nopaque/app/models.py
2023-02-22 09:35:19 +01:00

1615 lines
55 KiB
Python

from datetime import datetime, timedelta
from enum import Enum, IntEnum
from flask import current_app, url_for
from flask_hashids import HashidMixin
from flask_login import UserMixin
from sqlalchemy.ext.associationproxy import association_proxy
from time import sleep
from tqdm import tqdm
from werkzeug.security import generate_password_hash, check_password_hash
from werkzeug.utils import secure_filename
import json
import jwt
import os
import requests
import secrets
import shutil
import xml.etree.ElementTree as ET
import yaml
from app import db, hashids, login, mail, socketio
from app.converters.vrt import normalize_vrt_file
from app.email import create_message
##############################################################################
# enums #
##############################################################################
# region enums
class CorpusStatus(IntEnum):
UNPREPARED = 1
SUBMITTED = 2
QUEUED = 3
BUILDING = 4
BUILT = 5
FAILED = 6
STARTING_ANALYSIS_SESSION = 7
RUNNING_ANALYSIS_SESSION = 8
CANCELING_ANALYSIS_SESSION = 9
class JobStatus(IntEnum):
INITIALIZING = 1
SUBMITTED = 2
QUEUED = 3
RUNNING = 4
CANCELING = 5
CANCELED = 6
COMPLETED = 7
FAILED = 8
class Permission(IntEnum):
'''
Defines User permissions as integers by the power of 2. User permission
can be evaluated using the bitwise operator &.
'''
ADMINISTRATE = 1
CONTRIBUTE = 2
USE_API = 4
class UserSettingJobStatusMailNotificationLevel(IntEnum):
NONE = 1
END = 2
ALL = 3
class ProfilePrivacySettings(IntEnum):
SHOW_EMAIL = 1
SHOW_LAST_SEEN = 2
SHOW_MEMBER_SINCE = 4
class CorpusFollowerPermission(IntEnum):
VIEW = 1
CONTRIBUTE = 2
ADMINISTRATE = 4
# endregion enums
##############################################################################
# mixins #
##############################################################################
# region mixins
class FileMixin:
'''
Mixin for db.Model classes. All file related models should use this.
'''
creation_date = db.Column(db.DateTime, default=datetime.utcnow)
filename = db.Column(db.String(255))
mimetype = db.Column(db.String(255))
def file_mixin_to_json_serializeable(self, backrefs=False, relationships=False):
return {
'creation_date': f'{self.creation_date.isoformat()}Z',
'filename': self.filename,
'mimetype': self.mimetype
}
@classmethod
def create(cls, file_storage, **kwargs):
filename = kwargs.pop('filename', file_storage.filename)
mimetype = kwargs.pop('mimetype', file_storage.mimetype)
obj = cls(
filename=secure_filename(filename),
mimetype=mimetype,
**kwargs
)
db.session.add(obj)
db.session.flush(objects=[obj])
db.session.refresh(obj)
try:
file_storage.save(obj.path)
except (AttributeError, OSError) as e:
current_app.logger.error(e)
db.session.rollback()
raise e
return obj
# endregion mixins
##############################################################################
# type_decorators #
##############################################################################
# region type_decorators
class IntEnumColumn(db.TypeDecorator):
impl = db.Integer
def __init__(self, enum_type, *args, **kwargs):
super().__init__(*args, **kwargs)
self.enum_type = enum_type
def process_bind_param(self, value, dialect):
if isinstance(value, self.enum_type) and isinstance(value.value, int):
return value.value
elif isinstance(value, int):
return self.enum_type(value).value
elif isinstance(value, str):
return self.enum_type[value].value
else:
return TypeError()
def process_result_value(self, value, dialect):
return self.enum_type(value)
class ContainerColumn(db.TypeDecorator):
impl = db.String
def __init__(self, container_type, *args, **kwargs):
super().__init__(*args, **kwargs)
self.container_type = container_type
def process_bind_param(self, value, dialect):
if isinstance(value, self.container_type):
return json.dumps(value)
elif isinstance(value, str) and isinstance(json.loads(value), self.container_type):
return value
else:
return TypeError()
def process_result_value(self, value, dialect):
return json.loads(value)
# endregion type_decorators
##############################################################################
# Models #
##############################################################################
# region models
class Role(HashidMixin, db.Model):
__tablename__ = 'roles'
# Primary key
id = db.Column(db.Integer, primary_key=True)
# Fields
name = db.Column(db.String(64), unique=True)
default = db.Column(db.Boolean, default=False, index=True)
permissions = db.Column(db.Integer, default=0)
# Relationships
users = db.relationship('User', back_populates='role', lazy='dynamic')
def __repr__(self):
return f'<Role {self.name}>'
def add_permission(self, permission):
if not self.has_permission(permission):
self.permissions += permission
def has_permission(self, permission):
return self.permissions & permission == permission
