Add app\models\extraction.py
Browse files- app//models//extraction.py +130 -0
app//models//extraction.py
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from datetime import datetime
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from typing import Optional, Dict, Any, TYPE_CHECKING
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import enum
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from sqlalchemy import (
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String,
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Integer,
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DateTime,
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ForeignKey,
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Text,
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Enum,
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Index,
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JSON # FIX: Reviewer 1 #30 - Native JSON support
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)
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from sqlalchemy.orm import Mapped, mapped_column, relationship
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from sqlalchemy.sql import func
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from app.models.base import Base
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if TYPE_CHECKING:
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from app.models.paper import Paper
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from app.models.user import User
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class ExtractionStatus(str, enum.Enum):
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"""State machine for extraction job lifecycle."""
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QUEUED = "queued"
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PROCESSING = "processing"
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COMPLETED = "completed"
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FAILED = "failed"
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class Extraction(Base):
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"""
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Stores structured AI extractions from research papers.
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System Role:
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- Provides a native JSON data store for multi-dimensional research metadata.
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- Orchestrates async AI tasks via status-tracking and job_id.
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"""
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__tablename__ = "extractions"
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# ------------------------------------------------------------------
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# Identifiers & Ownership
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# ------------------------------------------------------------------
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id: Mapped[int] = mapped_column(Integer, primary_key=True)
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paper_id: Mapped[int] = mapped_column(
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Integer,
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ForeignKey("papers.id", ondelete="CASCADE"),
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nullable=False,
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)
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user_id: Mapped[Optional[int]] = mapped_column(
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Integer,
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ForeignKey("users.id", ondelete="SET NULL"),
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nullable=True,
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)
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# ------------------------------------------------------------------
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# Job Coordination
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# ------------------------------------------------------------------
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job_id: Mapped[str] = mapped_column(
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String(100),
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unique=True,
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nullable=False,
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index=True
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)
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status: Mapped[ExtractionStatus] = mapped_column(
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Enum(ExtractionStatus, name="extraction_status"),
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default=ExtractionStatus.QUEUED,
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server_default="queued",
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)
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error_message: Mapped[Optional[str]] = mapped_column(Text)
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# ------------------------------------------------------------------
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# Native JSON Storage (FIX: Reviewer 1 #30)
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# ------------------------------------------------------------------
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# PICO is now a structured dictionary for native DB-level querying
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pico_data: Mapped[Optional[Dict[str, Any]]] = mapped_column(
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JSON,
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nullable=True,
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comment="Structured PICO (Population, Intervention, Comparison, Outcome)"
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)
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# Risk-of-Bias (RoB) assessment
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risk_of_bias: Mapped[Optional[Dict[str, Any]]] = mapped_column(
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JSON,
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nullable=True,
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comment="Native JSON structure for domain-specific bias metrics"
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)
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# ------------------------------------------------------------------
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# Audit & Metadata
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# ------------------------------------------------------------------
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model_version: Mapped[str] = mapped_column(
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String(50),
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default="llama-3.1-70b",
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server_default="llama-3.1-70b",
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)
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created_at: Mapped[datetime] = mapped_column(
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DateTime(timezone=True),
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server_default=func.now(),
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)
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updated_at: Mapped[datetime] = mapped_column(
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DateTime(timezone=True),
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server_default=func.now(),
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onupdate=func.now(),
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)
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completed_at: Mapped[Optional[datetime]] = mapped_column(
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DateTime(timezone=True)
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)
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# ------------------------------------------------------------------
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# Relationships
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# ------------------------------------------------------------------
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paper: Mapped["Paper"] = relationship("Paper", lazy="joined")
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user: Mapped[Optional["User"]] = relationship("User", lazy="select")
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# ------------------------------------------------------------------
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# Representation
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# ------------------------------------------------------------------
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def __repr__(self) -> str:
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return f"<Extraction(job_id={self.job_id}, status={self.status})>"
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