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			1615 lines
		
	
	
		
			55 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			1615 lines
		
	
	
		
			55 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
from datetime import datetime, timedelta
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from enum import Enum, IntEnum
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from flask import current_app, url_for
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from flask_hashids import HashidMixin
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from flask_login import UserMixin
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from sqlalchemy.ext.associationproxy import association_proxy
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from time import sleep
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from tqdm import tqdm
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from werkzeug.security import generate_password_hash, check_password_hash
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from werkzeug.utils import secure_filename
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import json
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import jwt
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import os
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import requests
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import secrets
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import shutil
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import xml.etree.ElementTree as ET
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import yaml
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from app import db, hashids, login, mail, socketio
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from app.converters.vrt import normalize_vrt_file
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from app.email import create_message
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##############################################################################
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# enums                                                                      #
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##############################################################################
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# region enums
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class CorpusStatus(IntEnum):
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    UNPREPARED = 1
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    SUBMITTED = 2
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    QUEUED = 3
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    BUILDING = 4
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    BUILT = 5
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    FAILED = 6
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    STARTING_ANALYSIS_SESSION = 7
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    RUNNING_ANALYSIS_SESSION = 8
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    CANCELING_ANALYSIS_SESSION = 9
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class JobStatus(IntEnum):
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    INITIALIZING = 1
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    SUBMITTED = 2
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    QUEUED = 3
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    RUNNING = 4
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    CANCELING = 5
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    CANCELED = 6
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    COMPLETED = 7
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    FAILED = 8
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class Permission(IntEnum):
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    '''
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    Defines User permissions as integers by the power of 2. User permission
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    can be evaluated using the bitwise operator &.
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    '''
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    ADMINISTRATE = 1
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    CONTRIBUTE = 2
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    USE_API = 4
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class UserSettingJobStatusMailNotificationLevel(IntEnum):
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    NONE = 1
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    END = 2
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    ALL = 3
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class ProfilePrivacySettings(IntEnum):
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    SHOW_EMAIL = 1
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    SHOW_LAST_SEEN = 2
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    SHOW_MEMBER_SINCE = 4
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class CorpusFollowerPermission(IntEnum):
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    VIEW = 1
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    CONTRIBUTE = 2
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    ADMINISTRATE = 4
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# endregion enums
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##############################################################################
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# mixins                                                                     #
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##############################################################################
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# region mixins
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class FileMixin:
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    '''
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    Mixin for db.Model classes. All file related models should use this.
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    '''
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    creation_date = db.Column(db.DateTime, default=datetime.utcnow)
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    filename = db.Column(db.String(255))
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    mimetype = db.Column(db.String(255))
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    def file_mixin_to_json_serializeable(self, backrefs=False, relationships=False):
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        return {
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            'creation_date': f'{self.creation_date.isoformat()}Z',
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            'filename': self.filename,
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            'mimetype': self.mimetype
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        }
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    @classmethod
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    def create(cls, file_storage, **kwargs):
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        filename = kwargs.pop('filename', file_storage.filename)
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        mimetype = kwargs.pop('mimetype', file_storage.mimetype)
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        obj = cls(
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            filename=secure_filename(filename),
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            mimetype=mimetype,
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            **kwargs
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        )
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        db.session.add(obj)
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        db.session.flush(objects=[obj])
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        db.session.refresh(obj)
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        try:
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            file_storage.save(obj.path)
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        except (AttributeError, OSError) as e:
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            current_app.logger.error(e)
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            db.session.rollback()
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            raise e
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        return obj
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# endregion mixins
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##############################################################################
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# type_decorators                                                            #
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##############################################################################
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# region type_decorators
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class IntEnumColumn(db.TypeDecorator):
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    impl = db.Integer
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    def __init__(self, enum_type, *args, **kwargs):
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        super().__init__(*args, **kwargs)
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        self.enum_type = enum_type
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    def process_bind_param(self, value, dialect):
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        if isinstance(value, self.enum_type) and isinstance(value.value, int):
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            return value.value
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        elif isinstance(value, int):
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            return self.enum_type(value).value
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        elif isinstance(value, str):
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            return self.enum_type[value].value
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        else:
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            return TypeError()
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    def process_result_value(self, value, dialect):
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        return self.enum_type(value)
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class ContainerColumn(db.TypeDecorator):
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    impl = db.String
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    def __init__(self, container_type, *args, **kwargs):
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        super().__init__(*args, **kwargs)
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        self.container_type = container_type
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    def process_bind_param(self, value, dialect):
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        if isinstance(value, self.container_type):
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            return json.dumps(value)
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        elif isinstance(value, str) and isinstance(json.loads(value), self.container_type):
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            return value
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        else:
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            return TypeError()
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    def process_result_value(self, value, dialect):
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        return json.loads(value)
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# endregion type_decorators
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##############################################################################
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# Models                                                                     #
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##############################################################################
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# region models
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class Role(HashidMixin, db.Model):
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    __tablename__ = 'roles'
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    # Primary key
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    id = db.Column(db.Integer, primary_key=True)
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    # Fields
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    name = db.Column(db.String(64), unique=True)
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    default = db.Column(db.Boolean, default=False, index=True)
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    permissions = db.Column(db.Integer, default=0)
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    # Relationships
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    users = db.relationship('User', back_populates='role', lazy='dynamic')
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    def __repr__(self):
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        return f'<Role {self.name}>'
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    def add_permission(self, permission):
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        if not self.has_permission(permission):
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            self.permissions += permission
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    def has_permission(self, permission):
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        return self.permissions & permission == permission
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    def remove_permission(self, permission):
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        if self.has_permission(permission):
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            self.permissions -= permission
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    def reset_permissions(self):
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        self.permissions = 0
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    def to_json_serializeable(self, backrefs=False, relationships=False):
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        json_serializeable = {
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            'id': self.hashid,
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            'default': self.default,
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            'name': self.name,
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            'permissions': [
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                x.name for x in Permission
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                if self.has_permission(x.value)
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            ]
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        }
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        if backrefs:
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            pass
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        if relationships:
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            json_serializeable['users'] = {
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                x.hashid: x.to_json_serializeable(relationships=True)
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                for x in self.users
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            }
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        return json_serializeable
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    @staticmethod
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    def insert_defaults():
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        roles = {
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            'User': [],
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            'API user': [Permission.USE_API],
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            'Contributor': [Permission.CONTRIBUTE],
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            'Administrator': [
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                Permission.ADMINISTRATE,
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                Permission.CONTRIBUTE,
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                Permission.USE_API
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            ],
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            'System user': []
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        }
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        default_role_name = 'User'
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        for role_name, permissions in roles.items():
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            role = Role.query.filter_by(name=role_name).first()
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            if role is None:
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                role = Role(name=role_name)
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            role.reset_permissions()
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            for permission in permissions:
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                role.add_permission(permission)
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            role.default = role.name == default_role_name
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            db.session.add(role)
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        db.session.commit()
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class Token(db.Model):
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    __tablename__ = 'tokens'
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    # Primary key
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    id = db.Column(db.Integer, primary_key=True)
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    # Foreign keys
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    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
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    # Fields
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    access_token = db.Column(db.String(64), index=True)
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    access_expiration = db.Column(db.DateTime)
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    refresh_token = db.Column(db.String(64), index=True)
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    refresh_expiration = db.Column(db.DateTime)
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    # Relationships
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    user = db.relationship('User', back_populates='tokens')
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    def expire(self):
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        self.access_expiration = datetime.utcnow()
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        self.refresh_expiration = datetime.utcnow()
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    def to_json_serializeable(self, backrefs=False, relationships=False):
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        json_serializeable = {
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            'id': self.hashid,
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            'access_token': self.access_token,
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            'access_expiration': (
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                None if self.access_expiration is None
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                else f'{self.access_expiration.isoformat()}Z'
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            ),
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            'refresh_token': self.refresh_token,
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            'refresh_expiration': (
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                None if self.refresh_expiration is None
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                else f'{self.refresh_expiration.isoformat()}Z'
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            )
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        }
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        if backrefs:
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            json_serializeable['user'] = \
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                self.user.to_json_serializeable(backrefs=True)
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        if relationships:
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            pass
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        return json_serializeable
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    @staticmethod
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    def clean():
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        """Remove any tokens that have been expired for more than a day."""
