Empathy-Label / models.py
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Deploy current annotation tool to HF Spaces
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"""SQLAlchemy models for the Annotation Management System."""
import json
from datetime import datetime, timezone
from flask_sqlalchemy import SQLAlchemy
db = SQLAlchemy()
class User(db.Model):
__tablename__ = 'users'
id = db.Column(db.Integer, primary_key=True)
username = db.Column(db.String(80), unique=True, nullable=False)
password_hash = db.Column(db.String(128), nullable=False)
role = db.Column(db.String(20), nullable=False, default='annotator') # 'admin' or 'annotator'
created_at = db.Column(db.DateTime, default=lambda: datetime.now(timezone.utc))
assignments = db.relationship('Assignment', backref='user', lazy=True, cascade='all, delete-orphan')
def to_dict(self):
return {
'id': self.id,
'username': self.username,
'role': self.role,
'created_at': self.created_at.isoformat() if self.created_at else None,
}
class CsvFile(db.Model):
__tablename__ = 'csv_files'
id = db.Column(db.Integer, primary_key=True)
filename = db.Column(db.String(255), unique=True, nullable=False)
filepath = db.Column(db.String(512), nullable=False)
total_samples = db.Column(db.Integer, default=0)
created_at = db.Column(db.DateTime, default=lambda: datetime.now(timezone.utc))
assignments = db.relationship('Assignment', backref='csv_file', lazy=True, cascade='all, delete-orphan')
def to_dict(self):
return {
'id': self.id,
'filename': self.filename,
'total_samples': self.total_samples,
'created_at': self.created_at.isoformat() if self.created_at else None,
}
class Assignment(db.Model):
__tablename__ = 'assignments'
id = db.Column(db.Integer, primary_key=True)
user_id = db.Column(db.Integer, db.ForeignKey('users.id'), nullable=False)
file_id = db.Column(db.Integer, db.ForeignKey('csv_files.id'), nullable=False)
assigned_at = db.Column(db.DateTime, default=lambda: datetime.now(timezone.utc))
reviews = db.relationship('Review', backref='assignment', lazy=True, cascade='all, delete-orphan')
annotation_history = db.relationship(
'AnnotationHistory', backref='assignment', lazy=True, cascade='all, delete-orphan'
)
# Prevent duplicate assignments
__table_args__ = (db.UniqueConstraint('user_id', 'file_id', name='uq_user_file'),)
def to_dict(self):
reviewed_count = Review.query.filter_by(assignment_id=self.id).count()
total = self.csv_file.total_samples if self.csv_file else 0
return {
'id': self.id,
'user_id': self.user_id,
'username': self.user.username if self.user else None,
'file_id': self.file_id,
'filename': self.csv_file.filename if self.csv_file else None,
'total_samples': total,
'reviewed_count': reviewed_count,
'progress': round((reviewed_count / total * 100), 1) if total > 0 else 0,
'assigned_at': self.assigned_at.isoformat() if self.assigned_at else None,
}
class Review(db.Model):
__tablename__ = 'reviews'
id = db.Column(db.Integer, primary_key=True)
assignment_id = db.Column(db.Integer, db.ForeignKey('assignments.id'), nullable=False)
sample_index = db.Column(db.Integer, nullable=False)
status = db.Column(db.String(20), nullable=False) # 'accept' or 'reject'
comment = db.Column(db.Text, default='')
# JSON string storing annotator-edited annotation data (emotion/distortions/empathy)
annotations_edit = db.Column(db.Text, default=None)
reviewed_at = db.Column(db.DateTime, default=lambda: datetime.now(timezone.utc))
# One review per sample per assignment
__table_args__ = (db.UniqueConstraint('assignment_id', 'sample_index', name='uq_assignment_sample'),)
def to_dict(self):
return {
'id': self.id,
'assignment_id': self.assignment_id,
'sample_index': self.sample_index,
'status': self.status,
'comment': self.comment,
'annotations_edit': self.annotations_edit, # raw JSON string
'reviewed_at': self.reviewed_at.isoformat() if self.reviewed_at else None,
}
class AnnotationHistory(db.Model):
"""Immutable snapshots created whenever an annotation is changed."""
__tablename__ = 'annotation_history'
id = db.Column(db.Integer, primary_key=True)
assignment_id = db.Column(db.Integer, db.ForeignKey('assignments.id'), nullable=False)
sample_index = db.Column(db.Integer, nullable=False)
annotations_json = db.Column(db.Text, nullable=False)
edited_by = db.Column(db.String(80), nullable=False)
created_at = db.Column(db.DateTime, default=lambda: datetime.now(timezone.utc), nullable=False)
__table_args__ = (
db.Index(
'ix_annotation_history_lookup',
'assignment_id', 'sample_index', 'created_at',
),
)
def to_dict(self):
try:
annotations = json.loads(self.annotations_json)
except (TypeError, json.JSONDecodeError):
annotations = None
created_at = self.created_at
if created_at and created_at.tzinfo is None:
created_at = created_at.replace(tzinfo=timezone.utc)
return {
'id': self.id,
'assignment_id': self.assignment_id,
'sample_index': self.sample_index,
'annotations': annotations,
'edited_by': self.edited_by,
'created_at': created_at.isoformat() if created_at else None,
}