def remove_permission(self, permission):
if self.has_permission(permission):
self.permissions -= permission
def reset_permissions(self):
self.permissions = 0
def to_json_serializeable(self, backrefs=False, relationships=False):
json_serializeable = {
'id': self.hashid,
'default': self.default,
'name': self.name,
'permissions': [
x.name for x in Permission
if self.has_permission(x.value)
]
}
if backrefs:
pass
if relationships:
json_serializeable['users'] = {
x.hashid: x.to_json_serializeable(relationships=True)
for x in self.users
}
return json_serializeable
@staticmethod
def insert_defaults():
roles = {
'User': [],
'API user': [Permission.USE_API],
'Contributor': [Permission.CONTRIBUTE],
'Administrator': [
Permission.ADMINISTRATE,
Permission.CONTRIBUTE,
Permission.USE_API
],
'System user': []
}
default_role_name = 'User'
for role_name, permissions in roles.items():
role = Role.query.filter_by(name=role_name).first()
if role is None:
role = Role(name=role_name)
role.reset_permissions()
for permission in permissions:
role.add_permission(permission)
role.default = role.name == default_role_name
db.session.add(role)
db.session.commit()
class Token(db.Model):
__tablename__ = 'tokens'
# Primary key
id = db.Column(db.Integer, primary_key=True)
# Foreign keys
user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
# Fields
access_token = db.Column(db.String(64), index=True)
access_expiration = db.Column(db.DateTime)
refresh_token = db.Column(db.String(64), index=True)
refresh_expiration = db.Column(db.DateTime)
# Relationships
user = db.relationship('User', back_populates='tokens')
def expire(self):
self.access_expiration = datetime.utcnow()
self.refresh_expiration = datetime.utcnow()
def to_json_serializeable(self, backrefs=False, relationships=False):
json_serializeable = {
'id': self.hashid,
'access_token': self.access_token,
'access_expiration': (
None if self.access_expiration is None
else f'{self.access_expiration.isoformat()}Z'
),
'refresh_token': self.refresh_token,
'refresh_expiration': (
None if self.refresh_expiration is None
else f'{self.refresh_expiration.isoformat()}Z'
)
}
if backrefs:
json_serializeable['user'] = \
self.user.to_json_serializeable(backrefs=True)
if relationships:
pass
return json_serializeable
@staticmethod
def clean():
"""Remove any tokens that have been expired for more than a day."""
yesterday = datetime.utcnow() - timedelta(days=1)
Token.query.filter(Token.refresh_expiration < yesterday).delete()
class Avatar(HashidMixin, FileMixin, db.Model):
__tablename__ = 'avatars'
# Primary key
id = db.Column(db.Integer, primary_key=True)
# Foreign keys
user_id = db.Column(db.Integer, db.ForeignKey('users.id'))
# Relationships
user = db.relationship('User', back_populates='avatar')
@property
def path(self):
return os.path.join(self.user.path, 'avatar')
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,
**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 CorpusFollowerAssociation(HashidMixin, db.Model):
__tablename__ = 'corpus_follower_associations'
# Primary key
id = db.Column(db.Integer, primary_key=True)
# Foreign keys
corpus_id = db.Column(db.Integer, db.ForeignKey('corpora.id'))
follower_id = db.Column(db.Integer, db.ForeignKey('users.id'))
# Fields
permissions = db.Column(db.Integer, default=0, nullable=False)
# Relationships
corpus = db.relationship('Corpus', back_populates='corpus_follower_associations')
follower = db.relationship('User', back_populates='corpus_follower_associations')
def __repr__(self):
return f'<CorpusFollowerAssociation {self.follower.__repr__()} ~ {self.corpus.__repr__()}>'
def has_permission(self, permission: CorpusFollowerPermission):
return self.permissions & permission.value == permission.value
def add_permission(self, permission: CorpusFollowerPermission):
if not self.has_permission(permission):
self.permissions += permission.value
def remove_permission(self, permission: CorpusFollowerPermission):
if self.has_permission(permission):
self.permissions -= permission.value
def to_json_serializeable(self, backrefs=False, relationships=False):
json_serializeable = {
'id': self.hashid,
'permissions': [
x.name for x in CorpusFollowerPermission
if self.has_permission(x)
],
'corpus': self.corpus.to_json_serializeable(),
'follower': self.follower.to_json_serializeable()
}
if backrefs:
json_serializeable['corpus'] = \
self.corpus.to_json_serializeable(backrefs=True)
json_serializeable['follower'] = \
self.follower.to_json_serializeable(backrefs=True)
if relationships:
pass
return json_serializeable
class User(HashidMixin, UserMixin, db.Model):
__tablename__ = 'users'
# Primary key
id = db.Column(db.Integer, primary_key=True)
# Foreign keys
role_id = db.Column(db.Integer, db.ForeignKey('roles.id'))
# Fields
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(
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