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        yesterday = datetime.utcnow() - timedelta(days=1)
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        Token.query.filter(Token.refresh_expiration < yesterday).delete()
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class Avatar(HashidMixin, FileMixin, db.Model):
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    __tablename__ = 'avatars'
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    # Primary key
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    id = db.Column(db.Integer, primary_key=True)
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    # Foreign keys
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    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
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    # Relationships
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    user = db.relationship('User', back_populates='avatar')
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    @property
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    def path(self):
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        return os.path.join(self.user.path, 'avatar')
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    def delete(self):
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						|
        try:
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            os.remove(self.path)
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        except OSError as e:
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            current_app.logger.error(e)
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        db.session.delete(self)
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    def to_json_serializeable(self, backrefs=False, relationships=False):
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        json_serializeable = {
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            'id': self.hashid,
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            **self.file_mixin_to_json_serializeable()
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        }
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						|
        if backrefs:
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            json_serializeable['user'] = \
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                self.user.to_json_serializeable(backrefs=True)
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        if relationships:
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            pass
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        return json_serializeable
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class CorpusFollowerAssociation(HashidMixin, db.Model):
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    __tablename__ = 'corpus_follower_associations'
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    # Primary key
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    id = db.Column(db.Integer, primary_key=True)
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    # Foreign keys
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    corpus_id = db.Column(db.Integer, db.ForeignKey('corpora.id'))
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						|
    follower_id = db.Column(db.Integer, db.ForeignKey('users.id'))
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    # Fields
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						|
    permissions = db.Column(db.Integer, default=0, nullable=False)
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    # Relationships
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    corpus = db.relationship('Corpus', back_populates='corpus_follower_associations')
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    follower = db.relationship('User', back_populates='corpus_follower_associations')
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    def __repr__(self):
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        return f'<CorpusFollowerAssociation {self.follower.__repr__()} ~ {self.corpus.__repr__()}>'
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    def has_permission(self, permission: CorpusFollowerPermission):
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        return self.permissions & permission.value == permission.value
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						|
    
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    def add_permission(self, permission: CorpusFollowerPermission):
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						|
        if not self.has_permission(permission):
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            self.permissions += permission.value
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						|
    
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    def remove_permission(self, permission: CorpusFollowerPermission):
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						|
        if self.has_permission(permission):
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            self.permissions -= permission.value
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 | 
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    def to_json_serializeable(self, backrefs=False, relationships=False):
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        json_serializeable = {
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            'id': self.hashid,
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            'permissions': [
 | 
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                x.name for x in CorpusFollowerPermission
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                if self.has_permission(x)
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            ],
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            'corpus': self.corpus.to_json_serializeable(),
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						|
            'follower': self.follower.to_json_serializeable()
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						|
        }
 | 
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        if backrefs:
 | 
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            json_serializeable['corpus'] = \
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                self.corpus.to_json_serializeable(backrefs=True)
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            json_serializeable['follower'] = \
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                self.follower.to_json_serializeable(backrefs=True)
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						|
        if relationships:
 | 
						|
            pass
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						|
        return json_serializeable
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						|
 | 
						|
 | 
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class User(HashidMixin, UserMixin, db.Model):
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    __tablename__ = 'users'
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						|
    # Primary key
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    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    role_id = db.Column(db.Integer, db.ForeignKey('roles.id'))
 | 
						|
    # Fields
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						|
    email = db.Column(db.String(254), index=True, unique=True)
 | 
						|
    username = db.Column(db.String(64), index=True, unique=True)
 | 
						|
    password_hash = db.Column(db.String(128))
 | 
						|
    confirmed = db.Column(db.Boolean, default=False)
 | 
						|
    member_since = db.Column(db.DateTime(), default=datetime.utcnow)
 | 
						|
    setting_job_status_mail_notification_level = db.Column(
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        IntEnumColumn(UserSettingJobStatusMailNotificationLevel),
 | 
						|
        default=UserSettingJobStatusMailNotificationLevel.END
 | 
						|
    )
 | 
						|
    last_seen = db.Column(db.DateTime())
 | 
						|
    full_name = db.Column(db.String(64))
 | 
						|
    about_me = db.Column(db.String(256))
 | 
						|
    location = db.Column(db.String(64))
 | 
						|
    website = db.Column(db.String(128))
 | 
						|
    organization = db.Column(db.String(128))
 | 
						|
    is_public = db.Column(db.Boolean, default=False)
 | 
						|
    profile_privacy_settings = db.Column(db.Integer(), default=0)
 | 
						|
    # Relationships
 | 
						|
    avatar = db.relationship(
 | 
						|
        'Avatar',
 | 
						|
        back_populates='user',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        uselist=False
 | 
						|
    )
 | 
						|
    corpora = db.relationship(
 | 
						|
        'Corpus',
 | 
						|
        back_populates='user',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    corpus_follower_associations = db.relationship(
 | 
						|
        'CorpusFollowerAssociation',
 | 
						|
        back_populates='follower',
 | 
						|
        cascade='all, delete-orphan'
 | 
						|
    )
 | 
						|
    followed_corpora = association_proxy(
 | 
						|
        'corpus_follower_associations',
 | 
						|
        'corpus',
 | 
						|
        creator=lambda c: CorpusFollowerAssociation(corpus=c)
