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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 |
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from celery.utils.log import get_task_logger |
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from django.conf import settings |
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from django.core.mail import send_mass_mail |
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from common.constants import ( |
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READY, ERROR, LOADED, NEED_REVISION, COMPLETED, STATUSES, KNOWN_STATUSES) |
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from validation.helpers import construct_validation_message |
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from image.celery import app as celery_app, MyTask |
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from image_app.helpers import get_admin_emails |
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from image_app.models import Submission, Sample, Animal |
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from submissions.helpers import send_message |
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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.messages_animals = Counter() |
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self.messages_samples = Counter() |
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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.statuses_animals = Counter() |
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self.statuses_samples = 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.statuses_animals.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.statuses_samples.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.statuses_animals[key] > 0 or |
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self.statuses_samples[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 has_errors_in_json(self): |
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"Return True if there is any error in JSON""" |
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return self.__has_key_in_rules('JSON') |
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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.statuses_samples |
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elif isinstance(model, Animal): |
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model_statuses = self.statuses_animals |
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# get data in biosample format |
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data = model.to_biosample() |
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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 len(usi_result) > 0: |
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# update counter for JSON |
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model_statuses.update({'JSON': len(usi_result)}) |
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model_statuses.update(['Issues', 'Known']) |
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# update model results |
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self.mark_model(model, usi_result, NEED_REVISION) |
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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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# 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['Issues'] += 1 |
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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['Known'] += 1 |
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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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if isinstance(result, list): |
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messages = result |
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comparable_messages = result |
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overall_status = "Wrong JSON structure" |
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else: |
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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(result_set.get_comparable_str()) |
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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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# messages_samples iss a counter object |
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self.messages_samples.update({message}) |
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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.messages_animals.update({message}) |
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# get a validation result model or create a new one |
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if hasattr(model.name, 'validationresult'): |
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validationresult = model.name.validationresult |
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else: |
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validationresult = ValidationResultModel() |
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model.name.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 Name statuses for submitted objects which |
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# already are in biosamples and pass validation |
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if model.name.status == COMPLETED 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.name.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.name.status = status |
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model.name.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.messages_animals |
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model_statuses = self.statuses_animals |
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# Im cycling with animal and sample type |
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else: |
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messages = self.messages_samples |
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model_statuses = self.statuses_samples |
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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.json_count = model_statuses['JSON'] |
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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, count in messages.items(): |
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validation_messages.append({ |
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'message': message, |
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'count': count |
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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.statuses_animals), |
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dict(self.statuses_samples)) |
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) |
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class ValidateTask(MyTask): |
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name = "Validate Submission" |
