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content: Mapped[str | None] = mapped_column(Text, nullable=True)
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tool_calls: Mapped[list[dict[str, Any]] | None] = mapped_column(JSON, nullable=True)
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message_id: Mapped[str] = mapped_column(String(64), nullable=False)
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agent_run_id: Mapped[str | None] = mapped_column(String(64), nullable=True)
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trace_id: Mapped[str | None] = mapped_column(String(64), nullable=True)
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create_time: Mapped[datetime] = mapped_column(
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DateTime, server_default=func.now(), nullable=False
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)
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"""customer_relation 客户-投顾关系表 ORM 模型。"""
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from __future__ import annotations
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from datetime import datetime
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from sqlalchemy import BigInteger, DateTime, String
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from sqlalchemy.orm import Mapped, mapped_column
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from model.base import Base
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class CustomerRelation(Base):
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"""客户与投顾的当前或历史关系。"""
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__tablename__ = "customer_relation"
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__table_args__ = {"comment": "客户-投顾关系表"}
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id: Mapped[int] = mapped_column(BigInteger, primary_key=True, autoincrement=True)
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customer_id: Mapped[int] = mapped_column(BigInteger, nullable=False)
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advisor_id: Mapped[int] = mapped_column(BigInteger, nullable=False)
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assign_time: Mapped[datetime] = mapped_column(DateTime, nullable=False)
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signed_time: Mapped[datetime | None] = mapped_column(DateTime)
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end_time: Mapped[datetime | None] = mapped_column(DateTime)
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status: Mapped[str] = mapped_column(String(16), nullable=False)
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reason: Mapped[str | None] = mapped_column(String(128))
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"""memory_unit 客户长期记忆主体表 ORM 模型。"""
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from __future__ import annotations
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from datetime import datetime
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from decimal import Decimal
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from typing import Any
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from sqlalchemy import BigInteger, DateTime, Integer, JSON, Numeric, String, Text, func
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from sqlalchemy.orm import Mapped, mapped_column
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from model.base import Base
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class MemoryUnit(Base):
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"""客户长期记忆主体,向量和关系索引保存在外部库。"""
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__tablename__ = "memory_unit"
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__table_args__ = {"comment": "客户长期记忆主体表"}
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id: Mapped[int] = mapped_column(BigInteger, primary_key=True, autoincrement=True)
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customer_id: Mapped[int] = mapped_column(BigInteger, nullable=False)
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session_id: Mapped[str | None] = mapped_column(String(64))
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agent_run_id: Mapped[str | None] = mapped_column(String(64))
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memory_type: Mapped[str] = mapped_column(String(32), nullable=False)
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tag: Mapped[str] = mapped_column(String(64), nullable=False)
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content: Mapped[str] = mapped_column(String(512), nullable=False)
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info_type: Mapped[str] = mapped_column(String(8), nullable=False)
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source: Mapped[str] = mapped_column(String(32), nullable=False)
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evidence_ref: Mapped[list[dict[str, Any]] | None] = mapped_column(JSON)
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source_confidence: Mapped[Decimal] = mapped_column(Numeric(5, 2), server_default="0.20")
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confidence: Mapped[Decimal] = mapped_column(Numeric(5, 2), server_default="0.20")
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historical_accuracy: Mapped[Decimal] = mapped_column(Numeric(5, 2), server_default="0.50")
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confidence_version: Mapped[str | None] = mapped_column(String(32))
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confidence_reason: Mapped[str | None] = mapped_column(String(255))
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confidence_update_time: Mapped[datetime | None] = mapped_column(DateTime)
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evidence_count: Mapped[int] = mapped_column(Integer, server_default="0")
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conflict_count: Mapped[int] = mapped_column(Integer, server_default="0")
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recall_count: Mapped[int] = mapped_column(Integer, server_default="0")
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memory_version: Mapped[int] = mapped_column(Integer, server_default="1")
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update_time: Mapped[datetime | None] = mapped_column(DateTime)
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last_recall_time: Mapped[datetime | None] = mapped_column(DateTime)
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create_time: Mapped[datetime] = mapped_column(DateTime, server_default=func.now())
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status: Mapped[str] = mapped_column(String(16), server_default="candidate")
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valid_from: Mapped[datetime | None] = mapped_column(DateTime)
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valid_until: Mapped[datetime | None] = mapped_column(DateTime)
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last_verified_at: Mapped[datetime | None] = mapped_column(DateTime)
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milvus_id: Mapped[str | None] = mapped_column(String(128))
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graph_node_id: Mapped[str | None] = mapped_column(String(128))
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milvus_sync_status: Mapped[str] = mapped_column(String(16), server_default="pending")
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neo4j_sync_status: Mapped[str] = mapped_column(String(16), server_default="pending")
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sync_retry_count: Mapped[int] = mapped_column(Integer, server_default="0")
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last_sync_error: Mapped[str | None] = mapped_column(String(500))
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next_retry_at: Mapped[datetime | None] = mapped_column(DateTime)
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last_synced_at: Mapped[datetime | None] = mapped_column(DateTime)
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