 | 
						|
    )
 | 
						|
    jobs = db.relationship(
 | 
						|
        'Job',
 | 
						|
        back_populates='user',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    role = db.relationship(
 | 
						|
        'Role',
 | 
						|
        back_populates='users'
 | 
						|
    )
 | 
						|
    spacy_nlp_pipeline_models = db.relationship(
 | 
						|
        'SpaCyNLPPipelineModel',
 | 
						|
        back_populates='user',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    tesseract_ocr_pipeline_models = db.relationship(
 | 
						|
        'TesseractOCRPipelineModel',
 | 
						|
        back_populates='user',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    tokens = db.relationship(
 | 
						|
        'Token',
 | 
						|
        back_populates='user',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    
 | 
						|
    def __init__(self, **kwargs):
 | 
						|
        super().__init__(**kwargs)
 | 
						|
        if self.role is not None:
 | 
						|
            return
 | 
						|
        if self.email == current_app.config['NOPAQUE_ADMIN']:
 | 
						|
            self.role = Role.query.filter_by(name='Administrator').first()
 | 
						|
        else:
 | 
						|
            self.role = Role.query.filter_by(default=True).first()
 | 
						|
 | 
						|
    def __repr__(self):
 | 
						|
        return f'<User {self.username}>'
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'/users/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def password(self):
 | 
						|
        raise AttributeError('password is not a readable attribute')
 | 
						|
 | 
						|
    @password.setter
 | 
						|
    def password(self, password):
 | 
						|
        self.password_hash = generate_password_hash(password)
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(
 | 
						|
            current_app.config.get('NOPAQUE_DATA_DIR'), 'users', str(self.id))
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def create(**kwargs):
 | 
						|
        user = User(**kwargs)
 | 
						|
        db.session.add(user)
 | 
						|
        db.session.flush(objects=[user])
 | 
						|
        db.session.refresh(user)
 | 
						|
        try:
 | 
						|
            os.mkdir(user.path)
 | 
						|
            os.mkdir(os.path.join(user.path, 'spacy_nlp_pipeline_models'))
 | 
						|
            os.mkdir(os.path.join(user.path, 'tesseract_ocr_pipeline_models'))
 | 
						|
            os.mkdir(os.path.join(user.path, 'corpora'))
 | 
						|
            os.mkdir(os.path.join(user.path, 'jobs'))
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
            db.session.rollback()
 | 
						|
            raise e
 | 
						|
        return user
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def insert_defaults():
 | 
						|
        nopaque_user = User.query.filter_by(username='nopaque').first()
 | 
						|
        system_user_role = Role.query.filter_by(name='System user').first()
 | 
						|
        if nopaque_user is None:
 | 
						|
            nopaque_user = User.create(
 | 
						|
                username='nopaque',
 | 
						|
                role=system_user_role
 | 
						|
            )
 | 
						|
            db.session.add(nopaque_user)
 | 
						|
        elif nopaque_user.role != system_user_role:
 | 
						|
            nopaque_user.role = system_user_role
 | 
						|
        db.session.commit()
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def reset_password(token, new_password):
 | 
						|
        try:
 | 
						|
            payload = jwt.decode(
 | 
						|
                token,
 | 
						|
                current_app.config['SECRET_KEY'],
 | 
						|
                algorithms=['HS256'],
 | 
						|
                issuer=current_app.config['SERVER_NAME'],
 | 
						|
                options={'require': ['exp', 'iat', 'iss', 'purpose', 'sub']}
 | 
						|
            )
 | 
						|
        except jwt.PyJWTError:
 | 
						|
            return False
 | 
						|
        if payload.get('purpose') != 'User.reset_password':
 | 
						|
            return False
 | 
						|
        user_hashid = payload.get('sub')
 | 
						|
        user_id = hashids.decode(user_hashid)
 | 
						|
        user = User.query.get(user_id)
 | 
						|
        if user is None:
 | 
						|
            return False
 | 
						|
        user.password = new_password
 | 
						|
        db.session.add(user)
 | 
						|
        return True
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def verify_access_token(access_token, refresh_token=None):
 | 
						|
        token = Token.query.filter(Token.access_token == access_token).first()
 | 
						|
        if token is not None:
 | 
						|
            if token.access_expiration > datetime.utcnow():
 | 
						|
                token.user.ping()
 | 
						|
                db.session.commit()
 | 
						|
                if token.user.role.name != 'System user':
 | 
						|
                    return token.user
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def verify_refresh_token(refresh_token, access_token):
 | 
						|
        token = Token.query.filter((Token.refresh_token == refresh_token) & (Token.access_token == access_token)).first()
 | 
						|
        if token is not None:
 | 
						|
            if token.refresh_expiration > datetime.utcnow():
 | 
						|
                return token
 | 
						|
            # someone tried to refresh with an expired token
 | 
						|
            # revoke all tokens from this user as a precaution
 | 
						|
            token.user.revoke_auth_tokens()
 | 
						|
            db.session.commit()
 | 
						|
 | 
						|
    def can(self, permission):
 | 
						|
        return self.role.has_permission(permission)
 | 
						|
 | 
						|
    def confirm(self, confirmation_token):
 | 
						|
        try:
 | 
						|
            payload = jwt.decode(
 | 
						|
                confirmation_token,
 | 
						|
                current_app.config['SECRET_KEY'],
 | 
						|
                algorithms=['HS256'],
 | 
						|
                issuer=current_app.config['SERVER_NAME'],
 | 
						|
                options={'require': ['exp', 'iat', 'iss', 'purpose', 'sub']}
 | 
						|
            )
 | 
						|
            current_app.logger.warning(payload)
 | 
						|
        except jwt.PyJWTError:
 | 
						|
            return False
 | 
						|
        if payload.get('purpose') != 'user.confirm':
 | 
						|
            return False
 | 
						|
        if payload.get('sub') != self.hashid:
 | 
						|
            return False
 | 
						|
        self.confirmed = True
 | 
						|
        db.session.add(self)
 | 
						|
        return True
 | 
						|
 | 
						|
    def delete(self):
 | 
						|
        shutil.rmtree(self.path, ignore_errors=True)
 | 
						|
        db.session.delete(self)
 | 
						|
 | 
						|
    def generate_auth_token(self):
 | 
						|
        return Token(
 | 
						|
            access_token=secrets.token_urlsafe(),
 | 
						|
            access_expiration=datetime.utcnow() + timedelta(minutes=15),
 | 
						|
            refresh_token=secrets.token_urlsafe(),
 | 
						|
            refresh_expiration=datetime.utcnow() + timedelta(days=7),
 | 
						|
            user=self
 | 
						|
        )
 | 
						|
 | 
						|
    def generate_confirm_token(self, expiration=3600):
 | 
						|
        now = datetime.utcnow()
 | 
						|
        payload = {
 | 
						|
            'exp': now + timedelta(seconds=expiration),
 | 
						|
            'iat': now,
 | 
						|
            'iss': current_app.config['SERVER_NAME'],
 | 
						|
            'purpose': 'user.confirm',
 | 
						|
            'sub': self.hashid
 | 
						|
        }
 | 
						|
        return jwt.encode(
 | 
						|
            payload,
 | 
						|
            current_app.config['SECRET_KEY'],
 | 
						|
            algorithm='HS256'
 | 
						|
        )
 | 
						|
 | 
						|
    def generate_reset_password_token(self, expiration=3600):
 | 
						|
        now = datetime.utcnow()
 | 
						|
        payload = {
 | 
						|
            'exp': now + timedelta(seconds=expiration),
 | 
						|
            'iat': now,
 | 
						|
            'iss': current_app.config['SERVER_NAME'],
 | 
						|
            'purpose': 'User.reset_password',
 | 
						|
            'sub': self.hashid
 | 
						|
        }
 | 
						|
        return jwt.encode(
 | 
						|
            payload,
 | 
						|
            current_app.config['SECRET_KEY'],
 | 
						|
            algorithm='HS256'
 | 
						|
        )
 | 
						|
 | 
						|
    def is_administrator(self):
 | 
						|
        return self.can(Permission.ADMINISTRATE)
 | 
						|
 | 
						|
    def ping(self):
 | 
						|
        self.last_seen = datetime.utcnow()
 | 
						|
 | 
						|
    def revoke_auth_tokens(self):
 | 
						|
        for token in self.tokens:
 | 
						|
            db.session.delete(token)
 | 
						|
 | 
						|
    def verify_password(self, password):
 | 
						|
        if self.role.name == 'System user':
 | 
						|
            return False
 | 
						|
        return check_password_hash(self.password_hash, password)
 | 
						|
 | 
						|
    #region Profile Privacy settings
 | 
						|
    def has_profile_privacy_setting(self, setting):
 | 
						|
        return self.profile_privacy_settings & setting == setting
 | 
						|
    
 | 
						|
    def add_profile_privacy_setting(self, setting):
 | 
						|
        if not self.has_profile_privacy_setting(setting):
