09/02/2026⏱️ 14 min read
Django REST Framework Tutorial: Building REST APIs with Django
DjangoDjango REST FrameworkPythonREST APIAPI DevelopmentDRFBackend

Django REST Framework Tutorial: Building REST APIs with Django

Introduction

Django REST Framework (DRF) is a powerful and flexible toolkit for building Web APIs in Django. It provides a set of tools and utilities that make it easy to build RESTful APIs with Django, including serializers, viewsets, authentication, permissions, pagination, and automatic API documentation.
This comprehensive tutorial will walk you through building a complete REST API using Django REST Framework. You'll learn how to create serializers, viewsets, handle authentication and permissions, implement filtering and pagination, and generate automatic API documentation. By the end of this tutorial, you'll have a solid understanding of building production-ready REST APIs with Django.

Prerequisites

Before starting, make sure you have:
  • Django knowledge: Basic understanding of Django (models, views, URLs)
  • Python 3.8+: Installed on your system
  • Django project: An existing Django project (or follow our Django Beginner Tutorial)
  • Basic API knowledge: Understanding of REST principles (GET, POST, PUT, DELETE)
  • Code editor: VS Code, PyCharm, or any editor you prefer
  • Terminal/Command Prompt: Access to run commands
If you haven't created a Django project yet, check out our Django Beginner Tutorial first.

Step 1: Installing Django REST Framework

First, let's install Django REST Framework in your Django project:
Install DRF:
bash
# Activate your virtual environment first # On Windows: venv\Scripts\Activate.ps1 # On macOS/Linux: source venv/bin/activate pip install djangorestframework
Add to INSTALLED_APPS:
Open your settings.py file and add rest_framework to INSTALLED_APPS:
python
INSTALLED_APPS = [ 'django.contrib.admin', 'django.contrib.auth', 'django.contrib.contenttypes', 'django.contrib.sessions', 'django.contrib.messages', 'django.contrib.staticfiles', 'rest_framework', # Add Django REST Framework 'blog', # Your app ]
Configure REST Framework Settings (Optional):
Add REST framework settings to settings.py:
python
REST_FRAMEWORK = { 'DEFAULT_PAGINATION_CLASS': 'rest_framework.pagination.PageNumberPagination', 'PAGE_SIZE': 10, 'DEFAULT_AUTHENTICATION_CLASSES': [ 'rest_framework.authentication.SessionAuthentication', 'rest_framework.authentication.TokenAuthentication', ], 'DEFAULT_PERMISSION_CLASSES': [ 'rest_framework.permissions.IsAuthenticatedOrReadOnly', ], }
Verify Installation:
bash
python manage.py shell >>> import rest_framework >>> rest_framework.VERSION
You should see the DRF version number.

Step 2: Creating Models

Let's create models for our API. We'll use a blog example with Post and Comment models:
Create blog/models.py:
python
from django.db import models from django.contrib.auth.models import User from django.utils import timezone class Post(models.Model): title = models.CharField(max_length=200) slug = models.SlugField(max_length=200, unique=True) content = models.TextField() author = models.ForeignKey(User, on_delete=models.CASCADE, related_name='posts') created_at = models.DateTimeField(auto_now_add=True) updated_at = models.DateTimeField(auto_now=True) published_at = models.DateTimeField(null=True, blank=True) status = models.CharField( max_length=10, choices=[('draft', 'Draft'), ('published', 'Published')], default='draft' ) class Meta: ordering = ['-created_at'] def __str__(self): return self.title class Comment(models.Model): post = models.ForeignKey(Post, on_delete=models.CASCADE, related_name='comments') author = models.ForeignKey(User, on_delete=models.CASCADE) content = models.TextField() created_at = models.DateTimeField(auto_now_add=True) updated_at = models.DateTimeField(auto_now=True) class Meta: ordering = ['-created_at'] def __str__(self): return f'Comment by {self.author.username} on {self.post.title}'
Create and Apply Migrations:
bash
python manage.py makemigrations python manage.py migrate

