#9 AI bira kontrole,i dinamicki se updejtuje document #58
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from .celery import app as celery_app
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__all__ = ('celery_app',)
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52
backend/accounts/tasks.py
Normal file
52
backend/accounts/tasks.py
Normal file
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from celery import shared_task
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from backend.core.models import Organization, Document, Risk, Control, DocumentRiskControl
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from backend.core.utils import get_top_risk, get_controls_for_risk
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from django.shortcuts import get_object_or_404, render
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@shared_task
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def create_document_for_organization(confirmation_email):
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organization = get_object_or_404(Organization, email=confirmation_email)
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top_risk_ids = get_top_risk(organization)
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top_risks = Risk.objects.filter(risk_id__in=top_risk_ids)
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organization.risks.set(top_risks)
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document = Document.objects.create(organization=organization)
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document.add_segment('h1', "Top 10 Risks Identified")
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risk_content = "\n\n".join([
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f"Risk: {risk.risk_id} - {risk.risk_name} \n"
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f"Category: {risk.category}\n"
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f"Primary Impact: {risk.primary_impact} \n"
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f"Secondary Impact: {risk.secondary_impact}\n"
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f"Tertiary Impact: {risk.tretiary_impact} \n"
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f"Detection Difficulty: {risk.detection_difficulty} \n"
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f"Recovery Complexity: {risk.recovery_complexity} \n"
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f"Business Impact Severity: {risk.businnes_impact_severity}\n"
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for risk in top_risks
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])
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document.add_segment('body', f"Identified Risks: \n\n{risk_content}")
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controls_content = "Mitigation Controls:\n\n"
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for risk in top_risks:
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controls_content += f"Risk: {risk.risk_id} - {risk.risk_name}\n"
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selected_controls = get_controls_for_risk(risk ,organization=organization)
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for control_id, weight in selected_controls:
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control = Control.objects.filter(id=control_id).first()
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if control:
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DocumentRiskControl.objects.create(
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document=document,
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risk=risk,
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control=control,
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weight=weight
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)
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controls_content += f" - Control: {control.name} (Impact Weight: {weight}/10)\n"
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controls_content += "\n"
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document.add_segment('body', controls_content)
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@@ -5,7 +5,7 @@ from .models import EmailConfirmation
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from django.shortcuts import get_object_or_404, render
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from django.http import HttpResponse
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from backend.accounts.utils import send_confirmation_email
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from .tasks import create_document_for_organization
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class SignUpView(CreateView):
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form_class = SignupForm
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@@ -13,12 +13,16 @@ class SignUpView(CreateView):
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template_name = 'accounts/signup.html'
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def confirm_email(request,uuid):
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def confirm_email(request, uuid):
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confirmation = get_object_or_404(EmailConfirmation, uuid=uuid)
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if confirmation.is_expired():
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return render(request,'confirmation_expired.html', {'email': confirmation.email})
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return render(request, 'confirmation_expired.html', {'email': confirmation.email})
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task = create_document_for_organization.delay(confirmation.email)
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print(f"Task ID: {task.id}")
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return HttpResponse("Email is confirmed")
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def resend_confirmation(request,email):
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15
backend/celery.py
Normal file
15
backend/celery.py
Normal file
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# backend/celery.py
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import os
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from celery import Celery
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# Set the default Django settings module
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os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'backend.settings')
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# Create the Celery app
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app = Celery('backend')
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# Load configuration from Django settings
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app.config_from_object('django.conf:settings', namespace='CELERY')
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# Discover tasks in all installed apps
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app.autodiscover_tasks()
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@@ -1,5 +1,5 @@
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from django.contrib import admin
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from .models import Document, DocumentSegment, Organization, Risk, Control, DocumentTemplate
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from .models import Document, DocumentSegment, Organization, Risk, Control, DocumentTemplate, DocumentRiskControl
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from django.urls import reverse
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from django.utils.html import format_html
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@@ -38,6 +38,8 @@ class RiskAdmin(admin.ModelAdmin):
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class ControlAdmin(admin.ModelAdmin):
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list_display = ('id', 'name')
