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quay/initdb.py

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import logging
import json
import hashlib
import random
import calendar
import os
import argparse
from datetime import datetime, timedelta
from peewee import (SqliteDatabase, create_model_tables, drop_model_tables, savepoint_sqlite,
savepoint)
from itertools import count
from uuid import UUID, uuid4
from threading import Event
from email.utils import formatdate
from data.database import (db, all_models, Role, TeamRole, Visibility, LoginService,
BuildTriggerService, AccessTokenKind, LogEntryKind, ImageStorageLocation,
ImageStorageTransformation, ImageStorageSignatureKind,
ExternalNotificationEvent, ExternalNotificationMethod, NotificationKind,
QuayRegion, QuayService, UserRegion, OAuthAuthorizationCode)
from data import model
from data.queue import WorkQueue
from app import app, storage as store, tf
from storage.basestorage import StoragePaths
from endpoints.v2.manifest import _generate_and_store_manifest
from workers import repositoryactioncounter
logger = logging.getLogger(__name__)
SAMPLE_DIFFS = ['test/data/sample/diffs/diffs%s.json' % i
for i in range(1, 10)]
SAMPLE_CMDS = [["/bin/bash"],
["/bin/sh", "-c",
"echo \"PasswordAuthentication no\" >> /etc/ssh/sshd_config"],
["/bin/sh", "-c",
"sed -i 's/#\\(force_color_prompt\\)/\\1/' /etc/skel/.bashrc"],
["/bin/sh", "-c", "#(nop) EXPOSE [8080]"],
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["/bin/sh", "-c",
"#(nop) MAINTAINER Jake Moshenko <jake@devtable.com>"],
None]
REFERENCE_DATE = datetime(2013, 6, 23)
TEST_STRIPE_ID = 'cus_2tmnh3PkXQS8NG'
IS_TESTING_REAL_DATABASE = bool(os.environ.get('TEST_DATABASE_URI'))
def __gen_checksum(image_id):
csum = hashlib.md5(image_id)
return 'tarsum+sha256:' + csum.hexdigest() + csum.hexdigest()
def __gen_image_id(repo, image_num):
str_to_hash = "%s/%s/%s" % (repo.namespace_user.username, repo.name, image_num)
img_id = hashlib.md5(str_to_hash)
return img_id.hexdigest() + img_id.hexdigest()
def __gen_image_uuid(repo, image_num):
str_to_hash = "%s/%s/%s" % (repo.namespace_user.username, repo.name, image_num)
img_uuid = hashlib.md5(str_to_hash)
return UUID(bytes=img_uuid.digest())
global_image_num = count()
def __create_subtree(repo, structure, creator_username, parent, tag_map):
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num_nodes, subtrees, last_node_tags = structure
# create the nodes
for model_num in range(num_nodes):
image_num = next(global_image_num)
docker_image_id = __gen_image_id(repo, image_num)
logger.debug('new docker id: %s', docker_image_id)
checksum = __gen_checksum(docker_image_id)
new_image = model.image.find_create_or_link_image(docker_image_id, repo, None, {}, 'local_us')
new_image.storage.uuid = __gen_image_uuid(repo, image_num)
new_image.storage.uploading = False
new_image.storage.save()
# Write out a fake torrentinfo
model.storage.save_torrent_info(new_image.storage, 1, 'deadbeef')