Step 3: Creating Serializers

Serializers convert model instances to JSON and vice versa. Create blog/serializers.py:
python
from rest_framework import serializers from django.contrib.auth.models import User from .models import Post, Comment class UserSerializer(serializers.ModelSerializer): class Meta: model = User fields = ['id', 'username', 'email', 'first_name', 'last_name'] class CommentSerializer(serializers.ModelSerializer): author = UserSerializer(read_only=True) class Meta: model = Comment fields = ['id', 'content', 'author', 'created_at', 'updated_at'] read_only_fields = ['author', 'created_at', 'updated_at'] class PostSerializer(serializers.ModelSerializer): author = UserSerializer(read_only=True) comments = CommentSerializer(many=True, read_only=True) author_username = serializers.CharField(source='author.username', read_only=True) class Meta: model = Post fields = [ 'id', 'title', 'slug', 'content', 'author', 'author_username', 'created_at', 'updated_at', 'published_at', 'status', 'comments' ] read_only_fields = ['author', 'created_at', 'updated_at'] def create(self, validated_data): # Set author to current user validated_data['author'] = self.context['request'].user return super().create(validated_data) class PostListSerializer(serializers.ModelSerializer): """Simplified serializer for list view""" author_username = serializers.CharField(source='author.username', read_only=True) comment_count = serializers.IntegerField(source='comments.count', read_only=True) class Meta: model = Post fields = [ 'id', 'title', 'slug', 'author_username', 'created_at', 'published_at', 'status', 'comment_count' ]
Understanding Serializers:
  • ModelSerializer: Auto-generates fields from model
  • read_only=True: Field is read-only in API
  • many=True: For related objects (one-to-many)
  • source: Custom field source
  • create(): Custom creation logic
  • context: Access request in serializer

Step 4: Creating Viewsets

Viewsets combine the logic for multiple related views. Create blog/views.py:
python
from rest_framework import viewsets, status from rest_framework.decorators import action from rest_framework.response import Response from rest_framework.permissions import IsAuthenticatedOrReadOnly, IsAuthenticated from django.shortcuts import get_object_or_404 from .models import Post, Comment from .serializers import PostSerializer, PostListSerializer, CommentSerializer class PostViewSet(viewsets.ModelViewSet): """ ViewSet for viewing and editing Post instances. Provides list, create, retrieve, update, and destroy actions. """ queryset = Post.objects.all() permission_classes = [IsAuthenticatedOrReadOnly] def get_serializer_class(self): if self.action == 'list': return PostListSerializer return PostSerializer def get_queryset(self): queryset = Post.objects.all() status_param = self.request.query_params.get('status', None) author_param = self.request.query_params.get('author', None) if status_param: queryset = queryset.filter(status=status_param) if author_param: queryset = queryset.filter(author__username=author_param) return queryset @action(detail=True, methods=['post'], permission_classes=[IsAuthenticated]) def publish(self, request, pk=None): """Custom action to publish a post""" post = self.get_object() if post.author != request.user: return Response( {'error': 'You can only publish your own posts.'}, status=status.HTTP_403_FORBIDDEN ) post.status = 'published' post.published_at = timezone.now() post.save() return Response({'status': 'post published'}) @action(detail=True, methods=['get', 'post']) def comments(self, request, pk=None): """Custom action to get or create comments for a post""" post = self.get_object() if request.method == 'GET': comments = post.comments.all() serializer = CommentSerializer(comments, many=True) return Response(serializer.data) elif request.method == 'POST': serializer = CommentSerializer(data=request.data) if serializer.is_valid(): serializer.save(post=post, author=request.user) return Response(serializer.data, status=status.HTTP_201_CREATED) return Response(serializer.errors, status=status.HTTP_400_BAD_REQUEST) class CommentViewSet(viewsets.ModelViewSet): """ ViewSet for viewing and editing Comment instances. """ queryset = Comment.objects.all() serializer_class = CommentSerializer permission_classes = [IsAuthenticatedOrReadOnly] def perform_create(self, serializer): serializer.save(author=self.request.user)
Understanding ViewSets:
  • ModelViewSet: Provides CRUD operations
  • get_serializer_class(): Different serializers for different actions
  • get_queryset(): Custom queryset filtering
  • @action: Custom actions beyond CRUD
  • permission_classes: Control access
  • perform_create(): Custom creation logic