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class DocumentRiskControlAdmin(admin.ModelAdmin):
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list_display = ('document', 'risk', 'control', 'weight')
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admin.site.register(Document, DocumentAdmin)
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@@ -45,3 +47,4 @@ admin.site.register(Organization, OrganizationAdmin)
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admin.site.register(Risk ,RiskAdmin)
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admin.site.register(Control, ControlAdmin)
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admin.site.register(DocumentTemplate, DocumentTemplateAdmin)
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admin.site.register(DocumentRiskControl, DocumentRiskControlAdmin)
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27
backend/core/migrations/0008_documentriskcontrol.py
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27
backend/core/migrations/0008_documentriskcontrol.py
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# Generated by Django 5.1.3 on 2025-02-14 13:09
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import django.db.models.deletion
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from django.db import migrations, models
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class Migration(migrations.Migration):
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dependencies = [
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('core', '0007_rename_safeguard_control_name_and_more'),
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]
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operations = [
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migrations.CreateModel(
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name='DocumentRiskControl',
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fields=[
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('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
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('weight', models.IntegerField()),
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('control', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='core.control')),
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('document', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='core.document')),
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('risk', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='core.risk')),
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],
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options={
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'unique_together': {('document', 'risk', 'control')},
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},
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),
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]
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@@ -44,28 +44,28 @@ class CreatedBy(models.Model):
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class Organization(models.Model):
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name = models.CharField(max_length=255)
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email = models.EmailField()
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employee_headcount = models.CharField(max_length=20)
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annual_revenue = models.CharField(max_length=20)
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critical_applications = models.CharField(max_length=20)
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compliance_frameworks = models.JSONField() # Stores selected compliance frameworks as a list
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industry_sector = models.CharField(max_length=255)
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it_dependency = models.IntegerField()
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data_sensitivity = models.CharField(max_length=20)
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network_infrastructure = models.CharField(max_length=20)
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remote_workforce_percentage = models.CharField(max_length=20)
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third_party_vendor_access = models.CharField(max_length=20)
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internal_software_development = models.CharField(max_length=20)
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geographic_scope = models.CharField(max_length=20, null=True, blank=True)
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customer_base = models.CharField(max_length=20, null=True, blank=True)
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customer_type = models.CharField(max_length=20, null=True, blank=True)
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product_portfolio = models.CharField(max_length=20, null=True, blank=True)
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supplier_base = models.CharField(max_length=20, null=True, blank=True)
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it_infrastructure = models.JSONField(null=True, blank=True) # Stores selected IT infrastructure types as a list
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intellectual_property = models.JSONField(null=True, blank=True) # Stores selected IP protection types as a list
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sensitive_data = models.JSONField(null=True, blank=True) # Stores selected sensitive data types as a list
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integration_level = models.CharField(max_length=20, null=True, blank=True)
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name = models.CharField(max_length=255, help_text="What is the name of your organization?")
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email = models.EmailField(help_text="What is your email?")
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employee_headcount = models.CharField(max_length=20, help_text="What is your organization's current employee headcount?")
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annual_revenue = models.CharField(max_length=20, help_text="What is your organization's annual revenue range?")
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critical_applications = models.CharField(max_length=20, help_text="How many critical business applications do your employees use daily?")
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compliance_frameworks = models.JSONField(help_text="Which regulatory frameworks is your organization required to comply with?") # Stores selected compliance frameworks as a list
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industry_sector = models.CharField(max_length=255,help_text="What is your primary industry sector?")
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it_dependency = models.IntegerField(help_text="On a scale from 1-10, how dependent is your business operations on technology?")
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data_sensitivity = models.CharField(max_length=20, help_text="What level of sensitive data does your organization process?")
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network_infrastructure = models.CharField(max_length=20, help_text="What best describes your organization's network infrastructure model?")
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remote_workforce_percentage = models.CharField(max_length=20, help_text="What percentage of your workforce operates remotely?")
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third_party_vendor_access = models.CharField(max_length=20, help_text="How many third-party vendors have access to your systems?")
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internal_software_development = models.CharField(max_length=20, help_text="What is the extent of your internal software development activities?")