 | 
						|
            self.profile_privacy_settings += setting
 | 
						|
 | 
						|
    def remove_profile_privacy_setting(self, setting):
 | 
						|
        if self.has_profile_privacy_setting(setting):
 | 
						|
            self.profile_privacy_settings -= setting
 | 
						|
 | 
						|
    def reset_profile_privacy_settings(self):
 | 
						|
        self.profile_privacy_settings = 0
 | 
						|
    #endregion Profile Privacy settings
 | 
						|
 | 
						|
    def follow_corpus(self, corpus):
 | 
						|
        if not self.is_following_corpus(corpus):
 | 
						|
            self.followed_corpora.append(corpus)
 | 
						|
 | 
						|
    def unfollow_corpus(self, corpus):
 | 
						|
        if self.is_following_corpus(corpus):
 | 
						|
            self.followed_corpora.remove(corpus)
 | 
						|
 | 
						|
    def is_following_corpus(self, corpus):
 | 
						|
        return corpus in self.followed_corpora
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False, filter_by_privacy_settings=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'confirmed': self.confirmed,
 | 
						|
            'email': self.email,
 | 
						|
            'last_seen': (
 | 
						|
                None if self.last_seen is None
 | 
						|
                else f'{self.last_seen.isoformat()}Z'
 | 
						|
            ),
 | 
						|
            'member_since': f'{self.member_since.isoformat()}Z',
 | 
						|
            'username': self.username,
 | 
						|
            'full_name': self.full_name,
 | 
						|
            'about_me': self.about_me,
 | 
						|
            'website': self.website,
 | 
						|
            'location': self.location,
 | 
						|
            'organization': self.organization,
 | 
						|
            'job_status_mail_notification_level': \
 | 
						|
                    self.setting_job_status_mail_notification_level.name,
 | 
						|
            'is_public': self.is_public,
 | 
						|
            'show_email': self.has_profile_privacy_setting(ProfilePrivacySettings.SHOW_EMAIL),
 | 
						|
            'show_last_seen': self.has_profile_privacy_setting(ProfilePrivacySettings.SHOW_LAST_SEEN),
 | 
						|
            'show_member_since': self.has_profile_privacy_setting(ProfilePrivacySettings.SHOW_MEMBER_SINCE)
 | 
						|
        }
 | 
						|
        json_serializeable['avatar'] = (
 | 
						|
            None if self.avatar is None
 | 
						|
            else self.avatar.to_json_serializeable(relationships=True)
 | 
						|
        )
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['role'] = \
 | 
						|
                self.role.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            json_serializeable['corpus_follower_associations'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.corpus_follower_associations
 | 
						|
            }
 | 
						|
            json_serializeable['corpora'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.corpora
 | 
						|
            }
 | 
						|
            json_serializeable['jobs'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.jobs
 | 
						|
            }
 | 
						|
            json_serializeable['tesseract_ocr_pipeline_models'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.tesseract_ocr_pipeline_models
 | 
						|
            }
 | 
						|
            json_serializeable['spacy_nlp_pipeline_models'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.spacy_nlp_pipeline_models
 | 
						|
            }
 | 
						|
 | 
						|
        if filter_by_privacy_settings:
 | 
						|
            if not self.has_profile_privacy_setting(ProfilePrivacySettings.SHOW_EMAIL):
 | 
						|
                json_serializeable.pop('email')
 | 
						|
            if not self.has_profile_privacy_setting(ProfilePrivacySettings.SHOW_LAST_SEEN):
 | 
						|
                json_serializeable.pop('last_seen')
 | 
						|
            if not self.has_profile_privacy_setting(ProfilePrivacySettings.SHOW_MEMBER_SINCE):
 | 
						|
                json_serializeable.pop('member_since')
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class TesseractOCRPipelineModel(FileMixin, HashidMixin, db.Model):
 | 
						|
    __tablename__ = 'tesseract_ocr_pipeline_models'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
 | 
						|
    # Fields
 | 
						|
    title = db.Column(db.String(64))
 | 
						|
    description = db.Column(db.String(255))
 | 
						|
    version = db.Column(db.String(16))
 | 
						|
    compatible_service_versions = db.Column(ContainerColumn(list, 255))
 | 
						|
    publisher = db.Column(db.String(128))
 | 
						|
    publisher_url = db.Column(db.String(512))
 | 
						|
    publishing_url = db.Column(db.String(512))
 | 
						|
    publishing_year = db.Column(db.Integer)
 | 
						|
    is_public = db.Column(db.Boolean, default=False)
 | 
						|
    # Relationships
 | 
						|
    user = db.relationship('User', back_populates='tesseract_ocr_pipeline_models')
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(
 | 
						|
            self.user.path,
 | 
						|
            'tesseract_ocr_pipeline_models',
 | 
						|
            str(self.id)
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.user.jsonpatch_path}/tesseract_ocr_pipeline_models/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for(
 | 
						|
            'contributions.tesseract_ocr_pipeline_model',
 | 
						|
            tesseract_ocr_pipeline_model_id=self.id
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.user.hashid
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def insert_defaults():
 | 
						|
        nopaque_user = User.query.filter_by(username='nopaque').first()
 | 
						|
        defaults_file = os.path.join(
 | 
						|
            os.path.dirname(os.path.abspath(__file__)),
 | 
						|
            'TesseractOCRPipelineModel.defaults.yml'
 | 
						|
        )
 | 
						|
        with open(defaults_file, 'r') as f:
 | 
						|
            defaults = yaml.safe_load(f)
 | 
						|
        for m in defaults:
 | 
						|
            model = TesseractOCRPipelineModel.query.filter_by(title=m['title'], version=m['version']).first()  # noqa
 | 
						|
            if model is not None:
 | 
						|
                model.compatible_service_versions = m['compatible_service_versions']
 | 
						|
                model.description = m['description']
 | 
						|
                model.publisher = m['publisher']
 | 
						|
                model.publisher_url = m['publisher_url']
 | 
						|
                model.publishing_url = m['publishing_url']
 | 
						|
                model.publishing_year = m['publishing_year']
 | 
						|
                model.is_public = True
 | 
						|
                model.title = m['title']
 | 
						|
                model.version = m['version']
 | 
						|
                continue
 | 
						|
            model = TesseractOCRPipelineModel(
 | 
						|
                compatible_service_versions=m['compatible_service_versions'],
 | 
						|
                description=m['description'],
 | 
						|
                publisher=m['publisher'],
 | 
						|
                publisher_url=m['publisher_url'],
 | 
						|
                publishing_url=m['publishing_url'],
 | 
						|
                publishing_year=m['publishing_year'],
 | 
						|
                is_public=True,
 | 
						|
                title=m['title'],
 | 
						|
                user=nopaque_user,
 | 
						|
                version=m['version']
 | 
						|
            )
 | 
						|
            db.session.add(model)
 | 
						|
            db.session.flush(objects=[model])
 | 
						|
            db.session.refresh(model)
 | 
						|
            model.filename = f'{model.id}.traineddata'
 | 
						|
            r = requests.get(m['url'], stream=True)
 | 
						|
            pbar = tqdm(
 | 
						|
                desc=f'{model.title} ({model.filename})',
 | 
						|
                unit="B",
 | 
						|
                unit_scale=True,
 | 
						|
                unit_divisor=1024,
 | 
						|
                total=int(r.headers['Content-Length'])
 | 
						|
            )
 | 
						|
            pbar.clear()
 | 
						|
            with open(model.path, 'wb') as f:
 | 
						|
                for chunk in r.iter_content(chunk_size=1024):
 | 
						|
                    if chunk:  # filter out keep-alive new chunks
 | 
						|
                        pbar.update(len(chunk))
 | 
						|
                        f.write(chunk)
 | 
						|
                pbar.close()
 | 
						|
        db.session.commit()
 | 
						|
 | 
						|
    def delete(self):
 | 
						|
        try:
 | 
						|
            os.remove(self.path)
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
        db.session.delete(self)
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'compatible_service_versions': self.compatible_service_versions,
 | 
						|
            'description': self.description,
 | 
						|
            'publisher': self.publisher,
 | 
						|
            'publisher_url': self.publisher_url,
 | 
						|
            'publishing_url': self.publishing_url,
 | 
						|
            'publishing_year': self.publishing_year,
 | 
						|
            'is_public': self.is_public,
 | 
						|
            'title': self.title,
 | 
						|
            'version': self.version,
 | 
						|
            **self.file_mixin_to_json_serializeable()
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['user'] = \
 | 
						|
