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Add SpaCyNLPModel database model
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10
app/SpaCyNLPPipelineModel.defaults.yml
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10
app/SpaCyNLPPipelineModel.defaults.yml
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- title: 'de_core_news_md-3.4.0'
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description: 'German pipeline optimized for CPU. Components: tok2vec, tagger, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner.'
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url: 'https://github.com/explosion/spacy-models/releases/download/de_core_news_md-3.4.0/de_core_news_md-3.4.0.tar.gz'
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publisher: 'Explosion'
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publisher_url: 'https://github.com/explosion'
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publishing_url: 'https://github.com/explosion/spacy-models/releases/tag/de_core_news_md-3.4.0'
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publishing_year: 2022
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version: '3.4.0'
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compatible_service_versions:
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- '0.1.0'
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@ -5,7 +5,8 @@ import os
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from app.models import (
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from app.models import (
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Role,
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Role,
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User,
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User,
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TesseractOCRPipelineModel
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TesseractOCRPipelineModel,
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SpaCyNLPPipelineModel
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)
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)
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@ -39,6 +40,8 @@ def register(app):
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Role.insert_defaults()
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Role.insert_defaults()
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current_app.logger.info('Insert/Update default users')
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current_app.logger.info('Insert/Update default users')
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User.insert_defaults()
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User.insert_defaults()
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current_app.logger.info('Insert/Update default SpaCyNLPPipelineModels')
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SpaCyNLPPipelineModel.insert_defaults()
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current_app.logger.info('Insert/Update default TesseractOCRPipelineModels')
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current_app.logger.info('Insert/Update default TesseractOCRPipelineModels')
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TesseractOCRPipelineModel.insert_defaults()
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TesseractOCRPipelineModel.insert_defaults()
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106
app/models.py
106
app/models.py
@ -277,6 +277,12 @@ class User(HashidMixin, UserMixin, db.Model):
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cascade='all, delete-orphan',
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cascade='all, delete-orphan',
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lazy='dynamic'
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lazy='dynamic'
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)
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)
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spacy_nlp_pipeline_models = db.relationship(
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'SpaCyNLPPipelineModel',
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backref='user',
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cascade='all, delete-orphan',
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lazy='dynamic'
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)
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corpora = db.relationship(
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corpora = db.relationship(
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'Corpus',
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'Corpus',
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backref='user',
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backref='user',
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@ -333,6 +339,7 @@ class User(HashidMixin, UserMixin, db.Model):
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db.session.refresh(user)
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db.session.refresh(user)
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try:
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try:
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os.mkdir(user.path)
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os.mkdir(user.path)
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os.mkdir(os.path.join(user.path, 'spacy_nlp_pipeline_models'))
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os.mkdir(os.path.join(user.path, 'tesseract_ocr_pipeline_models'))
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os.mkdir(os.path.join(user.path, 'tesseract_ocr_pipeline_models'))
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os.mkdir(os.path.join(user.path, 'corpora'))
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os.mkdir(os.path.join(user.path, 'corpora'))
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os.mkdir(os.path.join(user.path, 'jobs'))
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os.mkdir(os.path.join(user.path, 'jobs'))
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@ -614,6 +621,105 @@ class TesseractOCRPipelineModel(FileMixin, HashidMixin, db.Model):
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return _json
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return _json
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class SpaCyNLPPipelineModel(FileMixin, HashidMixin, db.Model):
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__tablename__ = 'spacy_nlp_pipeline_models'
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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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title = db.Column(db.String(64))
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description = db.Column(db.String(255))
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version = db.Column(db.String(16))
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compatible_service_versions = db.Column(ContainerColumn(list, 255))
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publisher = db.Column(db.String(128))
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publisher_url = db.Column(db.String(512))
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publishing_url = db.Column(db.String(512))
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publishing_year = db.Column(db.Integer)
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shared = db.Column(db.Boolean, default=False)
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# Backrefs: user: User
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@property
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def path(self):
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return os.path.join(
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self.user.path,
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'spacy_nlp_pipeline_models',
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str(self.id)
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)
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@staticmethod
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def insert_defaults():
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nopaque_user = User.query.filter_by(username='nopaque').first()
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defaults_file = os.path.join(
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os.path.dirname(os.path.abspath(__file__)),
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'SpaCyNLPPipelineModel.defaults.yml'
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)
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with open(defaults_file, 'r') as f:
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defaults = yaml.safe_load(f)
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for m in defaults:
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model = SpaCyNLPPipelineModel.query.filter_by(title=m['title'], version=m['version']).first() # noqa
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if model is not None:
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model.compatible_service_versions = m['compatible_service_versions']
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model.description = m['description']
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model.publisher = m['publisher']
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model.publisher_url = m['publisher_url']
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model.publishing_url = m['publishing_url']
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model.publishing_year = m['publishing_year']
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model.shared = True
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model.title = m['title']
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model.version = m['version']
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continue
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model = SpaCyNLPPipelineModel(
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compatible_service_versions=m['compatible_service_versions'],
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description=m['description'],
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publisher=m['publisher'],
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publisher_url=m['publisher_url'],
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publishing_url=m['publishing_url'],