Step 5: Setting Up URLs with Routers

DRF routers automatically generate URL patterns for viewsets. Create blog/urls.py:
python
from django.urls import path, include from rest_framework.routers import DefaultRouter from .views import PostViewSet, CommentViewSet # Create router and register viewsets router = DefaultRouter() router.register(r'posts', PostViewSet, basename='post') router.register(r'comments', CommentViewSet, basename='comment') app_name = 'blog' urlpatterns = [ path('', include(router.urls)), ]
Update main urls.py:
python
from django.contrib import admin from django.urls import path, include urlpatterns = [ path('admin/', admin.site.urls), path('api/', include('blog.urls')), # API endpoints path('api-auth/', include('rest_framework.urls')), # Login/logout for browsable API ]
Available Endpoints:
  • GET /api/posts/ - List all posts
  • POST /api/posts/ - Create a new post
  • GET /api/posts/{id}/ - Retrieve a post
  • PUT /api/posts/{id}/ - Update a post
  • PATCH /api/posts/{id}/ - Partially update a post
  • DELETE /api/posts/{id}/ - Delete a post
  • POST /api/posts/{id}/publish/ - Custom action: publish post
  • GET /api/posts/{id}/comments/ - Get comments for a post
  • POST /api/posts/{id}/comments/ - Create comment for a post

Step 6: Authentication and Permissions

DRF provides multiple authentication methods. Let's set up token authentication:
Install Token Authentication:
bash
pip install djangorestframework-simplejwt
Add to INSTALLED_APPS:
python
INSTALLED_APPS = [ # ... other apps 'rest_framework', 'rest_framework_simplejwt', # JWT authentication ]
Update REST Framework Settings:
python
from datetime import timedelta REST_FRAMEWORK = { 'DEFAULT_AUTHENTICATION_CLASSES': [ 'rest_framework_simplejwt.authentication.JWTAuthentication', 'rest_framework.authentication.SessionAuthentication', ], 'DEFAULT_PERMISSION_CLASSES': [ 'rest_framework.permissions.IsAuthenticatedOrReadOnly', ], } SIMPLE_JWT = { 'ACCESS_TOKEN_LIFETIME': timedelta(minutes=60), 'REFRESH_TOKEN_LIFETIME': timedelta(days=1), }
Add JWT URLs:
python
from django.urls import path, include from rest_framework_simplejwt.views import TokenObtainPairView, TokenRefreshView urlpatterns = [ path('admin/', admin.site.urls), path('api/', include('blog.urls')), path('api/token/', TokenObtainPairView.as_view(), name='token_obtain_pair'), path('api/token/refresh/', TokenRefreshView.as_view(), name='token_refresh'), ]
Custom Permissions:
Create blog/permissions.py:
python
from rest_framework import permissions class IsAuthorOrReadOnly(permissions.BasePermission): """ Custom permission to only allow authors to edit their own posts. """ def has_object_permission(self, request, view, obj): # Read permissions for any request if request.method in permissions.SAFE_METHODS: return True # Write permissions only to the author return obj.author == request.user
Use Custom Permission:
python
from .permissions import IsAuthorOrReadOnly class PostViewSet(viewsets.ModelViewSet): permission_classes = [IsAuthenticatedOrReadOnly, IsAuthorOrReadOnly] # ... rest of the code
Add filtering and search capabilities using django-filter:
Install django-filter:
bash
pip install django-filter
Add to INSTALLED_APPS:
python
INSTALLED_APPS = [ # ... other apps 'django_filters', ]
Update REST Framework Settings:
python
REST_FRAMEWORK = { # ... other settings 'DEFAULT_FILTER_BACKENDS': [ 'django_filters.rest_framework.DjangoFilterBackend', 'rest_framework.filters.SearchFilter', 'rest_framework.filters.OrderingFilter', ], }
Add Filtering to ViewSet:
python
from django_filters.rest_framework import DjangoFilterBackend from rest_framework import filters class PostViewSet(viewsets.ModelViewSet): queryset = Post.objects.all() serializer_class = PostSerializer filter_backends = [DjangoFilterBackend, filters.SearchFilter, filters.OrderingFilter] filterset_fields = ['status', 'author'] search_fields = ['title', 'content'] ordering_fields = ['created_at', 'published_at', 'title'] ordering = ['-created_at']
Usage Examples:
  • GET /api/posts/?status=published - Filter by status
  • GET /api/posts/?author=username - Filter by author
  • GET /api/posts/?search=django - Search in title and content
  • GET /api/posts/?ordering=-created_at - Order by creation date
  • GET /api/posts/?status=published&search=django&ordering=-published_at - Combined filters