                self.user.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            pass
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class SpaCyNLPPipelineModel(FileMixin, HashidMixin, db.Model):
 | 
						|
    __tablename__ = 'spacy_nlp_pipeline_models'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
 | 
						|
    # Fields
 | 
						|
    title = db.Column(db.String(64))
 | 
						|
    description = db.Column(db.String(255))
 | 
						|
    version = db.Column(db.String(16))
 | 
						|
    compatible_service_versions = db.Column(ContainerColumn(list, 255))
 | 
						|
    publisher = db.Column(db.String(128))
 | 
						|
    publisher_url = db.Column(db.String(512))
 | 
						|
    publishing_url = db.Column(db.String(512))
 | 
						|
    publishing_year = db.Column(db.Integer)
 | 
						|
    pipeline_name = db.Column(db.String(64))
 | 
						|
    is_public = db.Column(db.Boolean, default=False)
 | 
						|
    # Relationships
 | 
						|
    user = db.relationship('User', back_populates='spacy_nlp_pipeline_models')
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(
 | 
						|
            self.user.path,
 | 
						|
            'spacy_nlp_pipeline_models',
 | 
						|
            str(self.id)
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.user.jsonpatch_path}/spacy_nlp_pipeline_models/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for(
 | 
						|
            'contributions.spacy_nlp_pipeline_model',
 | 
						|
            spacy_nlp_pipeline_model_id=self.id
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.user.hashid
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def insert_defaults():
 | 
						|
        nopaque_user = User.query.filter_by(username='nopaque').first()
 | 
						|
        defaults_file = os.path.join(
 | 
						|
            os.path.dirname(os.path.abspath(__file__)),
 | 
						|
            'SpaCyNLPPipelineModel.defaults.yml'
 | 
						|
        )
 | 
						|
        with open(defaults_file, 'r') as f:
 | 
						|
            defaults = yaml.safe_load(f)
 | 
						|
        for m in defaults:
 | 
						|
            model = SpaCyNLPPipelineModel.query.filter_by(title=m['title'], version=m['version']).first()  # noqa
 | 
						|
            if model is not None:
 | 
						|
                model.compatible_service_versions = m['compatible_service_versions']
 | 
						|
                model.description = m['description']
 | 
						|
                model.publisher = m['publisher']
 | 
						|
                model.publisher_url = m['publisher_url']
 | 
						|
                model.publishing_url = m['publishing_url']
 | 
						|
                model.publishing_year = m['publishing_year']
 | 
						|
                model.is_public = True
 | 
						|
                model.title = m['title']
 | 
						|
                model.version = m['version']
 | 
						|
                model.pipeline_name = m['pipeline_name']
 | 
						|
                continue
 | 
						|
            model = SpaCyNLPPipelineModel(
 | 
						|
                compatible_service_versions=m['compatible_service_versions'],
 | 
						|
                description=m['description'],
 | 
						|
                publisher=m['publisher'],
 | 
						|
                publisher_url=m['publisher_url'],
 | 
						|
                publishing_url=m['publishing_url'],
 | 
						|
                publishing_year=m['publishing_year'],
 | 
						|
                is_public=True,
 | 
						|
                title=m['title'],
 | 
						|
                user=nopaque_user,
 | 
						|
                version=m['version'],
 | 
						|
                pipeline_name=m['pipeline_name']
 | 
						|
            )
 | 
						|
            db.session.add(model)
 | 
						|
            db.session.flush(objects=[model])
 | 
						|
            db.session.refresh(model)
 | 
						|
            model.filename = m['url'].split('/')[-1]
 | 
						|
            r = requests.get(m['url'], stream=True)
 | 
						|
            pbar = tqdm(
 | 
						|
                desc=f'{model.title} ({model.filename})',
 | 
						|
                unit="B",
 | 
						|
                unit_scale=True,
 | 
						|
                unit_divisor=1024,
 | 
						|
                total=int(r.headers['Content-Length'])
 | 
						|
            )
 | 
						|
            pbar.clear()
 | 
						|
            with open(model.path, 'wb') as f:
 | 
						|
                for chunk in r.iter_content(chunk_size=1024):
 | 
						|
                    if chunk:  # filter out keep-alive new chunks
 | 
						|
                        pbar.update(len(chunk))
 | 
						|
                        f.write(chunk)
 | 
						|
                pbar.close()
 | 
						|
        db.session.commit()
 | 
						|
    
 | 
						|
    def delete(self):
 | 
						|
        try:
 | 
						|
            os.remove(self.path)
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
        db.session.delete(self)
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'compatible_service_versions': self.compatible_service_versions,
 | 
						|
            'description': self.description,
 | 
						|
            'publisher': self.publisher,
 | 
						|
            'publisher_url': self.publisher_url,
 | 
						|
            'publishing_url': self.publishing_url,
 | 
						|
            'publishing_year': self.publishing_year,
 | 
						|
            'pipeline_name': self.pipeline_name,
 | 
						|
            'is_public': self.is_public,
 | 
						|
            'title': self.title,
 | 
						|
            'version': self.version,
 | 
						|
            **self.file_mixin_to_json_serializeable()
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['user'] = \
 | 
						|
                self.user.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            pass
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class JobInput(FileMixin, HashidMixin, db.Model):
 | 
						|
    __tablename__ = 'job_inputs'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    job_id = db.Column(db.Integer, db.ForeignKey('jobs.id'))
 | 
						|
    # Relationships
 | 
						|
    job = db.relationship(
 | 
						|
        'Job',
 | 
						|
        back_populates='inputs'
 | 
						|
    )
 | 
						|
 | 
						|
    def __repr__(self):
 | 
						|
        return f'<JobInput {self.filename}>'
 | 
						|
 | 
						|
    @property
 | 
						|
    def content_url(self):
 | 
						|
        return url_for(
 | 
						|
            'jobs.download_job_input',
 | 
						|
            job_id=self.job.id,
 | 
						|
            job_input_id=self.id
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.job.jsonpatch_path}/inputs/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(self.job.path, 'inputs', str(self.id))
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for(
 | 
						|
            'jobs.job',
 | 
						|
            job_id=self.job_id,
 | 
						|
            _anchor=f'job-{self.job.hashid}-input-{self.hashid}'
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.job.user.hashid
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_id(self):
 | 
						|
        return self.job.user.id
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            **self.file_mixin_to_json_serializeable()
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['job'] = \
 | 
						|
                self.job.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            pass
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class JobResult(FileMixin, HashidMixin, db.Model):
 | 
						|
    __tablename__ = 'job_results'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    job_id = db.Column(db.Integer, db.ForeignKey('jobs.id'))
 | 
						|
    # Fields
 | 
						|
    description = db.Column(db.String(255))
 | 
						|
    # Relationships
 | 
						|
    job = db.relationship(
 | 
						|
        'Job',
 | 
						|
        back_populates='results'
 | 
						|
    )
 | 
						|
 | 
						|
    def __repr__(self):
 | 
						|
        return f'<JobResult {self.filename}>'
 | 
						|
 | 
						|
    @property
 | 
						|
    def download_url(self):
 | 
						|
        return url_for(
 | 
						|
            'jobs.download_job_result',
 | 
						|
            job_id=self.job_id,
 | 
						|
            job_result_id=self.id
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.job.jsonpatch_path}/results/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(self.job.path, 'results', str(self.id))
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for(
 | 
						|
            'jobs.job',
 | 
						|
            job_id=self.job_id,
 | 
						|
            _anchor=f'job-{self.job.hashid}-result-{self.hashid}'
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.job.user.hashid
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_id(self):
 | 
						|
        return self.job.user.id
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'description': self.description,
 | 
						|
            **self.file_mixin_to_json_serializeable(
 | 
						|
                backrefs=backrefs,
 | 
						|
                relationships=relationships
 | 
						|
            )
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['job'] = \
 | 
						|
                self.job.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            pass
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class Job(HashidMixin, db.Model):
 | 
						|
    '''
 | 
						|
    Class to define Jobs.