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geographic_scope = models.CharField(max_length=20, null=True, blank=True, help_text="What is your organization's geographic operational scope?")
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customer_base = models.CharField(max_length=20, null=True, blank=True, help_text="How would you characterize your customer base distribution?")
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customer_type = models.CharField(max_length=20, null=True, blank=True, help_text="What is your primary customer type?")
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product_portfolio = models.CharField(max_length=20, null=True, blank=True, help_text="How diversified is your product/service portfolio?")
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supplier_base = models.CharField(max_length=20, null=True, blank=True, help_text="What is your supplier base structure?")
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it_infrastructure = models.JSONField(null=True, blank=True, help_text="What is your primary IT infrastructure model?") # Stores selected IT infrastructure types as a list
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intellectual_property = models.JSONField(null=True, blank=True, help_text="How does your organization protect and manage intellectual property?") # Stores selected IP protection types as a list
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sensitive_data = models.JSONField(null=True, blank=True, help_text="What type of sensitive data does your organization handle?") # Stores selected sensitive data types as a list
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integration_level = models.CharField(max_length=20, null=True, blank=True, help_text="How integrated are your critical business systems?")
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risks = models.ManyToManyField('Risk', related_name='organizations', blank=True)
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@@ -157,4 +157,13 @@ class Control(models.Model):
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name = models.CharField(max_length=255)
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def __str__(self):
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return f"{self.id} ({self.name})"
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return f"{self.id} ({self.name})"
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class DocumentRiskControl(models.Model):
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document = models.ForeignKey(Document, on_delete=models.CASCADE)
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risk = models.ForeignKey(Risk, on_delete=models.CASCADE)
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control = models.ForeignKey(Control, on_delete=models.CASCADE)
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weight = models.IntegerField()
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class Meta:
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unique_together = ('document', 'risk', 'control')
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@@ -1,16 +1,19 @@
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from openai import OpenAI
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from django.conf import settings
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from .models import Risk
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from .models import Risk, Control
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import time
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def extract_risk_factors(organization):
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excluded_fields={"name","email"}
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def extract_organization_details(organization):
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excluded_fields = {"name", "email"}
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risk_data = {}
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for field in organization._meta.get_fields():
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if field.name not in excluded_fields and hasattr(organization, field.name):
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value = getattr(organization, field.name)
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if value:
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risk_data[field.name] = value
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help_text = getattr(field, 'help_text', '').strip()
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key = help_text if help_text else field.name
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risk_data[key] = value
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return risk_data
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def get_top_risk(organization):
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@@ -25,16 +28,21 @@ def get_top_risk(organization):
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Category: {risk.category}
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Name: {risk.risk_name}
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Primary Impact: {risk.primary_impact}
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Secondary Impact: {risk.secondary_impact}
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Tertiary Impact: {risk.tretiary_impact}
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Detection Difficulty: {risk.detection_difficulty}
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Recovery Complexity: {risk.recovery_complexity}
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Business Impact Severity: {risk.businnes_impact_severity}
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""")
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risk_factors = extract_risk_factors(organization)
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organization_details = extract_organization_details(organization)
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prompt = f"""
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You are an AI risk assessor. Based on the following company details and list of known risks,
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identify the 10 most critical risks for this company. Respond only with risk IDs.
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Company Details:
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{risk_factors}
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{organization_details}
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List of Risks:
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{risk_list}
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@@ -43,10 +51,134 @@ def get_top_risk(organization):
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"""
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response = client.chat.completions.create(
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model="gpt-4",
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model="gpt-4o-mini",
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messages=[{"role": "system", "content": prompt}]
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)
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risk_ids = response.choices[0].message.content.strip().split(",")
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print(f"Risks: {risk_ids}")
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return [int(risk_id) for risk_id in risk_ids if risk_id.isdigit()]
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def get_controls_for_risk(risk, organization):
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client = OpenAI(api_key=settings.OPENAI_API_KEY)
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all_controls = Control.objects.all()
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organization_details = extract_organization_details(organization)
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control_list = [f"Control ID: {control.id}, Control Name: {control.name}" for control in all_controls]
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valid_control_ids = {control.id for control in all_controls}
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control_map = {control.id: control.name for control in all_controls}
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def fetch_controls(prompt):
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response = client.chat.completions.create(
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model="gpt-4o-mini",
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messages=[{"role": "system", "content": prompt}]
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)
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return response.choices[0].message.content.strip()
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prompt = f"""
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You are an expert in cybersecurity risk management. Given the risk "{risk.risk_name}" and its associated organization details "{organization_details}",
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your task is to select **exactly 10 unique controls** from the provided list that best mitigate this risk. Each control should be assigned a weight between **1 and 10** based on its effectiveness in reducing the risk.