Step 8: Pagination

DRF provides built-in pagination classes. Configure pagination in settings.py:
python
REST_FRAMEWORK = { # ... other settings 'DEFAULT_PAGINATION_CLASS': 'rest_framework.pagination.PageNumberPagination', 'PAGE_SIZE': 10, }
Custom Pagination Class:
Create blog/pagination.py:
python
from rest_framework.pagination import PageNumberPagination class PostPagination(PageNumberPagination): page_size = 10 page_size_query_param = 'page_size' max_page_size = 100
Use Custom Pagination:
python
from .pagination import PostPagination class PostViewSet(viewsets.ModelViewSet): pagination_class = PostPagination # ... rest of the code
Pagination Response Format:
json
{ "count": 50, "next": "http://example.com/api/posts/?page=3", "previous": "http://example.com/api/posts/?page=1", "results": [ // ... post objects ] }

Step 9: API Documentation with Swagger/OpenAPI

Generate automatic API documentation using drf-yasg or drf-spectacular:
Install drf-spectacular:
bash
pip install drf-spectacular
Add to INSTALLED_APPS:
python
INSTALLED_APPS = [ # ... other apps 'drf_spectacular', ]
Update REST Framework Settings:
python
REST_FRAMEWORK = { # ... other settings 'DEFAULT_SCHEMA_CLASS': 'drf_spectacular.openapi.AutoSchema', } SPECTACULAR_SETTINGS = { 'TITLE': 'Blog API', 'DESCRIPTION': 'A comprehensive blog API built with Django REST Framework', 'VERSION': '1.0.0', 'SERVE_INCLUDE_SCHEMA': False, }
Add Documentation URLs:
python
from drf_spectacular.views import SpectacularAPIView, SpectacularSwaggerView urlpatterns = [ path('admin/', admin.site.urls), path('api/', include('blog.urls')), path('api/schema/', SpectacularAPIView.as_view(), name='schema'), path('api/docs/', SpectacularSwaggerView.as_view(url_name='schema'), name='swagger-ui'), ]
Access Documentation:
  • Swagger UI: http://127.0.0.1:8000/api/docs/
  • ReDoc: http://127.0.0.1:8000/api/schema/redoc/
  • OpenAPI Schema: http://127.0.0.1:8000/api/schema/

Step 10: Testing the API

DRF provides a test client for testing APIs. Create blog/tests.py:
python
from django.contrib.auth.models import User from django.urls import reverse from rest_framework.test import APITestCase, APIClient from rest_framework import status from .models import Post class PostAPITestCase(APITestCase): def setUp(self): self.client = APIClient() self.user = User.objects.create_user( username='testuser', password='testpass123' ) self.post = Post.objects.create( title='Test Post', slug='test-post', content='Test content', author=self.user, status='published' ) def test_list_posts(self): """Test listing all posts""" url = reverse('post-list') response = self.client.get(url) self.assertEqual(response.status_code, status.HTTP_200_OK) self.assertEqual(len(response.data['results']), 1) def test_create_post(self): """Test creating a new post""" self.client.force_authenticate(user=self.user) url = reverse('post-list') data = { 'title': 'New Post', 'slug': 'new-post', 'content': 'New content' } response = self.client.post(url, data, format='json') self.assertEqual(response.status_code, status.HTTP_201_CREATED) self.assertEqual(Post.objects.count(), 2) def test_retrieve_post(self): """Test retrieving a single post""" url = reverse('post-detail', kwargs={'pk': self.post.pk}) response = self.client.get(url) self.assertEqual(response.status_code, status.HTTP_200_OK) self.assertEqual(response.data['title'], 'Test Post') def test_update_post(self): """Test updating a post""" self.client.force_authenticate(user=self.user) url = reverse('post-detail', kwargs={'pk': self.post.pk}) data = {'title': 'Updated Post'} response = self.client.patch(url, data, format='json') self.assertEqual(response.status_code, status.HTTP_200_OK) self.post.refresh_from_db() self.assertEqual(self.post.title, 'Updated Post') def test_delete_post(self): """Test deleting a post""" self.client.force_authenticate(user=self.user) url = reverse('post-detail', kwargs={'pk': self.post.pk}) response = self.client.delete(url) self.assertEqual(response.status_code, status.HTTP_204_NO_CONTENT) self.assertEqual(Post.objects.count(), 0) def test_publish_action(self): """Test custom publish action""" self.client.force_authenticate(user=self.user) url = reverse('post-publish', kwargs={'pk': self.post.pk}) response = self.client.post(url) self.assertEqual(response.status_code, status.HTTP_200_OK) self.post.refresh_from_db() self.assertEqual(self.post.status, 'published')
Run Tests:
bash
python manage.py test blog.tests