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description = """Validate submission data against IMAGE rules""" |
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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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# TODO: extract a generic send_message for all modules which need it |
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def send_message(self, submission_obj): |
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""" |
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Update submission.status and submission message using django |
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channels |
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Args: |
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submission_obj (image_app.models.Submission): an UID submission |
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object |
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""" |
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send_message( |
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submission_obj, |
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validation_message=construct_validation_message(submission_obj)) |
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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 (image_app.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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submission_obj.status = status |
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submission_obj.message = message |
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submission_obj.save() |
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self.send_message(submission_obj) |
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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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submission_obj.owner.email_user( |
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email_subject, |
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email_message, |
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) |
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# TODO: should this be a common.helpers method? |
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if notify_admins: |
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# submit mail to admins |
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datatuple = ( |
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email_subject, |
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email_message, |
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settings.DEFAULT_FROM_EMAIL, |
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get_admin_emails()) |
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send_mass_mail((datatuple, )) |
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# Ovverride default on failure method |
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# This is not a failed validation for a wrong value, this is an |
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# error in task that mean an error in coding |
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def on_failure(self, exc, task_id, args, kwargs, einfo): |
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logger.error('{0!r} failed: {1!r}'.format(task_id, exc)) |
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# define message |
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message = "Unknown error in validation - %s" % str(exc) |
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# get submissio object |
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submission_obj = Submission.objects.get(pk=args[0]) |
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# call generic report which update submission and send email |
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self.__generic_error_report( |
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submission_obj, ERROR, message, notify_admins=True) |
369
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370
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# returns None: this task will have the ERROR status |
371
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372
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# TODO: define a method to inform user for error in validation (Task run |
373
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# with success but errors in data) |
374
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375
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def temporary_error_report(self, exc, submission_obj): |
376
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""" |
377
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Deal with known issues in validation task. Notify the user using |
378
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email and set status as READY in order to recall this task |
379
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|
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|
380
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Args: |
381
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exc (Exception): an py:exc`Exception` object |
382
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submission_obj (image_app.models.Submission): an UID submission |
383
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object |
384
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|
385
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Return |
386
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str: "success" since this task is correctly managed |
387
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""" |
388
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|
389
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logger.error("Error in validation: %s" % exc) |
390
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|
391
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message = "Errors in EBI API endpoints. Please try again later" |
392
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logger.error(message) |
393
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394
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# call generic report which update submission and send email |
395
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self.__generic_error_report(submission_obj, LOADED, message) |
396
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397
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return "success" |
398
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|
399
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|
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def ruleset_error_report(self, exc, submission_obj): |
400
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""" |
401
|
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|
Deal with ruleset issue in validation task. Notify the user using |
402
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email and set status as ERROR, since he can't do anything without |
403