 | 
						|
    '''
 | 
						|
    __tablename__ = 'jobs'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
 | 
						|
    # Fields
 | 
						|
    creation_date = \
 | 
						|
        db.Column(db.DateTime(), default=datetime.utcnow)
 | 
						|
    description = db.Column(db.String(255))
 | 
						|
    end_date = db.Column(db.DateTime())
 | 
						|
    service = db.Column(db.String(64))
 | 
						|
    service_args = db.Column(ContainerColumn(dict, 255))
 | 
						|
    service_version = db.Column(db.String(16))
 | 
						|
    status = db.Column(
 | 
						|
        IntEnumColumn(JobStatus),
 | 
						|
        default=JobStatus.INITIALIZING
 | 
						|
    )
 | 
						|
    title = db.Column(db.String(32))
 | 
						|
    # Relationships
 | 
						|
    inputs = db.relationship(
 | 
						|
        'JobInput',
 | 
						|
        back_populates='job',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    results = db.relationship(
 | 
						|
        'JobResult',
 | 
						|
        back_populates='job',
 | 
						|
        cascade='all, delete-orphan',
 | 
						|
        lazy='dynamic'
 | 
						|
    )
 | 
						|
    user = db.relationship(
 | 
						|
        'User',
 | 
						|
        back_populates='jobs'
 | 
						|
    )
 | 
						|
 | 
						|
    def __repr__(self):
 | 
						|
        return f'<Job {self.title}>'
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.user.jsonpatch_path}/jobs/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(self.user.path, 'jobs', str(self.id))
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for('jobs.job', job_id=self.id)
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.user.hashid
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def create(**kwargs):
 | 
						|
        job = Job(**kwargs)
 | 
						|
        db.session.add(job)
 | 
						|
        db.session.flush(objects=[job])
 | 
						|
        db.session.refresh(job)
 | 
						|
        try:
 | 
						|
            os.mkdir(job.path)
 | 
						|
            os.mkdir(os.path.join(job.path, 'inputs'))
 | 
						|
            os.mkdir(os.path.join(job.path, 'pipeline_data'))
 | 
						|
            os.mkdir(os.path.join(job.path, 'results'))
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
            db.session.rollback()
 | 
						|
            raise e
 | 
						|
        return job
 | 
						|
 | 
						|
    def delete(self):
 | 
						|
        ''' Delete the job and its inputs and results from the database. '''
 | 
						|
        if self.status not in [JobStatus.COMPLETED, JobStatus.FAILED]:  # noqa
 | 
						|
            self.status = JobStatus.CANCELING
 | 
						|
            db.session.commit()
 | 
						|
            while self.status != JobStatus.CANCELED:
 | 
						|
                # In case the daemon handled a job in any way
 | 
						|
                if self.status != JobStatus.CANCELING:
 | 
						|
                    self.status = JobStatus.CANCELING
 | 
						|
                    db.session.commit()
 | 
						|
                sleep(1)
 | 
						|
                db.session.refresh(self)
 | 
						|
        try:
 | 
						|
            shutil.rmtree(self.path)
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
            db.session.rollback()
 | 
						|
            raise e
 | 
						|
        db.session.delete(self)
 | 
						|
 | 
						|
    def restart(self):
 | 
						|
        ''' Restart a job - only if the status is failed '''
 | 
						|
        if self.status != JobStatus.FAILED:
 | 
						|
            raise Exception('Job status is not "failed"')
 | 
						|
        shutil.rmtree(os.path.join(self.path, 'results'), ignore_errors=True)
 | 
						|
        shutil.rmtree(os.path.join(self.path, 'pyflow.data'), ignore_errors=True)
 | 
						|
        for result in self.results:
 | 
						|
            db.session.delete(result)
 | 
						|
        self.end_date = None
 | 
						|
        self.status = JobStatus.SUBMITTED
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'creation_date': f'{self.creation_date.isoformat()}Z',
 | 
						|
            'description': self.description,
 | 
						|
            'end_date': (
 | 
						|
                None if self.end_date is None
 | 
						|
                else f'{self.end_date.isoformat()}Z'
 | 
						|
            ),
 | 
						|
            'service': self.service,
 | 
						|
            'service_args': self.service_args,
 | 
						|
            'service_version': self.service_version,
 | 
						|
            'status': self.status.name,
 | 
						|
            'title': self.title
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['user'] = \
 | 
						|
                self.user.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            json_serializeable['inputs'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.inputs
 | 
						|
            }
 | 
						|
            json_serializeable['results'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.results
 | 
						|
            }
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class CorpusFile(FileMixin, HashidMixin, db.Model):
 | 
						|
    __tablename__ = 'corpus_files'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    corpus_id = db.Column(db.Integer, db.ForeignKey('corpora.id'))
 | 
						|
    # Fields
 | 
						|
    author = db.Column(db.String(255))
 | 
						|
    description = db.Column(db.String(255))
 | 
						|
    publishing_year = db.Column(db.Integer)
 | 
						|
    title = db.Column(db.String(255))
 | 
						|
    address = db.Column(db.String(255))
 | 
						|
    booktitle = db.Column(db.String(255))
 | 
						|
    chapter = db.Column(db.String(255))
 | 
						|
    editor = db.Column(db.String(255))
 | 
						|
    institution = db.Column(db.String(255))
 | 
						|
    journal = db.Column(db.String(255))
 | 
						|
    pages = db.Column(db.String(255))
 | 
						|
    publisher = db.Column(db.String(255))
 | 
						|
    school = db.Column(db.String(255))
 | 
						|
    # Relationships
 | 
						|
    corpus = db.relationship(
 | 
						|
        'Corpus',
 | 
						|
        back_populates='files'
 | 
						|
    )
 | 
						|
 | 
						|
    @property
 | 
						|
    def download_url(self):
 | 
						|
        return url_for(
 | 
						|
            'corpora.download_corpus_file',
 | 
						|
            corpus_id=self.corpus_id,
 | 
						|
            corpus_file_id=self.id
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.corpus.jsonpatch_path}/files/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(self.corpus.path, 'files', str(self.id))
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for(
 | 
						|
            'corpora.corpus_file',
 | 
						|
            corpus_id=self.corpus_id,
 | 
						|
            corpus_file_id=self.id
 | 
						|
        )
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.corpus.user.hashid
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_id(self):
 | 
						|
        return self.corpus.user_id
 | 
						|
 | 
						|
    def delete(self):
 | 
						|
        try:
 | 
						|
            os.remove(self.path)
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
        db.session.delete(self)
 | 
						|
        self.corpus.status = CorpusStatus.UNPREPARED
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'address': self.address,
 | 
						|
            'author': self.author,
 | 
						|
            'description': self.description,
 | 
						|
            'booktitle': self.booktitle,
 | 
						|
            'chapter': self.chapter,
 | 
						|
            'editor': self.editor,
 | 
						|
            'institution': self.institution,
 | 
						|
            'journal': self.journal,
 | 
						|
            'pages': self.pages,
 | 
						|
            'publisher': self.publisher,
 | 
						|
            'publishing_year': self.publishing_year,
 | 
						|
            'school': self.school,
 | 
						|
            'title': self.title,
 | 
						|
            **self.file_mixin_to_json_serializeable(
 | 
						|
                backrefs=backrefs,
 | 
						|
                relationships=relationships
 | 
						|
            )
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['corpus'] = \
 | 
						|
                self.corpus.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            pass
 | 
						|
        return json_serializeable
 | 
						|
 | 
						|
 | 
						|
class Corpus(HashidMixin, db.Model):
 | 
						|
    '''
 | 
						|
    Class to define a corpus.