# Write some data for the storage.
if os.environ.get('WRITE_STORAGE_FILES'):
storage_paths = StoragePaths()
paths = [storage_paths.v1_image_layer_path]
for path_builder in paths:
path = path_builder(new_image.storage.uuid)
store.put_content('local_us', path, checksum)
new_image.security_indexed = False
new_image.security_indexed_engine = -1
new_image.save()
creation_time = REFERENCE_DATE + timedelta(weeks=image_num) + timedelta(days=model_num)
command_list = SAMPLE_CMDS[image_num % len(SAMPLE_CMDS)]
command = json.dumps(command_list) if command_list else None
v1_metadata = {
'id': docker_image_id,
}
if parent is not None:
v1_metadata['parent'] = parent.docker_image_id
new_image = model.image.set_image_metadata(docker_image_id, repo.namespace_user.username,
repo.name, str(creation_time), 'no comment', command,
json.dumps(v1_metadata), parent)
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new_image.storage.content_checksum = checksum
new_image.storage.save()
compressed_size = random.randrange(1, 1024 * 1024 * 1024)
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model.storage.set_image_storage_metadata(docker_image_id, repo.namespace_user.username,
repo.name, compressed_size, int(compressed_size * 1.4))
parent = new_image
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if last_node_tags:
if not isinstance(last_node_tags, list):
last_node_tags = [last_node_tags]
for tag_name in last_node_tags:
new_tag = model.tag.create_or_update_tag(repo.namespace_user.username, repo.name, tag_name,
new_image.docker_image_id)
derived = model.image.find_or_create_derived_storage(new_tag, 'squash', 'local_us')
model.storage.find_or_create_storage_signature(derived, 'gpg2')
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_generate_and_store_manifest(repo.namespace_user.username, repo.name, tag_name)
tag_map[tag_name] = new_tag
for tag_name in last_node_tags:
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if tag_name[0] == '#':
found_tag = tag_map[tag_name]
found_tag.name = tag_name[1:]
found_tag.lifetime_end_ts = tag_map[tag_name[1:]].lifetime_start_ts
found_tag.lifetime_start_ts = found_tag.lifetime_end_ts - 10
found_tag.save()
for subtree in subtrees:
__create_subtree(repo, subtree, creator_username, new_image, tag_map)
def __generate_repository(user_obj, name, description, is_public, permissions, structure):
repo = model.repository.create_repository(user_obj.username, name, user_obj)
if is_public:
model.repository.set_repository_visibility(repo, 'public')
if description:
repo.description = description
repo.save()
for delegate, role in permissions:
model.permission.set_user_repo_permission(delegate.username, user_obj.username, name, role)
if isinstance(structure, list):
for leaf in structure:
__create_subtree(repo, leaf, user_obj.username, None, {})
else:
__create_subtree(repo, structure, user_obj.username, None, {})
return repo
db_initialized_for_testing = Event()
testcases = {}
def finished_database_for_testing(testcase):
""" Called when a testcase has finished using the database, indicating that
any changes should be discarded.
"""
testcases[testcase]['savepoint'].__exit__(True, None, None)
def setup_database_for_testing(testcase):
""" Called when a testcase has started using the database, indicating that
the database should be setup (if not already) and a savepoint created.
"""
# Sanity check to make sure we're not killing our prod db
if not IS_TESTING_REAL_DATABASE and not isinstance(db.obj, SqliteDatabase):
raise RuntimeError('Attempted to wipe production database!')
if not db_initialized_for_testing.is_set():
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logger.debug('Setting up DB for testing.')
# Setup the database.
wipe_database()
initialize_database()
populate_database()
models_missing_data = find_models_missing_data()
if models_missing_data:
raise RuntimeError('%s models are missing data: %s', len(models_missing_data),
models_missing_data)
# Enable foreign key constraints.
if not IS_TESTING_REAL_DATABASE:
db.obj.execute_sql('PRAGMA foreign_keys = ON;')
db_initialized_for_testing.set()
# Create a savepoint for the testcase.
test_savepoint = savepoint(db) if IS_TESTING_REAL_DATABASE else savepoint_sqlite(db)
testcases[testcase] = {}
testcases[testcase]['savepoint'] = test_savepoint
testcases[testcase]['savepoint'].__enter__()
def initialize_database():
create_model_tables(all_models)
Role.create(name='admin')
Role.create(name='write')
Role.create(name='read')
TeamRole.create(name='admin')
TeamRole.create(name='creator')
TeamRole.create(name='member')
Visibility.create(name='public')
Visibility.create(name='private')
LoginService.create(name='google')
LoginService.create(name='github')
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LoginService.create(name='quayrobot')
LoginService.create(name='ldap')
