class Course(db.Model, RoleMixin):
"""Represents courses."""
__tablename__ = 'course'
id = db.Column(db.Integer(), primary_key=True)
code = db.Column(db.String(20), unique=True)
name = db.Column(db.String(80))
description = db.Column(db.String(255))
class User(db.Model, UserMixin):
"""Represents users."""
id = db.Column(db.Integer, primary_key=True)
email = db.Column(db.String(255), unique=True)
password = db.Column(db.String(255))
active = db.Column(db.Boolean())
confirmed_at = db.Column(db.DateTime())
roles = db.relationship('Course',
secondary=courses_users,
backref=db.backref('users', lazy='dynamic'))
class Action(JsonSerializable, db.Model):
id = db.Column(db.Integer, primary_key=True)
# Can be segmentation, classification or detection:
type = db.Column(db.String(256), index=True)
image_id = db.Column(db.String(256), db.ForeignKey('image.id'))
user_id = db.Column(db.Integer, db.ForeignKey('user.id'))
last_modification = db.Column(
db.DateTime, index=True, default=datetime.utcnow
)
time_spent = db.Column(db.Interval, default=timedelta())
score = db.Column(db.Integer, default=0)
score_pending = db.Column(db.Boolean, default=True)
active = db.Column(db.Boolean, default=True)
def __repr__(self):
return f'<Action user={self.user_id}, image={self.image_id}, score={self.score}>'
class User(JsonSerializable, db.Model):
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(64), index=True, unique=True)
email = db.Column(db.String(128), index=True, nullable=True)
password_hash = db.Column(db.String(128), default="")
created = db.Column(
db.DateTime, index=True, default=datetime.utcnow
)
# Each user should start with a different random image
image_seed = db.Column(db.Integer, default=randint(0, 10_000_000))
admin = db.Column(db.Boolean,
index=False,
unique=False,
nullable=False, default=False)
tested = db.Column(db.Boolean,
index=False,
unique=False,
nullable=False, default=False)
actions = db.relationship('Action', backref='user', lazy='dynamic')
def __repr__(self):
return '<User {}>'.format(self.name)
def set_password(self, password):
self.password_hash = generate_password_hash(password)
def check_password(self, password):
return check_password_hash(self.password_hash, password)
def to_json(self, full=False):
data = super().to_json()
del data['password_hash']
masks = Action.query.filter_by(user=self, type="segmentation").all()
data['segmentation'] = {
'score': 0,
'score_pending': 0,
'n_masks': len(masks)
}
for mask in masks:
if mask.pending:
data['segmentation']['score_pending'] += mask.score
else:
data['segmentation']['score'] += mask.score
return data
class Action(JsonSerializable, db.Model):
id = db.Column(db.Integer, primary_key=True)
# Can be segmentation, classification or detection:
type = db.Column(db.String(64), index=True)
image_id = db.Column(db.String(256), index=True)
user_id = db.Column(db.Integer, db.ForeignKey('user.id'))
last_modification = db.Column(
db.DateTime, index=True, default=datetime.utcnow
)
time_spent = db.Column(db.Interval, default=timedelta())
score = db.Column(db.Integer, default=0)
pending = db.Column(db.Boolean, default=True)
active = db.Column(db.Boolean, default=False)
notes = db.Column(db.String(256), nullable=True)
# Difficulty goes from 1 to 5, 3 is average
difficulty = db.Column(db.Integer, index=True, default=3)
def __repr__(self):
return f'<Action user={self.user_id}, image_id={self.image_id}, score={self.score}>'
class Image(JsonSerializable, db.Model):
id = db.Column(db.String(256), primary_key=True)
actions = db.relationship(
'Action', backref='image', lazy='dynamic'
)
def to_json(self):
data = super().to_json()
data['n_segmentations'] = \
Action.query.filter_by(image=self, type='segmentation').count()
data['n_classifications'] = \
Action.query.filter_by(image=self, type='classification').count()
data['n_detections'] = \
Action.query.filter_by(image=self, type='detection').count()
return data
class Text(db.Model):
id = db.Column(db.Integer, primary_key=True)
content = db.Column(db.String(200))
def __repr__(self):
return '<Text {:r}>'.format(self.content)