 | 
						|
    '''
 | 
						|
    __tablename__ = 'corpora'
 | 
						|
    # Primary key
 | 
						|
    id = db.Column(db.Integer, primary_key=True)
 | 
						|
    # Foreign keys
 | 
						|
    user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
 | 
						|
    # Fields
 | 
						|
    creation_date = db.Column(db.DateTime(), default=datetime.utcnow)
 | 
						|
    description = db.Column(db.String(255))
 | 
						|
    status = db.Column(
 | 
						|
        IntEnumColumn(CorpusStatus),
 | 
						|
        default=CorpusStatus.UNPREPARED
 | 
						|
    )
 | 
						|
    title = db.Column(db.String(32))
 | 
						|
    num_analysis_sessions = db.Column(db.Integer, default=0)
 | 
						|
    num_tokens = db.Column(db.Integer, default=0)
 | 
						|
    is_public = db.Column(db.Boolean, default=False)
 | 
						|
    # Relationships
 | 
						|
    files = db.relationship(
 | 
						|
        'CorpusFile',
 | 
						|
        back_populates='corpus',
 | 
						|
        lazy='dynamic',
 | 
						|
        cascade='all, delete-orphan'
 | 
						|
    )
 | 
						|
    corpus_follower_associations = db.relationship(
 | 
						|
        'CorpusFollowerAssociation',
 | 
						|
        back_populates='corpus',
 | 
						|
        cascade='all, delete-orphan'
 | 
						|
    )
 | 
						|
    followers = association_proxy(
 | 
						|
        'corpus_follower_associations',
 | 
						|
        'follower',
 | 
						|
        creator=lambda u: CorpusFollowerAssociation(followers=u)
 | 
						|
    )
 | 
						|
    user = db.relationship('User', back_populates='corpora')
 | 
						|
    # "static" attributes
 | 
						|
    max_num_tokens = 2_147_483_647
 | 
						|
 | 
						|
    def __repr__(self):
 | 
						|
        return f'<Corpus {self.title}>'
 | 
						|
 | 
						|
    @property
 | 
						|
    def analysis_url(self):
 | 
						|
        return url_for('corpora.analyse_corpus', corpus_id=self.id)
 | 
						|
 | 
						|
    @property
 | 
						|
    def jsonpatch_path(self):
 | 
						|
        return f'{self.user.jsonpatch_path}/corpora/{self.hashid}'
 | 
						|
 | 
						|
    @property
 | 
						|
    def path(self):
 | 
						|
        return os.path.join(self.user.path, 'corpora', str(self.id))
 | 
						|
 | 
						|
    @property
 | 
						|
    def url(self):
 | 
						|
        return url_for('corpora.corpus', corpus_id=self.id)
 | 
						|
 | 
						|
    @property
 | 
						|
    def user_hashid(self):
 | 
						|
        return self.user.hashid
 | 
						|
 | 
						|
    @staticmethod
 | 
						|
    def create(**kwargs):
 | 
						|
        corpus = Corpus(**kwargs)
 | 
						|
        db.session.add(corpus)
 | 
						|
        db.session.flush(objects=[corpus])
 | 
						|
        db.session.refresh(corpus)
 | 
						|
        try:
 | 
						|
            os.mkdir(corpus.path)
 | 
						|
            os.mkdir(os.path.join(corpus.path, 'files'))
 | 
						|
            os.mkdir(os.path.join(corpus.path, 'cwb'))
 | 
						|
            os.mkdir(os.path.join(corpus.path, 'cwb', 'data'))
 | 
						|
            os.mkdir(os.path.join(corpus.path, 'cwb', 'registry'))
 | 
						|
        except OSError as e:
 | 
						|
            current_app.logger.error(e)
 | 
						|
            db.session.rollback()
 | 
						|
            raise e
 | 
						|
        return corpus
 | 
						|
 | 
						|
    def build(self):
 | 
						|
        corpus_element = ET.fromstring('<corpus>\n</corpus>')
 | 
						|
        for corpus_file in self.files:
 | 
						|
            normalized_vrt_path = os.path.join(self.path, 'cwb', f'{corpus_file.id}.norm.vrt')
 | 
						|
            try:
 | 
						|
                normalize_vrt_file(corpus_file.path, normalized_vrt_path)
 | 
						|
            except:
 | 
						|
                self.status = CorpusStatus.FAILED
 | 
						|
                return
 | 
						|
            element_tree = ET.parse(normalized_vrt_path)
 | 
						|
            text_element = element_tree.getroot()
 | 
						|
            text_element.set('author', corpus_file.author)
 | 
						|
            text_element.set('title', corpus_file.title)
 | 
						|
            text_element.set(
 | 
						|
                'publishing_year',
 | 
						|
                f'{corpus_file.publishing_year}'
 | 
						|
            )
 | 
						|
            text_element.set('address', corpus_file.address or 'NULL')
 | 
						|
            text_element.set('booktitle', corpus_file.booktitle or 'NULL')
 | 
						|
            text_element.set('chapter', corpus_file.chapter or 'NULL')
 | 
						|
            text_element.set('editor', corpus_file.editor or 'NULL')
 | 
						|
            text_element.set('institution', corpus_file.institution or 'NULL')
 | 
						|
            text_element.set('journal', corpus_file.journal or 'NULL')
 | 
						|
            text_element.set('pages', f'{corpus_file.pages}' or 'NULL')
 | 
						|
            text_element.set('publisher', corpus_file.publisher or 'NULL')
 | 
						|
            text_element.set('school', corpus_file.school or 'NULL')
 | 
						|
            text_element.tail = '\n'
 | 
						|
            # corpus_element.insert(1, text_element)
 | 
						|
            corpus_element.append(text_element)
 | 
						|
        ET.ElementTree(corpus_element).write(
 | 
						|
            os.path.join(self.path, 'cwb', 'corpus.vrt'),
 | 
						|
            encoding='utf-8'
 | 
						|
        )
 | 
						|
        self.status = CorpusStatus.SUBMITTED
 | 
						|
 | 
						|
    def delete(self):
 | 
						|
        shutil.rmtree(self.path, ignore_errors=True)
 | 
						|
        db.session.delete(self)
 | 
						|
 | 
						|
    def to_json_serializeable(self, backrefs=False, relationships=False):
 | 
						|
        json_serializeable = {
 | 
						|
            'id': self.hashid,
 | 
						|
            'creation_date': f'{self.creation_date.isoformat()}Z',
 | 
						|
            'description': self.description,
 | 
						|
            'max_num_tokens': self.max_num_tokens,
 | 
						|
            'num_analysis_sessions': self.num_analysis_sessions,
 | 
						|
            'num_tokens': self.num_tokens,
 | 
						|
            'status': self.status.name,
 | 
						|
            'title': self.title,
 | 
						|
            'is_public': self.is_public
 | 
						|
        }
 | 
						|
        if backrefs:
 | 
						|
            json_serializeable['user'] = \
 | 
						|
                self.user.to_json_serializeable(backrefs=True)
 | 
						|
        if relationships:
 | 
						|
            json_serializeable['corpus_follower_associations'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.corpus_follower_associations
 | 
						|
            }
 | 
						|
            json_serializeable['files'] = {
 | 
						|
                x.hashid: x.to_json_serializeable(relationships=True)
 | 
						|
                for x in self.files
 | 
						|
            }
 | 
						|
        return json_serializeable
 | 
						|
# endregion models
 | 
						|
 | 
						|
 | 
						|
##############################################################################
 | 
						|
# event_handlers                                                             #
 | 