LoginService.create(name='jwtauthn')
LoginService.create(name='keystone')
LoginService.create(name='dex')
BuildTriggerService.create(name='github')
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BuildTriggerService.create(name='custom-git')
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BuildTriggerService.create(name='bitbucket')
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BuildTriggerService.create(name='gitlab')
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AccessTokenKind.create(name='build-worker')
AccessTokenKind.create(name='pushpull-token')
LogEntryKind.create(name='account_change_plan')
LogEntryKind.create(name='account_change_cc')
LogEntryKind.create(name='account_change_password')
LogEntryKind.create(name='account_convert')
LogEntryKind.create(name='create_robot')
LogEntryKind.create(name='delete_robot')
LogEntryKind.create(name='create_repo')
LogEntryKind.create(name='push_repo')
LogEntryKind.create(name='pull_repo')
LogEntryKind.create(name='delete_repo')
LogEntryKind.create(name='create_tag')
LogEntryKind.create(name='move_tag')
LogEntryKind.create(name='delete_tag')
LogEntryKind.create(name='revert_tag')
LogEntryKind.create(name='add_repo_permission')
LogEntryKind.create(name='change_repo_permission')
LogEntryKind.create(name='delete_repo_permission')
LogEntryKind.create(name='change_repo_visibility')
LogEntryKind.create(name='add_repo_accesstoken')
LogEntryKind.create(name='delete_repo_accesstoken')
LogEntryKind.create(name='set_repo_description')
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LogEntryKind.create(name='build_dockerfile')
LogEntryKind.create(name='org_create_team')
LogEntryKind.create(name='org_delete_team')
LogEntryKind.create(name='org_invite_team_member')
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LogEntryKind.create(name='org_delete_team_member_invite')
LogEntryKind.create(name='org_add_team_member')
LogEntryKind.create(name='org_team_member_invite_accepted')
LogEntryKind.create(name='org_team_member_invite_declined')
LogEntryKind.create(name='org_remove_team_member')
LogEntryKind.create(name='org_set_team_description')
LogEntryKind.create(name='org_set_team_role')
LogEntryKind.create(name='create_prototype_permission')
LogEntryKind.create(name='modify_prototype_permission')
LogEntryKind.create(name='delete_prototype_permission')
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LogEntryKind.create(name='setup_repo_trigger')
LogEntryKind.create(name='delete_repo_trigger')
LogEntryKind.create(name='create_application')
LogEntryKind.create(name='update_application')
LogEntryKind.create(name='delete_application')
LogEntryKind.create(name='reset_application_client_secret')
# Note: These next two are deprecated.
LogEntryKind.create(name='add_repo_webhook')
LogEntryKind.create(name='delete_repo_webhook')
LogEntryKind.create(name='add_repo_notification')
LogEntryKind.create(name='delete_repo_notification')
LogEntryKind.create(name='regenerate_robot_token')
LogEntryKind.create(name='repo_verb')
ImageStorageLocation.create(name='local_eu')
ImageStorageLocation.create(name='local_us')
ImageStorageTransformation.create(name='squash')
ImageStorageTransformation.create(name='aci')
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ImageStorageSignatureKind.create(name='gpg2')
# NOTE: These MUST be copied over to NotificationKind, since every external
# notification can also generate a Quay.io notification.
ExternalNotificationEvent.create(name='repo_push')
ExternalNotificationEvent.create(name='build_queued')
ExternalNotificationEvent.create(name='build_start')
ExternalNotificationEvent.create(name='build_success')
ExternalNotificationEvent.create(name='build_failure')
ExternalNotificationEvent.create(name='vulnerability_found')
ExternalNotificationMethod.create(name='quay_notification')
ExternalNotificationMethod.create(name='email')
ExternalNotificationMethod.create(name='webhook')
ExternalNotificationMethod.create(name='flowdock')
ExternalNotificationMethod.create(name='hipchat')
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ExternalNotificationMethod.create(name='slack')
NotificationKind.create(name='repo_push')
NotificationKind.create(name='build_queued')
NotificationKind.create(name='build_start')
NotificationKind.create(name='build_success')
NotificationKind.create(name='build_failure')
NotificationKind.create(name='vulnerability_found')
NotificationKind.create(name='password_required')
NotificationKind.create(name='over_private_usage')
NotificationKind.create(name='expiring_license')
NotificationKind.create(name='maintenance')
NotificationKind.create(name='org_team_invite')
NotificationKind.create(name='test_notification')
QuayRegion.create(name='us')
QuayService.create(name='quay')
def wipe_database():
logger.debug('Wiping all data from the DB.')
