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| """ | |
| Scenario Simulator Models — What-if scenario analysis, Monte Carlo simulations, and stress testing. | |
| """ | |
| import uuid | |
| from datetime import datetime | |
| from typing import Optional | |
| from sqlalchemy import String, Boolean, Text, Integer, 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 Simulation(UUIDPrimaryKeyMixin, TimestampMixin, Base): | |
| """What-if scenario simulation definition.""" | |
| __tablename__ = "simulations" | |
| __table_args__ = ( | |
| Index("ix_simulations_user_id", "user_id"), | |
| Index("ix_simulations_name", "name"), | |
| ) | |
| user_id: Mapped[uuid.UUID] = mapped_column( | |
| UUID(as_uuid=True), | |
| ForeignKey("users.id", ondelete="CASCADE"), | |
| nullable=False, | |
| ) | |
| name: Mapped[str] = mapped_column(String(255), nullable=False) | |
| description: Mapped[Optional[str]] = mapped_column(Text, nullable=True) | |
| simulation_type: Mapped[str] = mapped_column(String(50), default="monte_carlo", nullable=False) # monte_carlo, sensitivity, stress_test | |
| parameters: Mapped[dict] = mapped_column(JSONB, default=dict, nullable=False) | |
| run_count: Mapped[int] = mapped_column(Integer, default=0, nullable=False) | |
| last_run_at: Mapped[Optional[datetime]] = mapped_column(nullable=True) | |
| # Relationships | |
| versions: Mapped[list["SimulationVersion"]] = relationship( | |
| back_populates="simulation", cascade="all, delete-orphan", lazy="selectin" | |
| ) | |
| def __repr__(self) -> str: | |
| return f"<Simulation name={self.name} type={self.simulation_type}>" | |
| class SimulationVersion(UUIDPrimaryKeyMixin, Base): | |
| """Historical version snapshot of a scenario simulation.""" | |
| __tablename__ = "simulation_versions" | |
| simulation_id: Mapped[uuid.UUID] = mapped_column( | |
| UUID(as_uuid=True), | |
| ForeignKey("simulations.id", ondelete="CASCADE"), | |
| nullable=False, | |
| ) | |
| version_number: Mapped[int] = mapped_column(Integer, nullable=False) | |
| config_snapshot: Mapped[dict] = mapped_column(JSONB, nullable=False) | |
| results_summary: Mapped[dict] = mapped_column(JSONB, default=dict, nullable=False) | |
| created_at: Mapped[datetime] = mapped_column(server_default="now()", nullable=False) | |
| # Relationships | |
| simulation: Mapped["Simulation"] = relationship(back_populates="versions") | |
| def __repr__(self) -> str: | |
| return f"<SimulationVersion sim={self.simulation_id} v={self.version_number}>" | |