"""
Chat & Agent Models — Conversations, messages, AI memory, and AI insights.
"""

import uuid
from datetime import datetime
from typing import Optional

from sqlalchemy import String, Boolean, Text, Integer, Float, Index, ForeignKey
from sqlalchemy.dialects.postgresql import UUID, JSONB
from sqlalchemy.orm import Mapped, mapped_column, relationship

from app.models.base import Base, TimestampMixin, UUIDPrimaryKeyMixin


class Conversation(UUIDPrimaryKeyMixin, TimestampMixin, Base):
    """Chat conversation history container."""

    __tablename__ = "conversations"
    __table_args__ = (
        Index("ix_conversations_user_id", "user_id"),
        Index("ix_conversations_created_at", "created_at"),
    )

    user_id: Mapped[uuid.UUID] = mapped_column(
        UUID(as_uuid=True),
        ForeignKey("users.id", ondelete="CASCADE"),
        nullable=False,
    )
    title: Mapped[str] = mapped_column(String(255), default="New Chat", nullable=False)
    mode: Mapped[str] = mapped_column(String(50), default="auto", nullable=False)
    is_archived: Mapped[bool] = mapped_column(Boolean, default=False, nullable=False)
    message_count: Mapped[int] = mapped_column(Integer, default=0, nullable=False)
    last_message_at: Mapped[Optional[datetime]] = mapped_column(nullable=True)

    # Relationships
    messages: Mapped[list["Message"]] = relationship(
        back_populates="conversation", cascade="all, delete-orphan", lazy="selectin"
    )

    def __repr__(self) -> str:
        return f"<Conversation id={self.id} title={self.title}>"


class Message(UUIDPrimaryKeyMixin, Base):
    """Chat message in a conversation."""

    __tablename__ = "messages"
    __table_args__ = (
        Index("ix_messages_conversation_id", "conversation_id"),
        Index("ix_messages_created_at", "created_at"),
    )

    conversation_id: Mapped[uuid.UUID] = mapped_column(
        UUID(as_uuid=True),
        ForeignKey("conversations.id", ondelete="CASCADE"),
        nullable=False,
    )
    user_id: Mapped[uuid.UUID] = mapped_column(
        UUID(as_uuid=True),
        ForeignKey("users.id", ondelete="CASCADE"),
        nullable=False,
    )
    role: Mapped[str] = mapped_column(String(20), nullable=False)  # user, assistant, system
    content: Mapped[str] = mapped_column(Text, nullable=False)
    mode: Mapped[Optional[str]] = mapped_column(String(50), nullable=True)
    sources: Mapped[dict] = mapped_column(JSONB, default=list, nullable=False)
    metadata_json: Mapped[dict] = mapped_column(JSONB, default=dict, nullable=False)
    created_at: Mapped[datetime] = mapped_column(
        nullable=False, server_default="now()"
    )

    # Relationships
    conversation: Mapped["Conversation"] = relationship(back_populates="messages")

    def __repr__(self) -> str:
        return f"<Message id={self.id} role={self.role}>"


class UserMemory(UUIDPrimaryKeyMixin, TimestampMixin, Base):
    """Long-term and short-term semantic memory for AI agents."""

    __tablename__ = "user_memory"
    __table_args__ = (
        Index("ix_user_memory_user_id", "user_id"),
        Index("ix_user_memory_layer", "memory_layer"),
        Index("ix_user_memory_type", "memory_type"),
    )

    user_id: Mapped[uuid.UUID] = mapped_column(
        UUID(as_uuid=True),
        ForeignKey("users.id", ondelete="CASCADE"),
        nullable=False,
    )
    memory_layer: Mapped[str] = mapped_column(String(50), nullable=False)
    memory_type: Mapped[str] = mapped_column(String(50), nullable=False)
    content: Mapped[dict] = mapped_column(JSONB, nullable=False)
    embedding: Mapped[Optional[dict]] = mapped_column(JSONB, nullable=True)
    metadata_json: Mapped[dict] = mapped_column(JSONB, default=dict, nullable=False)
    confidence: Mapped[Optional[float]] = mapped_column(Float, nullable=True)
    expires_at: Mapped[Optional[datetime]] = mapped_column(nullable=True)
    access_count: Mapped[int] = mapped_column(Integer, default=0, nullable=False)
    last_accessed: Mapped[Optional[datetime]] = mapped_column(nullable=True)

    def __repr__(self) -> str:
        return f"<UserMemory user_id={self.user_id} layer={self.memory_layer}>"


class AIInsight(UUIDPrimaryKeyMixin, Base):
    """Proactive AI insights generated for workspaces/users."""

    __tablename__ = "ai_insights"
    __table_args__ = (
        Index("ix_ai_insights_user_id", "user_id"),
    )

    user_id: Mapped[uuid.UUID] = mapped_column(
        UUID(as_uuid=True),
        ForeignKey("users.id", ondelete="CASCADE"),
        nullable=False,
    )
    workspace_id: Mapped[Optional[str]] = mapped_column(String(100), nullable=True)
    title: Mapped[str] = mapped_column(String(255), nullable=False)
    description: Mapped[str] = mapped_column(Text, nullable=False)
    insight_type: Mapped[str] = mapped_column(String(50), default="anomaly", nullable=False)
    severity: Mapped[str] = mapped_column(String(20), default="medium", nullable=False)
    metadata_json: Mapped[dict] = mapped_column(JSONB, default=dict, nullable=False)
    created_at: Mapped[datetime] = mapped_column(
        nullable=False, server_default="now()"
    )

    def __repr__(self) -> str:
        return f"<AIInsight title={self.title}>"