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### Rules:
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1. **Each control ID must be unique** (no duplicates).
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2. **Only return control IDs and weights** in the exact format below.
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3. **Weights must be between 1 and 10** (1 = low impact, 10 = high impact).
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4. **Do NOT add explanations, descriptions, or extra text.**
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5. **Ensure that control IDs are randomly distributed and diverse across different categories.**
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### Available Controls:
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{control_list}
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### Expected Response Format (STRICTLY FOLLOW THIS FORMAT):
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<control_id> : <weight>
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<control_id> : <weight>
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### Example Correct Response (NO DUPLICATES):
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12 : 8
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45 : 7
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⚠️ **If you provide duplicate control IDs, your response will be rejected. Ensure all control IDs are unique.**
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⚠️ **Follow the response format exactly. Any deviation will be considered invalid.**
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"""
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selected_controls = []
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control_ids_seen = set()
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result = fetch_controls(prompt)
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for line in result.split("\n"):
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line = line.strip()
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parts = line.split(":")
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if len(parts) == 2:
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control_id_str = parts[0].replace("ID:", "").replace("id:", "").replace("Id:", "").strip()
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weight_str = parts[1].strip().replace("Weight:", "").replace("weight:", "").strip()
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print(f"Control:{control_id_str} Weight:{weight_str}")
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print(f"ControlType: {type(control_id_str)} WeightType: {type(weight_str)}")
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control_id_str = ''.join(filter(str.isdigit, control_id_str))
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weight_str = ''.join(filter(str.isdigit, weight_str))
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if control_id_str and weight_str:
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try:
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control_id = int(control_id_str)
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weight = int(weight_str)
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if control_id in valid_control_ids and 1 <= weight <= 10 and control_id not in control_ids_seen:
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selected_controls.append((control_id, weight))
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control_ids_seen.add(control_id)
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except ValueError:
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continue
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if len(selected_controls) == 10:
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return selected_controls
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while len(selected_controls) < 10:
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missing_count = 10 - len(selected_controls)
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remaining_controls = valid_control_ids - control_ids_seen
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remaining_controls_list = [f"Control ID: {cid}, Control Name: {control_map[cid]}" for cid in remaining_controls]
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retry_prompt = f"""
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You are an expert in cybersecurity risk management. Given the risk "{risk.risk_name}" and its associated organization details "{organization_details}",
|
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your task is to select **exactly {missing_count} unique controls** from the provided list that best mitigate this risk. Each control should be assigned a weight between **1 and 10** based on its effectiveness in reducing the risk.
|
||||
### Rules:
|
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1. **Each control ID must be unique** (no duplicates).
|
||||
2. **Only return control IDs and weights** in the exact format below.
|
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3. **Weights must be between 1 and 10** (1 = low impact, 10 = high impact).