# Sanity check to make sure we're not killing our prod db
if not IS_TESTING_REAL_DATABASE and not isinstance(db.obj, SqliteDatabase):
raise RuntimeError('Attempted to wipe production database!')
drop_model_tables(all_models, fail_silently=True)
def populate_database(minimal=False):
logger.debug('Populating the DB with test data.')
new_user_1 = model.user.create_user('devtable', 'password', 'jschorr@devtable.com')
new_user_1.verified = True
new_user_1.stripe_id = TEST_STRIPE_ID
new_user_1.save()
if minimal:
logger.debug('Skipping most db population because user requested mininal db')
return
UserRegion.create(user=new_user_1, location=1)
model.release.set_region_release('quay', 'us', 'v0.1.2')
model.user.create_confirm_email_code(new_user_1, new_email='typo@devtable.com')
disabled_user = model.user.create_user('disabled', 'password', 'jschorr+disabled@devtable.com')
disabled_user.verified = True
disabled_user.enabled = False
disabled_user.save()
dtrobot = model.user.create_robot('dtrobot', new_user_1)
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new_user_2 = model.user.create_user('public', 'password', 'jacob.moshenko@gmail.com')
new_user_2.verified = True
new_user_2.save()
new_user_3 = model.user.create_user('freshuser', 'password', 'jschorr+test@devtable.com')
new_user_3.verified = True
new_user_3.save()
model.user.create_robot('anotherrobot', new_user_3)
new_user_4 = model.user.create_user('randomuser', 'password', 'no4@thanks.com')
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new_user_4.verified = True
new_user_4.save()
new_user_5 = model.user.create_user('unverified', 'password', 'no5@thanks.com')
new_user_5.save()
reader = model.user.create_user('reader', 'password', 'no1@thanks.com')
reader.verified = True
reader.save()
creatoruser = model.user.create_user('creator', 'password', 'noc@thanks.com')
creatoruser.verified = True
creatoruser.save()
outside_org = model.user.create_user('outsideorg', 'password', 'no2@thanks.com')
outside_org.verified = True
outside_org.save()
model.notification.create_notification('test_notification', new_user_1,
metadata={'some':'value',
'arr':[1, 2, 3],
'obj':{'a':1, 'b':2}})
from_date = datetime.utcnow()
to_date = from_date + timedelta(hours=1)
notification_metadata = {
'from_date': formatdate(calendar.timegm(from_date.utctimetuple())),
'to_date': formatdate(calendar.timegm(to_date.utctimetuple())),
'reason': 'database migration'
}
model.notification.create_notification('maintenance', new_user_1,
metadata=notification_metadata)
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__generate_repository(new_user_4, 'randomrepo', 'Random repo repository.', False,
[], (4, [], ['latest', 'prod']))
simple_repo = __generate_repository(new_user_1, 'simple', 'Simple repository.', False,
[], (4, [], ['latest', 'prod']))
model.blob.initiate_upload(new_user_1.username, simple_repo.name, str(uuid4()), 'local_us', {})
model.notification.create_repo_notification(simple_repo, 'repo_push', 'quay_notification', {}, {})
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__generate_repository(new_user_1, 'sharedtags',
'Shared tags repository',
False, [(new_user_2, 'read'), (dtrobot[0], 'read')],
(2, [(3, [], ['v2.0', 'v2.1', 'v2.2']),
(1, [(1, [(1, [], ['prod', '581a284'])],
['staging', '8423b58']),
(1, [], None)], None)], None))
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__generate_repository(new_user_1, 'history', 'Historical repository.', False,
[], (4, [(2, [], 'latest'), (3, [], '#latest')], None))
__generate_repository(new_user_1, 'complex',
'Complex repository with many branches and tags.',
False, [(new_user_2, 'read'), (dtrobot[0], 'read')],
(2, [(3, [], 'v2.0'),
(1, [(1, [(1, [], ['prod'])],
'staging'),
(1, [], None)], None)], None))
__generate_repository(new_user_1, 'gargantuan', None, False, [],
(2, [(3, [], 'v2.0'),
(1, [(1, [(1, [], ['latest', 'prod'])],
'staging'),
(1, [], None)], None),
(20, [], 'v3.0'),
(5, [], 'v4.0'),
(1, [(1, [], 'v5.0'), (1, [], 'v6.0')], None)],
