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#!/usr/bin/env python3 |
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# -*- coding: utf-8 -*- |
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""" |
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Created on Fri Oct 5 11:22:33 2018 |
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@author: Paolo Cozzi <[email protected]> |
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Useful staff to deal with validation process |
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""" |
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import json |
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import traceback |
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from collections import Counter, defaultdict |
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from celery.utils.log import get_task_logger |
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from common.constants import ( |
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READY, ERROR, LOADED, NEED_REVISION, COMPLETED, SUBMITTED, STATUSES, |
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KNOWN_STATUSES) |
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from common.helpers import send_mail_to_admins |
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from common.tasks import BaseTask, NotifyAdminTaskMixin |
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from image.celery import app as celery_app |
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from uid.models import Sample, Animal |
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from submissions.tasks import SubmissionTaskMixin |
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from validation.models import ValidationSummary |
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from .models import ValidationResult as ValidationResultModel |
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from .helpers import MetaDataValidation, OntologyCacheError, RulesetError |
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# Get an instance of a logger |
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logger = get_task_logger(__name__) |
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# get a dictionary from status name (ie {0: 'Waiting'}) |
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key2status = dict([x.value for x in STATUSES]) |
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# A class to deal with validation errors |
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class ValidationError(Exception): |
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pass |
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class ValidateSubmission(object): |
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""" |
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An helper class for submission task, useful to pass parameters like |
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submission data between tasks""" |
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# define my class attributes |
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def __init__(self, submission_obj, ruleset): |
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# track submission object |
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self.submission_obj = submission_obj |
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# track ruleset |
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self.ruleset = ruleset |
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# collect all unique messages for samples and animals |
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self.animals_messages = defaultdict(list) |
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self.samples_messages = defaultdict(list) |
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self.animals_offending_columns = dict() |
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self.samples_offending_columns = dict() |
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# track global statuses for animals and samples |
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# Don't set keys: if you take a key which doesn't exists, you will |
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# get 0 instead of key errors. This is how Counter differ from a |
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# default dictionary object |
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self.animals_statuses = Counter() |
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self.samples_statuses = Counter() |
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def check_valid_statuses(self): |
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"""Check if validation return with an unsupported status message""" |
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# test for keys in model_statuses |
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for key in self.animals_statuses.keys(): |
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if key not in KNOWN_STATUSES: |
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logger.error("Unsupported status '%s' from validation" % key) |
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return False |
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for key in self.samples_statuses.keys(): |
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if key not in KNOWN_STATUSES: |
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logger.error("Unsupported status '%s' from validation" % key) |
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return False |
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# if I arrive here, all validation statuses are handled |
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return True |
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def __has_key_in_rules(self, key): |
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"""Generic function to test errors in validation rules""" |
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if (self.animals_statuses[key] > 0 or |
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self.samples_statuses[key] > 0): |
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return True |
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else: |
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return False |
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def has_errors_in_rules(self): |
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"Return True if there is any errors in validation rules""" |
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return self.__has_key_in_rules('Error') |
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def has_warnings_in_rules(self): |
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"Return True if there is any warnings in validation rules""" |
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return self.__has_key_in_rules('Warning') |
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def validate_model(self, model): |
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logger.debug("Validating %s" % (model)) |
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# thsi could be animal or sample |
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if isinstance(model, Sample): |
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model_statuses = self.samples_statuses |
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elif isinstance(model, Animal): |
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model_statuses = self.animals_statuses |
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# get data in biosample format |
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data = model.to_biosample() |
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# TODO: remove this when IMAGE-metadata rules will support |
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# IMAGE submission id |
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del(data['attributes']['IMAGE submission id']) |
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# input is a list object |
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usi_result = self.ruleset.check_usi_structure([data]) |
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# if I have errors here, JSON isn't valid: this is not an error |
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# on user's data but on InjectTool itself |
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if usi_result.get_overall_status() != 'Pass': |
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# update statuses (update counters), mark model and return |
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self.update_statuses(model_statuses, model, usi_result) |