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admin intervention |
404
|
|
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405
|
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Args: |
406
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|
|
exc (Exception): an py:exc`Exception` object |
407
|
|
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submission_obj (image_app.models.Submission): an UID submission |
408
|
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|
object |
409
|
|
|
|
410
|
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Return |
411
|
|
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str: "success" since this task is correctly managed |
412
|
|
|
""" |
413
|
|
|
|
414
|
|
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logger.error("Error ruleset: %s" % exc) |
415
|
|
|
|
416
|
|
|
message = ( |
417
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|
|
"Error in IMAGE-metadata ruleset. Please inform InjectTool team") |
418
|
|
|
logger.error(message) |
419
|
|
|
|
420
|
|
|
# call generic report which update submission and send email |
421
|
|
|
self.__generic_error_report( |
422
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|
|
submission_obj, ERROR, message, notify_admins=True) |
423
|
|
|
|
424
|
|
|
return "success" |
425
|
|
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|
426
|
|
|
def run(self, submission_id): |
427
|
|
|
"""a function to perform validation steps""" |
428
|
|
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|
429
|
|
|
logger.info("Validate Submission started") |
430
|
|
|
|
431
|
|
|
# get submissio object |
432
|
|
|
submission_obj = Submission.objects.get(pk=submission_id) |
433
|
|
|
|
434
|
|
|
# read rules when task starts. Model issues when starting |
435
|
|
|
# OntologyCache at start |
436
|
|
|
try: |
437
|
|
|
self.ruleset = MetaDataValidation() |
438
|
|
|
|
439
|
|
|
except OntologyCacheError as exc: |
440
|
|
|
return self.temporary_error_report(exc, submission_obj) |
441
|
|
|
|
442
|
|
|
except RulesetError as exc: |
443
|
|
|
return self.ruleset_error_report(exc, submission_obj) |
444
|
|
|
|
445
|
|
|
# get a submission data helper instance |
446
|
|
|
validate_submission = ValidateSubmission(submission_obj, self.ruleset) |
447
|
|
|
|
448
|
|
|
try: |
449
|
|
|
for animal in Animal.objects.filter( |
450
|
|
|
name__submission=submission_obj).order_by('id'): |
451
|
|
|
validate_submission.validate_model(animal) |
452
|
|
|
|
453
|
|
|
for sample in Sample.objects.filter( |
454
|
|
|
name__submission=submission_obj).order_by('id'): |
455
|
|
|
validate_submission.validate_model(sample) |
456
|
|
|
|
457
|
|
|
# TODO: errors in validation should raise custom exception |
458
|
|
|
except json.decoder.JSONDecodeError as exc: |
459
|
|
|
return self.temporary_error_report(exc, submission_obj) |
460
|
|
|
|
461
|
|
|
except Exception as exc: |
462
|
|
|
raise self.retry(exc=exc) |
463
|
|
|
|
464
|
|
|
# if error messages changes in IMAGE-ValidationTool, all this |
465
|
|
|
# stuff isn't valid and I throw an exception |
466
|
|
|
|
467
|
|
|
if not validate_submission.check_valid_statuses(): |
468
|
|
|
message = ( |
469
|
|
|
"Unsupported validation status for submission %s" % ( |
470
|
|
|
submission_obj)) |
471
|
|
|
|
472
|
|
|
# debug: print error in log |
473
|
|
|
logger.error(message) |
474
|
|
|
|
475
|
|
|
# create validation summary |
476
|
|
|
validate_submission.create_validation_summary() |
477
|
|
|
|
478
|
|
|
# mark submission with ERROR (this is not related to user data) |
479
|
|
|
# calling the appropriate method passing ERROR as status |
480
|
|
|
self.submission_fail(submission_obj, message, status=ERROR) |
481
|
|
|
|
482
|
|
|
# raise an exception since is an InjectTool issue |
483
|
|
|
raise ValidationError(message) |
484
|
|
|
|
485
|
|
|
# If I have any error in JSON is a problem of injectool |
486
|
|
|
if validate_submission.has_errors_in_json(): |
487
|
|
|
# create validation summary |
488
|
|
|
validate_submission.create_validation_summary() |
489
|
|
|
|
490
|
|
|
# mark submission with NEED_REVISION |
491
|
|
|
self.submission_fail(submission_obj, "Wrong JSON structure") |
492
|
|
|
|
493
|
|
|
# debug |
494
|
|
|
logger.warning( |
495
|
|
|
"Wrong JSON structure for submission %s" % (submission_obj)) |
496
|
|
|
|
497
|
|
|
# set a proper value for status (READY or NEED_REVISION) |
498
|
|
|
# If I will found any error or warning, I will |
499
|
|
|
# return a message and I will set NEED_REVISION |
500
|
|
|
elif validate_submission.has_errors_in_rules(): |
501
|
|
|
# create validation summary |
502
|
|
|
validate_submission.create_validation_summary() |
503
|
|
|
|
504
|
|
|
message = ( |
505
|
|
|
"Error in metadata. Need revisions before submit") |
506
|
|
|
|
507
|
|
|
# mark submission with NEED_REVISION |
508
|
|
|
self.submission_fail(submission_obj, message) |
509
|
|
|
|
510
|
|
|
logger.warning( |
511
|
|
|
"Error in metadata for submission %s" % (submission_obj)) |
512
|
|
|
|
513
|
|
|
# WOW: I can submit those data |
514
|
|
|
elif validate_submission.has_warnings_in_rules(): |
515
|
|
|
# create validation summary |
516
|
|
|
validate_submission.create_validation_summary() |
517
|
|
|
|
518
|
|
|
message = "Submission validated with some warnings" |
519
|
|
|
|
520
|
|
|
# mark submission with READY status |
521
|
|
|
self.submission_ready(submission_obj, message) |
522
|
|
|
|
523
|
|
|
logger.info( |
524
|
|
|
"Submission %s validated with some warning" % (submission_obj)) |
525
|
|
|
|
526
|
|
|
else: |
527
|
|
|
# create validation summary |
528
|
|
|
validate_submission.create_validation_summary() |
529
|
|
|
|
530
|
|
|
message = "Submission validated with success" |
531
|
|
|
|
532
|
|
|
# mark submission with READY status |
533
|
|
|
self.submission_ready(submission_obj, message) |
534
|
|
|
|
535
|
|
|
logger.info( |
536
|
|
|
"Submission %s validated with success" % (submission_obj)) |
537
|
|
|
|
538
|
|
|
logger.info("Validate Submission completed") |
539
|
|
|
|
540
|
|
|
return "success" |
541
|
|
|
|
542
|
|
|
def __mark_submission(self, submission_obj, message, status): |
543
|
|
|
"""Mark submission with status and message""" |
544
|
|
|
|
545
|
|
|
submission_obj.status = status |
546
|
|
|
submission_obj.message = message |
547
|
|
|
submission_obj.save() |
548
|
|
|
|
549
|
|
|
self.send_message(submission_obj) |
550
|
|
|
|
551
|
|
|
def submission_fail(self, submission_obj, message, status=NEED_REVISION): |
552
|
|
|
"""Mark a submission with NEED_REVISION status""" |
553
|
|
|
|
554
|
|
|
# ovverride message |
555
|
|
|
message = ("Validation got errors: %s" % (message)) |
556
|
|
|
self.__mark_submission(submission_obj, message, status) |
557
|
|
|
|
558
|
|
|
def submission_ready(self, submission_obj, message): |
559
|
|
|
"""Mark a submission with READY status""" |
560
|
|
|
|
561
|
|
|
self.__mark_submission(submission_obj, message, READY) |
562
|
|
|
|
563
|
|
|
|
564
|
|
|
# register explicitly tasks |
565
|
|
|
# https://github.com/celery/celery/issues/3744#issuecomment-271366923 |
566
|
|
|
celery_app.tasks.register(ValidateTask) |
567
|
|
|
|