None))
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__generate_repository(new_user_2, 'publicrepo',
'Public repository pullable by the world.', True,
[], (10, [], 'latest'))
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__generate_repository(outside_org, 'coolrepo',
'Some cool repo.', False,
[],
(5, [], 'latest'))
__generate_repository(new_user_1, 'shared',
'Shared repository, another user can write.', False,
[(new_user_2, 'write'), (reader, 'read')],
(5, [], 'latest'))
building = __generate_repository(new_user_1, 'building',
'Empty repository which is building.',
False, [], (0, [], None))
new_token = model.token.create_access_token(building, 'write', 'build-worker')
trigger = model.build.create_build_trigger(building, 'github', '123authtoken', new_user_1,
pull_robot=dtrobot[0])
trigger.config = json.dumps({
'build_source': 'jakedt/testconnect',
'subdir': '',
})
trigger.save()
repo = 'ci.devtable.com:5000/%s/%s' % (building.namespace_user.username, building.name)
job_config = {
'repository': repo,
'docker_tags': ['latest'],
'build_subdir': '',
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'trigger_metadata': {
'commit': '3482adc5822c498e8f7db2e361e8d57b3d77ddd9',
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'ref': 'refs/heads/master',
'default_branch': 'master'
}
}
model.repository.star_repository(new_user_1, simple_repo)
record = model.repository.create_email_authorization_for_repo(new_user_1.username, 'simple',
'jschorr@devtable.com')
record.confirmed = True
record.save()
model.repository.create_email_authorization_for_repo(new_user_1.username, 'simple',
'jschorr+other@devtable.com')
build2 = model.build.create_repository_build(building, new_token, job_config,
'68daeebd-a5b9-457f-80a0-4363b882f8ea',
'build-name', trigger)
build2.uuid = 'deadpork-dead-pork-dead-porkdeadpork'
build2.save()
build3 = model.build.create_repository_build(building, new_token, job_config,
'f49d07f9-93da-474d-ad5f-c852107c3892',
'build-name', trigger)
build3.uuid = 'deadduck-dead-duck-dead-duckdeadduck'
build3.save()
build1 = model.build.create_repository_build(building, new_token, job_config,
'701dcc3724fb4f2ea6c31400528343cd', 'build-name',
trigger)
build1.uuid = 'deadbeef-dead-beef-dead-beefdeadbeef'
build1.save()
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org = model.organization.create_organization('buynlarge', 'quay@devtable.com', new_user_1)
org.stripe_id = TEST_STRIPE_ID
org.save()
model.user.create_robot('coolrobot', org)
oauth_app_1 = model.oauth.create_application(org, 'Some Test App', 'http://localhost:8000',
'http://localhost:8000/o2c.html',
client_id='deadbeef')
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model.oauth.create_application(org, 'Some Other Test App', 'http://quay.io',
'http://localhost:8000/o2c.html', client_id='deadpork',
description='This is another test application')
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model.oauth.create_access_token_for_testing(new_user_1, 'deadbeef', 'repo:admin')
OAuthAuthorizationCode.create(application=oauth_app_1, code='Z932odswfhasdf1', scope='repo:admin',
data='{"somejson": "goeshere"}')
model.user.create_robot('neworgrobot', org)
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ownerbot = model.user.create_robot('ownerbot', org)[0]
creatorbot = model.user.create_robot('creatorbot', org)[0]
owners = model.team.get_organization_team('buynlarge', 'owners')
owners.description = 'Owners have unfetterd access across the entire org.'
owners.save()
org_repo = __generate_repository(org, 'orgrepo', 'Repository owned by an org.', False,
[(outside_org, 'read')], (4, [], ['latest', 'prod']))
__generate_repository(org, 'anotherorgrepo', 'Another repository owned by an org.', False,
[], (4, [], ['latest', 'prod']))
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creators = model.team.create_team('creators', org, 'creator', 'Creators of orgrepo.')
reader_team = model.team.create_team('readers', org, 'member', 'Readers of orgrepo.')