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# It make no sense continue validation since JSON is wrong |
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return |
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# no check_duplicates: it checks against alias (that is a pk) |
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# HINT: improve check_duplicates or implement database constraints |
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# check against image metadata |
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ruleset_result = self.ruleset.validate(data) |
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# update status and track data in a overall variable |
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self.update_statuses(model_statuses, model, ruleset_result) |
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# inspired from validation.deal_with_validation_results |
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def update_statuses(self, model_statuses, model, result): |
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""" |
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Update validation summary counter and then mark model with an |
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appropriate status (READY for Pass and Warning, NEED_REVISION for |
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the remaining statuses) |
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Args: |
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model_statuses (Counter): a counter object for animal or sample |
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validation statuese |
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model (Sample/Animal): a Sample or Animal object |
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result (ValidationResultRecord): a validation result for a record |
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""" |
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# get overall status (ie Pass, Error) |
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overall = result.get_overall_status() |
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# set model as valid even if has some warnings |
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if overall in ["Pass", "Warning"]: |
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self.mark_model(model, result, READY) |
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else: |
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model_statuses.update(['Issues']) |
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self.mark_model(model, result, NEED_REVISION) |
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# update a collections.Counter objects by key |
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model_statuses.update({overall}) |
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model_statuses.update(['Known']) |
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def mark_model(self, model, result, status): |
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"""Set status to a model and instantiate a ValidationResult obj""" |
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messages = result.get_messages() |
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# get comparable messages for batch update |
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comparable_messages = list() |
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for result_set in result.result_set: |
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comparable_messages.append({ |
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'message': result_set.get_comparable_str(), |
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'offending_column': result_set.get_field_name() |
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}) |
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overall_status = result.get_overall_status() |
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# Save all messages for validation summary |
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if isinstance(model, Sample): |
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for message in comparable_messages: |
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# samples_messages is a counter object |
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self.samples_messages[message['message']].append(model.pk) |
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self.samples_offending_columns[message['message']] = \ |
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message['offending_column'] |
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# is as an animal object |
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elif isinstance(model, Animal): |
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for message in comparable_messages: |
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self.animals_messages[message['message']].append(model.pk) |
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self.animals_offending_columns[message['message']] = \ |
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message['offending_column'] |
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# get a validation result model or create a new one |
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if model.validationresult: |
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validationresult = model.validationresult |
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else: |
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validationresult = ValidationResultModel() |
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model.validationresult = validationresult |
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# setting valdiationtool results and save |
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validationresult.messages = messages |
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validationresult.status = overall_status |
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validationresult.save() |
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# ok, don't update statuses for submitted objects which |
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# already are in biosamples and pass validation |
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if model.status in [COMPLETED, SUBMITTED] and status == READY: |
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logger.debug( |
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"Ignoring %s: status was '%s' and validation is OK" % ( |
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model, key2status[model.status])) |
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else: |
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logger.debug( |
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"Marking %s with '%s' status (%s)" % ( |
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model, key2status[status], messages)) |
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# update model status and save |
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model.status = status |
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model.save() |
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def create_validation_summary(self): |
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""" |
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This function will create ValidationSummary object that will be used |
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on validation_summary view |
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""" |
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for model_type in ['animal', 'sample']: |
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summary_obj, created = ValidationSummary.objects.get_or_create( |
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submission=self.submission_obj, type=model_type) |
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if created: |
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logger.debug( |
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"Created %s validationSummary for %s" % ( |
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model_type, self.submission_obj)) |
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# reset all_count |
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summary_obj.reset_all_count() |
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if model_type == 'animal': |
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messages = self.animals_messages |
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model_statuses = self.animals_statuses |
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offending_column = self.animals_offending_columns |
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# Im cycling with animal and sample type |