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publishing_year=m['publishing_year'],
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shared=True,
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title=m['title'],
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user=nopaque_user,
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version=m['version']
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)
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db.session.add(model)
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db.session.flush(objects=[model])
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db.session.refresh(model)
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model.filename = f'{model.id}.traineddata'
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r = requests.get(m['url'], stream=True)
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pbar = tqdm(
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desc=f'{model.title} ({model.filename})',
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unit="B",
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unit_scale=True,
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unit_divisor=1024,
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total=int(r.headers['Content-Length'])
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)
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pbar.clear()
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with open(model.path, 'wb') as f:
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for chunk in r.iter_content(chunk_size=1024):
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if chunk: # filter out keep-alive new chunks
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pbar.update(len(chunk))
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f.write(chunk)
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pbar.close()
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db.session.commit()
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def to_json(self, backrefs=False, relationships=False):
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_json = {
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'id': self.hashid,
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'compatible_service_versions': self.compatible_service_versions,
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'description': self.description,
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'publisher': self.publisher,
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'publisher_url': self.publisher_url,
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'publishing_url': self.publishing_url,
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'publishing_year': self.publishing_year,
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'shared': self.shared,
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'title': self.title,
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**self.file_mixin_to_json()
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}
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if backrefs:
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_json['user'] = self.user.to_json(backrefs=True)
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return _json
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class JobInput(FileMixin, HashidMixin, db.Model):
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class JobInput(FileMixin, HashidMixin, db.Model):
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__tablename__ = 'job_inputs'
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__tablename__ = 'job_inputs'
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# Primary key
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# Primary key
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53
migrations/versions/31dd42e5ea6f_.py
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53
migrations/versions/31dd42e5ea6f_.py
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"""Add spacy_nlp_pipeline_models table
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Revision ID: 31dd42e5ea6f
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Revises: a3b727e3ff71
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Create Date: 2022-10-13 12:47:50.870474
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"""
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from alembic import op
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import shutil
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import sqlalchemy as sa
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import os
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from app.models import User
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# revision identifiers, used by Alembic.
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revision = '31dd42e5ea6f'
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down_revision = 'a3b727e3ff71'
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branch_labels = None
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depends_on = None
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def upgrade():
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# ### commands auto generated by Alembic - please adjust! ###
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for user in User.query.all():
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os.mkdir(os.path.join(user.path, 'spacy_nlp_pipeline_models'))
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op.create_table('spacy_nlp_pipeline_models',
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sa.Column('creation_date', sa.DateTime(), nullable=True),
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sa.Column('filename', sa.String(length=255), nullable=True),
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sa.Column('last_edited_date', sa.DateTime(), nullable=True),
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sa.Column('mimetype', sa.String(length=255), nullable=True),
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sa.Column('id', sa.Integer(), nullable=False),
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sa.Column('user_id', sa.Integer(), nullable=True),
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sa.Column('title', sa.String(length=64), nullable=True),
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sa.Column('description', sa.String(length=255), nullable=True),
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sa.Column('version', sa.String(length=16), nullable=True),
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sa.Column('compatible_service_versions', sa.String(length=255), nullable=True),
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sa.Column('publisher', sa.String(length=128), nullable=True),
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sa.Column('publisher_url', sa.String(length=512), nullable=True),
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sa.Column('publishing_url', sa.String(length=512), nullable=True),
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sa.Column('publishing_year', sa.Integer(), nullable=True),
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sa.Column('shared', sa.Boolean(), nullable=True),
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sa.ForeignKeyConstraint(['user_id'], ['users.id'], ),
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sa.PrimaryKeyConstraint('id')
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)
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# ### end Alembic commands ###
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def downgrade():
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# ### commands auto generated by Alembic - please adjust! ###
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for user in User.query.all():
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shutil.rmtree(os.path.join(user.path, 'spacy_nlp_pipeline_models'))
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op.drop_table('spacy_nlp_pipeline_models')
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# ### end Alembic commands ###
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@ -19,8 +19,7 @@ depends_on = None
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def upgrade():
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def upgrade():
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# ### commands auto generated by Alembic - please adjust! ###
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# ### commands auto generated by Alembic - please adjust! ###
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users = User.query.all()
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for user in User.query.all():
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for user in users:
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old_tesseract_ocr_pipeline_model_path = os.path.join(
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old_tesseract_ocr_pipeline_model_path = os.path.join(
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user.path,
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user.path,
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'tesseract_ocr_models'
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'tesseract_ocr_models'
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@ -40,8 +39,7 @@ def upgrade():
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def downgrade():
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def downgrade():
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# ### commands auto generated by Alembic - please adjust! ###
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# ### commands auto generated by Alembic - please adjust! ###
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users = User.query.all()
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for user in User.query.all():
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for user in users:
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old_tesseract_ocr_pipeline_model_path = os.path.join(
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old_tesseract_ocr_pipeline_model_path = os.path.join(
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user.path,
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user.path,
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'tesseract_ocr_models'
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'tesseract_ocr_models'
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