model.team.add_or_invite_to_team(new_user_1, reader_team, outside_org)
model.permission.set_team_repo_permission(reader_team.name, org_repo.namespace_user.username,
org_repo.name, 'read')
model.team.add_user_to_team(new_user_2, reader_team)
model.team.add_user_to_team(reader, reader_team)
model.team.add_user_to_team(ownerbot, owners)
model.team.add_user_to_team(creatorbot, creators)
model.team.add_user_to_team(creatoruser, creators)
__generate_repository(new_user_1, 'superwide', None, False, [],
[(10, [], 'latest2'),
(2, [], 'latest3'),
(2, [(1, [], 'latest11'), (2, [], 'latest12')],
'latest4'),
(2, [], 'latest5'),
(2, [], 'latest6'),
(2, [], 'latest7'),
(2, [], 'latest8'),
(2, [], 'latest9'),
(2, [], 'latest10'),
(2, [], 'latest13'),
(2, [], 'latest14'),
(2, [], 'latest15'),
(2, [], 'latest16'),
(2, [], 'latest17'),
(2, [], 'latest18')])
model.permission.add_prototype_permission(org, 'read', activating_user=new_user_1,
delegate_user=new_user_2)
model.permission.add_prototype_permission(org, 'read', activating_user=new_user_1,
delegate_team=reader_team)
model.permission.add_prototype_permission(org, 'write', activating_user=new_user_2,
delegate_user=new_user_1)
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today = datetime.today()
week_ago = today - timedelta(6)
six_ago = today - timedelta(5)
four_ago = today - timedelta(4)
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model.log.log_action('org_create_team', org.username, performer=new_user_1,
timestamp=week_ago, metadata={'team': 'readers'})
model.log.log_action('org_set_team_role', org.username, performer=new_user_1,
timestamp=week_ago,
metadata={'team': 'readers', 'role': 'read'})
model.log.log_action('create_repo', org.username, performer=new_user_1,
repository=org_repo, timestamp=week_ago,
metadata={'namespace': org.username, 'repo': 'orgrepo'})
model.log.log_action('change_repo_permission', org.username,
performer=new_user_2, repository=org_repo,
timestamp=six_ago,
metadata={'username': new_user_1.username,
'repo': 'orgrepo', 'role': 'admin'})
model.log.log_action('change_repo_permission', org.username,
performer=new_user_1, repository=org_repo,
timestamp=six_ago,
metadata={'username': new_user_2.username,
'repo': 'orgrepo', 'role': 'read'})
model.log.log_action('add_repo_accesstoken', org.username, performer=new_user_1,
repository=org_repo, timestamp=four_ago,
metadata={'repo': 'orgrepo', 'token': 'deploytoken'})
model.log.log_action('push_repo', org.username, performer=new_user_2,
repository=org_repo, timestamp=today,
metadata={'username': new_user_2.username,
'repo': 'orgrepo'})
model.log.log_action('pull_repo', org.username, performer=new_user_2,
repository=org_repo, timestamp=today,
metadata={'username': new_user_2.username,
'repo': 'orgrepo'})
model.log.log_action('pull_repo', org.username, repository=org_repo,
timestamp=today,
metadata={'token': 'sometoken', 'token_code': 'somecode',
'repo': 'orgrepo'})
model.log.log_action('delete_tag', org.username, performer=new_user_2,
repository=org_repo, timestamp=today,
metadata={'username': new_user_2.username,
'repo': 'orgrepo', 'tag': 'sometag'})
model.log.log_action('pull_repo', org.username, repository=org_repo,
timestamp=today,
metadata={'token_code': 'somecode', 'repo': 'orgrepo'})
model.log.log_action('build_dockerfile', new_user_1.username, repository=building,
timestamp=today,
metadata={'repo': 'building', 'namespace': new_user_1.username,
'trigger_id': trigger.uuid, 'config': json.loads(trigger.config),
'service': trigger.service.name})
fake_queue = WorkQueue('fakequeue', tf)
fake_queue.put(['canonical', 'job', 'name'], '{}')
while repositoryactioncounter.count_repository_actions():
pass
def find_models_missing_data():
# As a sanity check we are going to make sure that all db tables have some data
models_missing_data = set()
for one_model in all_models:
try:
one_model.select().get()
except one_model.DoesNotExist:
models_missing_data.add(one_model.__name__)
return models_missing_data
if __name__ == '__main__':
parser = argparse.ArgumentParser(description='Initialize the test database.')
parser.add_argument('--simple', action='store_true')
args = parser.parse_args()
log_level = getattr(logging, app.config['LOGGING_LEVEL'])
logging.basicConfig(level=log_level)
if not IS_TESTING_REAL_DATABASE and not isinstance(db.obj, SqliteDatabase):
raise RuntimeError('Attempted to initialize production database!')
initialize_database()
populate_database(args.simple)
if not args.simple:
models_missing_data = find_models_missing_data()
if models_missing_data:
logger.warning('The following models do not have any data: %s', models_missing_data)