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else: |
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messages = self.samples_messages |
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model_statuses = self.samples_statuses |
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offending_column = self.samples_offending_columns |
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summary_obj.submission = self.submission_obj |
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# they are counter object, so no Keyerror and returns 0 |
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summary_obj.pass_count = model_statuses['Pass'] |
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summary_obj.warning_count = model_statuses['Warning'] |
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summary_obj.error_count = model_statuses['Error'] |
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summary_obj.issues_count = model_statuses['Issues'] |
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summary_obj.validation_known_count = model_statuses['Known'] |
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validation_messages = list() |
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for message, ids in messages.items(): |
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validation_messages.append({ |
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'message': message, |
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'count': len(ids), |
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'ids': ids, |
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'offending_column': offending_column[message] |
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}) |
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summary_obj.messages = validation_messages |
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summary_obj.type = model_type |
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summary_obj.save() |
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logger.debug( |
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"Results for submission %s: animals - %s, samples - %s" % ( |
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self.submission_obj, |
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dict(self.animals_statuses), |
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dict(self.samples_statuses)) |
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) |
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class ValidateTask(SubmissionTaskMixin, NotifyAdminTaskMixin, BaseTask): |
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name = "Validate Submission" |
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description = """Validate submission data against IMAGE rules""" |
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action = "validation" |
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# http://docs.celeryproject.org/en/latest/userguide/tasks.html#instantiation |
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# A task is not instantiated for every request, but is registered in |
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# the task registry as a global instance. This means that the __init__ |
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# constructor will only be called once per process, and that the |
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# task class is semantically closer to an Actor. if you have a task and |
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# you route every request to the same process, then it will keep state |
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# between requests. This can also be useful to cache resources, For |
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# example, a base Task class that caches a database connection |
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# override SubmissionTaskMixin update_submission_status |
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def update_submission_status( |
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self, submission_obj, status, message, construct_message=True): |
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"""Mark submission with status, then send message |
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Args: |
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submission_obj (uid.models.Submission): an UID submission |
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object |
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status (int): a :py:class:`common.constants.STATUSES` value |
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message (str): the message to send |
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construct_message (bool): construct validation message or not |
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""" |
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super().update_submission_status( |
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submission_obj, status, message, construct_message) |
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def __generic_error_report( |
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self, submission_obj, status, message, notify_admins=False): |
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""" |
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Generic report for updating submission objects and send email after |
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an exception is called |
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Args: |
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submission_obj (uid.models.Submission): an UID submission |
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object |
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status (int): a :py:class:`common.constants.STATUSES` object |
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message (str): a text object |
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notify_admins (bool): send mail to the admins or not |
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""" |
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# mark submission with its status |
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self.update_submission_status( |
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submission_obj, |
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status, |
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message |
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) |
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# get exception info |
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einfo = traceback.format_exc() |
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# send a mail to the user with the stacktrace (einfo) |
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email_subject = "Error in IMAGE Validation: %s" % (message) |
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email_message = ( |
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"Something goes wrong with validation. Please report " |
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"this to InjectTool team\n\n %s" % str(einfo)) |
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self.mail_to_owner(submission_obj, email_subject, email_message) |
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# this is a common.helpers method that should be used when needed |
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if notify_admins: |
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# submit mail to admins |
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send_mail_to_admins(email_subject, email_message) |
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# TODO: define a method to inform user for error in validation (Task run |
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# with success but errors in data) |
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def temporary_error_report(self, exc, submission_obj): |
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""" |
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Deal with known issues in validation task. Notify the user using |
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email and set status as READY in order to recall this task |
366
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367
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Args: |
368
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exc (Exception): an py:exc`Exception` object |
369
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submission_obj (uid.models.Submission): an UID submission |
370
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object |
371
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372