						|
##############################################################################
 | 
						|
# region event_handlers
 | 
						|
@db.event.listens_for(Corpus, 'after_delete')
 | 
						|
@db.event.listens_for(CorpusFile, 'after_delete')
 | 
						|
@db.event.listens_for(Job, 'after_delete')
 | 
						|
@db.event.listens_for(JobInput, 'after_delete')
 | 
						|
@db.event.listens_for(JobResult, 'after_delete')
 | 
						|
@db.event.listens_for(SpaCyNLPPipelineModel, 'after_delete')
 | 
						|
@db.event.listens_for(TesseractOCRPipelineModel, 'after_delete')
 | 
						|
def ressource_after_delete(mapper, connection, ressource):
 | 
						|
    jsonpatch = [{'op': 'remove', 'path': ressource.jsonpatch_path}]
 | 
						|
    room = f'/users/{ressource.user_hashid}'
 | 
						|
    socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
 | 
						|
 | 
						|
@db.event.listens_for(CorpusFollowerAssociation, 'after_delete')
 | 
						|
def corpus_follower_association_after_delete_handler(mapper, connection, ressource):
 | 
						|
    corpus_owner_hashid = ressource.corpus.user.hashid
 | 
						|
    corpus_hashid = hashids.encode(ressource.corpus_id)
 | 
						|
    follower_hashid = hashids.encode(ressource.follower_id)
 | 
						|
    # Send a PATCH to the corpus owner
 | 
						|
    jsonpatch_path = f'/users/{corpus_owner_hashid}/corpora/{corpus_hashid}/corpus_follower_associations/{ressource.hashid}'
 | 
						|
    jsonpatch = [{'op': 'remove', 'path': jsonpatch_path}]
 | 
						|
    room = f'/users/{corpus_owner_hashid}'
 | 
						|
    socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
    # Send a PATCH to the follower
 | 
						|
    jsonpatch_path = f'/users/{follower_hashid}/corpus_follower_associations/{ressource.hashid}'
 | 
						|
    jsonpatch = [{'op': 'remove', 'path': jsonpatch_path}]
 | 
						|
    room = f'/users/{follower_hashid}'
 | 
						|
    socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
 | 
						|
 | 
						|
@db.event.listens_for(Corpus, 'after_insert')
 | 
						|
@db.event.listens_for(CorpusFile, 'after_insert')
 | 
						|
@db.event.listens_for(Job, 'after_insert')
 | 
						|
@db.event.listens_for(JobInput, 'after_insert')
 | 
						|
@db.event.listens_for(JobResult, 'after_insert')
 | 
						|
@db.event.listens_for(SpaCyNLPPipelineModel, 'after_insert')
 | 
						|
@db.event.listens_for(TesseractOCRPipelineModel, 'after_insert')
 | 
						|
def ressource_after_insert_handler(mapper, connection, ressource):
 | 
						|
    value = ressource.to_json_serializeable()
 | 
						|
    for attr in mapper.relationships:
 | 
						|
        value[attr.key] = {}
 | 
						|
    jsonpatch = [
 | 
						|
        {'op': 'add', 'path': ressource.jsonpatch_path, 'value': value}
 | 
						|
    ]
 | 
						|
    room = f'/users/{ressource.user_hashid}'
 | 
						|
    socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
 | 
						|
 | 
						|
@db.event.listens_for(CorpusFollowerAssociation, 'after_insert')
 | 
						|
def corpus_follower_association_after_insert_handler(mapper, connection, ressource):
 | 
						|
    corpus_owner_hashid = ressource.corpus.user.hashid
 | 
						|
    corpus_hashid = hashids.encode(ressource.corpus_id)
 | 
						|
    follower_hashid = hashids.encode(ressource.follower_id)
 | 
						|
    value = ressource.to_json_serializeable()
 | 
						|
    # Send a PATCH to the corpus owner
 | 
						|
    jsonpatch_path = f'/users/{corpus_owner_hashid}/corpora/{corpus_hashid}/corpus_follower_associations/{ressource.hashid}'
 | 
						|
    jsonpatch = [{'op': 'add', 'path': jsonpatch_path, 'value': value}]
 | 
						|
    room = f'/users/{corpus_owner_hashid}'
 | 
						|
    socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
    # Send a PATCH to the follower
 | 
						|
    jsonpatch_path = f'/users/{follower_hashid}/corpus_follower_associations/{ressource.hashid}'
 | 
						|
    jsonpatch = [{'op': 'add', 'path': jsonpatch_path, 'value': value}]
 | 
						|
    room = f'/users/{follower_hashid}'
 | 
						|
    socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
 | 
						|
 | 
						|
@db.event.listens_for(Corpus, 'after_update')
 | 
						|
@db.event.listens_for(CorpusFile, 'after_update')
 | 
						|
@db.event.listens_for(Job, 'after_update')
 | 
						|
@db.event.listens_for(JobInput, 'after_update')
 | 
						|
@db.event.listens_for(JobResult, 'after_update')
 | 
						|
@db.event.listens_for(SpaCyNLPPipelineModel, 'after_update')
 | 
						|
@db.event.listens_for(TesseractOCRPipelineModel, 'after_update')
 | 
						|
def ressource_after_update_handler(mapper, connection, ressource):
 | 
						|
    jsonpatch = []
 | 
						|
    for attr in db.inspect(ressource).attrs:
 | 
						|
        if attr.key in mapper.relationships:
 | 
						|
            continue
 | 
						|
        if not attr.load_history().has_changes():
 | 
						|
            continue
 | 
						|
        if isinstance(attr.value, datetime):
 | 
						|
            value = f'{attr.value.isoformat()}Z'
 | 
						|
        elif isinstance(attr.value, Enum):
 | 
						|
            value = attr.value.name
 | 
						|
        else:
 | 
						|
            value = attr.value
 | 
						|
        jsonpatch.append(
 | 
						|
            {
 | 
						|
                'op': 'replace',
 | 
						|
                'path': f'{ressource.jsonpatch_path}/{attr.key}',
 | 
						|
                'value': value
 | 
						|
            }
 | 
						|
        )
 | 
						|
    if jsonpatch:
 | 
						|
        room = f'/users/{ressource.user_hashid}'
 | 
						|
        socketio.emit('PATCH', jsonpatch, room=room)
 | 
						|
 | 
						|
 | 
						|
@db.event.listens_for(Job, 'after_update')
 | 
						|
def job_after_update_handler(mapper, connection, job):
 | 
						|
    for attr in db.inspect(job).attrs:
 | 
						|
        if attr.key != 'status':
 | 
						|
            continue
 | 
						|
        if not attr.load_history().has_changes():
 | 
						|
            return
 | 
						|
        if job.user.setting_job_status_mail_notification_level == UserSettingJobStatusMailNotificationLevel.NONE:
 | 
						|
            return
 | 
						|
        if job.user.setting_job_status_mail_notification_level == UserSettingJobStatusMailNotificationLevel.END:
 | 
						|
            if job.status not in [JobStatus.COMPLETED, JobStatus.FAILED]:
 | 
						|
                return
 | 
						|
        msg = create_message(
 | 
						|
            job.user.email,
 | 
						|
            f'Status update for your Job "{job.title}"',
 | 
						|
            'tasks/email/notification',
 | 
						|
            job=job
 | 
						|
        )
 | 
						|
        mail.send(msg)
 | 
						|
# endregion event_handlers
 | 
						|
 | 
						|
 | 
						|
##############################################################################
 | 
						|
# misc                                                                       #
 | 
						|
##############################################################################
 | 
						|
# region misc
 | 
						|
@login.user_loader
 | 
						|
def load_user(user_id):
 | 
						|
    return User.query.get(int(user_id))
 | 
						|
# endregion misc
 |