|
||||
4. **Do NOT add explanations, descriptions, or extra text.**
|
||||
5. **Ensure that control IDs are randomly distributed and diverse across different categories.**
|
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### Available Controls:
|
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{remaining_controls_list}
|
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|
||||
### Expected Response Format (STRICTLY FOLLOW THIS FORMAT):
|
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<control_id> : <weight>
|
||||
<control_id> : <weight>
|
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### Example Correct Response (NO DUPLICATES):
|
||||
12 : 8
|
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45 : 7
|
||||
⚠️ **If you provide duplicate control IDs, your response will be rejected. Ensure all control IDs are unique.**
|
||||
⚠️ **Follow the response format exactly. Any deviation will be considered invalid.**
|
||||
"""
|
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|
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result = fetch_controls(retry_prompt)
|
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for line in result.split("\n"):
|
||||
line = line.strip()
|
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parts = line.split(":")
|
||||
if len(parts) == 2:
|
||||
control_id_str = parts[0].replace("ID:", "").replace("id:", "").replace("Id:", "").strip()
|
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weight_str = parts[1].strip().replace("Weight:", "").replace("weight:", "").strip()
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print(f"Control:{control_id} Weight:{weight_str}")
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print(f"ControlType: {type(control_id)} WeightType: {type(weight_str)}")
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|
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control_id_str = ''.join(filter(str.isdigit, control_id_str))
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weight_str = ''.join(filter(str.isdigit, weight_str))
|
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|
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if control_id_str and weight_str:
|
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try:
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control_id = int(control_id_str)
|
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weight = int(weight_str)
|
||||
|
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if control_id in valid_control_ids and 1 <= weight <= 10 and control_id not in control_ids_seen:
|
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selected_controls.append((control_id, weight))
|
||||
control_ids_seen.add(control_id)
|
||||
except ValueError:
|
||||
continue
|
||||
|
||||
if not remaining_controls:
|
||||
break
|
||||
return selected_controls if len(selected_controls) == 10 else []
|
||||
|
||||
@@ -24,34 +24,11 @@ def signup(request):
|
||||
if request.method == 'POST':
|
||||
form = OrganizationForm(request.POST)
|
||||
if form.is_valid():
|
||||
organization = form.save()
|
||||
top_risk_ids = get_top_risk(organization)
|
||||
top_risks = Risk.objects.filter(risk_id__in = top_risk_ids)
|
||||
|
||||
organization.risks.set(top_risks)
|
||||
|
||||
document = Document.objects.create(organization=organization)
|
||||
document.add_segment('h1', "Top 10 Risk Identified")
|
||||
|
||||
risk_content = "\n\n".join([
|
||||
f"Risk: {risk.risk_id} : {risk.risk_name} \n"
|
||||
f"Category: {risk.category}\n"
|
||||
f"Primary Impaact: {risk.primary_impact} \n"
|
||||
f"Secondary Impact: {risk.secondary_impact}\n"
|
||||
f"Tertiary Impact: {risk.tretiary_impact} \n"
|
||||
f"Detection Difficulty: {risk.detection_difficulty} \n"
|
||||
f"Recovery Complexity: {risk.recovery_complexity} \n"
|
||||
f"Business Impact Severity: {risk.businnes_impact_severity}\n"
|
||||
for risk in top_risks
|
||||
])
|
||||
|
||||
document.add_segment('body',f"Identified Risks: \n\n{risk_content}")
|
||||
|
||||
form.save()
|
||||
send_confirmation_email(form.data['email'])
|
||||
|
||||
return render(request, 'thankyou.html', {
|
||||
'email': form.data['email'],
|
||||
'document_link': reverse('core:document', args=[str(document.id)])
|
||||
})
|
||||
else:
|
||||
logging.error(form.errors)
|
||||
|
||||
@@ -51,6 +51,8 @@ INSTALLED_APPS = [
|
||||
'django_extensions',
|
||||
'widget_tweaks',
|
||||
'django_seed',
|
||||
'django_celery_results',
|
||||
|
||||
# my apps
|
||||
'backend.accounts.apps.AccountsConfig',
|
||||
'backend.core.apps.CoreConfig',
|
||||
@@ -156,3 +158,11 @@ DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'
|
||||
LOGIN_URL = '/admin/login/'
|
||||
LOGIN_REDIRECT_URL = 'core:index'
|
||||
# LOGOUT_REDIRECT_URL = 'core:index'
|
||||
|
||||
# Celery Configuration
|
||||
CELERY_BROKER_URL = 'redis://localhost:6380/0'
|
||||
CELERY_RESULT_BACKEND = 'django-db' # Store task results in the Django database
|
||||
CELERY_ACCEPT_CONTENT = ['json']
|
||||
CELERY_TASK_SERIALIZER = 'json'
|
||||
CELERY_TIMEZONE = 'UTC'
|
||||
|
||||
|
||||
Reference in New Issue
Block a user