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Return |
373
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str: "success" since this task is correctly managed |
374
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""" |
375
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376
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logger.error("Error in validation: %s" % exc) |
377
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378
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message = "Errors in EBI API endpoints. Please try again later" |
379
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logger.error(message) |
380
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381
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# call generic report which update submission and send email |
382
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self.__generic_error_report(submission_obj, LOADED, message) |
383
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384
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return "success" |
385
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386
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def ruleset_error_report(self, exc, submission_obj): |
387
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""" |
388
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Deal with ruleset issue in validation task. Notify the user using |
389
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email and set status as ERROR, since he can't do anything without |
390
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admin intervention |
391
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392
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Args: |
393
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exc (Exception): an py:exc`Exception` object |
394
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submission_obj (uid.models.Submission): an UID submission |
395
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object |
396
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|
397
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Return |
398
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str: "success" since this task is correctly managed |
399
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""" |
400
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|
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|
401
|
|
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logger.error("Error ruleset: %s" % exc) |
402
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|
403
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|
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message = ( |
404
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|
"Error in IMAGE-metadata ruleset. Please inform InjectTool team") |
405
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logger.error(message) |
406
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|
|
|
407
|
|
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# call generic report which update submission and send email |
408
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|
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self.__generic_error_report( |
409
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|
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submission_obj, ERROR, message, notify_admins=True) |
410
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|
|
|
411
|
|
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return "success" |
412
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413
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def run(self, submission_id): |
414
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"""a function to perform validation steps""" |
415
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|
416
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|
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logger.info("Validate Submission started") |
417
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|
|
|
418
|
|
|
# get submissio object |
419
|
|
|
submission_obj = self.get_uid_submission(submission_id) |
420
|
|
|
|
421
|
|
|
# read rules when task starts. Model issues when starting |
422
|
|
|
# OntologyCache at start |
423
|
|
|
try: |
424
|
|
|
self.ruleset = MetaDataValidation() |
425
|
|
|
|
426
|
|
|
except OntologyCacheError as exc: |
427
|
|
|
return self.temporary_error_report(exc, submission_obj) |
428
|
|
|
|
429
|
|
|
except RulesetError as exc: |
430
|
|
|
return self.ruleset_error_report(exc, submission_obj) |
431
|
|
|
|
432
|
|
|
# get a submission data helper instance |
433
|
|
|
validate_submission = ValidateSubmission(submission_obj, self.ruleset) |
434
|
|
|
|
435
|
|
|
try: |
436
|
|
|
for animal in Animal.objects.filter( |
437
|
|
|
submission=submission_obj).order_by('id'): |
438
|
|
|
validate_submission.validate_model(animal) |
439
|
|
|
|
440
|
|
|
for sample in Sample.objects.filter( |
441
|
|
|
submission=submission_obj).order_by('id'): |
442
|
|
|
validate_submission.validate_model(sample) |
443
|
|
|
|
444
|
|
|
# TODO: errors in validation should raise custom exception |
445
|
|
|
except json.decoder.JSONDecodeError as exc: |
446
|
|
|
return self.temporary_error_report(exc, submission_obj) |
447
|
|
|
|
448
|
|
|
except Exception as exc: |
449
|
|
|
raise self.retry(exc=exc) |
450
|
|
|
|
451
|
|
|
# if error messages changes in IMAGE-ValidationTool, all this |
452
|
|
|
# stuff isn't valid and I throw an exception |
453
|
|
|
|
454
|
|
|
if not validate_submission.check_valid_statuses(): |
455
|
|
|
message = ( |
456
|
|
|
"Unsupported validation status for submission %s" % ( |
457
|
|
|
submission_obj)) |
458
|
|
|
|
459
|
|
|
# debug: print error in log |
460
|
|
|
logger.error(message) |
461
|
|
|
|
462
|
|
|
# create validation summary |
463
|
|
|
validate_submission.create_validation_summary() |
464
|
|
|
|
465
|
|
|
# mark submission with ERROR (this is not related to user data) |
466
|
|
|
# calling the appropriate method passing ERROR as status |
467
|
|
|
self.submission_fail(submission_obj, message, status=ERROR) |
468
|
|
|
|
469
|
|
|
# raise an exception since is an InjectTool issue |
470
|
|
|
raise ValidationError(message) |
471
|
|
|
|
472
|
|
|
# set a proper value for status (READY or NEED_REVISION) |
473
|
|
|
# If I will found any error or warning, I will |
474
|
|
|
# return a message and I will set NEED_REVISION |
475
|
|
|
elif validate_submission.has_errors_in_rules(): |
476
|
|
|
# create validation summary |
477
|
|
|
validate_submission.create_validation_summary() |
478
|
|
|
|
479
|
|
|
message = ( |
480
|
|
|
"Error in metadata. Need revisions before submit") |
481
|
|
|
|
482
|
|
|
# mark submission with NEED_REVISION |
483
|
|
|
self.submission_fail(submission_obj, message) |
484
|
|
|
|
485
|
|
|
logger.warning( |
486
|
|
|
"Error in metadata for submission %s" % (submission_obj)) |
487
|
|
|
|
488
|
|
|
# WOW: I can submit those data |
489
|
|
|
elif validate_submission.has_warnings_in_rules(): |
490
|
|
|
# create validation summary |
491
|
|
|
validate_submission.create_validation_summary() |
492
|
|
|
|
493
|
|
|
message = "Submission validated with some warnings" |
494
|
|
|
|
495
|
|
|
# mark submission with READY status |
496
|
|
|
self.submission_ready(submission_obj, message) |
497
|
|
|
|
498
|
|
|
logger.info( |
499
|
|
|
"Submission %s validated with some warning" % (submission_obj)) |
500
|
|
|
|
501
|
|
|
else: |
502
|
|
|
# create validation summary |
503
|
|
|
validate_submission.create_validation_summary() |
504
|
|
|
|
505
|
|
|
message = "Submission validated with success" |
506
|
|
|
|
507
|
|
|
# mark submission with READY status |
508
|
|
|
self.submission_ready(submission_obj, message) |
509
|
|
|
|
510
|
|
|
logger.info( |
511
|
|
|
"Submission %s validated with success" % (submission_obj)) |
512
|
|
|
|
513
|
|
|
logger.info("Validate Submission completed") |
514
|
|
|
|
515
|
|
|
return "success" |
516
|
|
|
|
517
|
|
|
def submission_fail(self, submission_obj, message, status=NEED_REVISION): |
518
|
|
|
"""Mark a submission with NEED_REVISION status""" |
519
|
|
|
|
520
|
|
|
# ovverride message |
521
|
|
|
message = ("Validation got errors: %s" % (message)) |
522
|
|
|
self.update_submission_status(submission_obj, status, message) |
523
|
|
|
|
524
|
|
|
def submission_ready(self, submission_obj, message): |
525
|
|
|
"""Mark a submission with READY status""" |
526
|
|
|
|
527
|
|
|
self.update_submission_status(submission_obj, READY, message) |
528
|
|
|
|
529
|
|
|
|
530
|
|
|
# register explicitly tasks |
531
|
|
|
# https://github.com/celery/celery/issues/3744#issuecomment-271366923 |
532
|
|
|
celery_app.tasks.register(ValidateTask) |
533
|
|
|
|