Step 11: API Versioning

Implement API versioning for backward compatibility:
Update REST Framework Settings:
python
REST_FRAMEWORK = { # ... other settings 'DEFAULT_VERSIONING_CLASS': 'rest_framework.versioning.URLPathVersioning', 'DEFAULT_VERSION': 'v1', 'ALLOWED_VERSIONS': ['v1', 'v2'], 'VERSION_PARAM': 'version', }
Update URLs:
python
from django.urls import path, include urlpatterns = [ path('admin/', admin.site.urls), path('api/v1/', include('blog.urls')), # Version 1 path('api/v2/', include('blog.v2.urls')), # Version 2 ]
Access Versioned API:
  • GET /api/v1/posts/ - Version 1
  • GET /api/v2/posts/ - Version 2

Step 12: Throttling (Rate Limiting)

Implement rate limiting to prevent API abuse:
Update REST Framework Settings:
python
REST_FRAMEWORK = { # ... other settings 'DEFAULT_THROTTLE_CLASSES': [ 'rest_framework.throttling.AnonRateThrottle', 'rest_framework.throttling.UserRateThrottle' ], 'DEFAULT_THROTTLE_RATES': { 'anon': '100/hour', 'user': '1000/hour' } }
Custom Throttling:
Create blog/throttling.py:
python
from rest_framework.throttling import UserRateThrottle class PostCreateThrottle(UserRateThrottle): scope = 'post_create'
Update Settings:
python
'DEFAULT_THROTTLE_RATES': { 'anon': '100/hour', 'user': '1000/hour', 'post_create': '10/hour', # Custom throttle }
Use Custom Throttle:
python
from .throttling import PostCreateThrottle class PostViewSet(viewsets.ModelViewSet): throttle_classes = [PostCreateThrottle] # ... rest of the code

Step 13: Error Handling

Customize error handling for better API responses:
Create Custom Exception Handler:
Create blog/exceptions.py:
python
from rest_framework.views import exception_handler from rest_framework.response import Response from rest_framework import status def custom_exception_handler(exc, context): # Call REST framework's default exception handler first response = exception_handler(exc, context) # Customize the response if response is not None: custom_response_data = { 'error': { 'status_code': response.status_code, 'message': 'An error occurred', 'details': response.data } } response.data = custom_response_data return response
Update Settings:
python
REST_FRAMEWORK = { # ... other settings 'EXCEPTION_HANDLER': 'blog.exceptions.custom_exception_handler', }

Step 14: Testing API with HTTPie or cURL

Test your API using HTTPie or cURL:
Install HTTPie:
bash
pip install httpie
Test API Endpoints:
bash
# Get access token http POST http://127.0.0.1:8000/api/token/ username=testuser password=testpass123 # List posts http GET http://127.0.0.1:8000/api/posts/ # Create post (with authentication) http POST http://127.0.0.1:8000/api/posts/ \ "Authorization: Bearer YOUR_ACCESS_TOKEN" \ title="New Post" \ slug="new-post" \ content="Post content" # Update post http PATCH http://127.0.0.1:8000/api/posts/1/ \ "Authorization: Bearer YOUR_ACCESS_TOKEN" \ title="Updated Post" # Delete post http DELETE http://127.0.0.1:8000/api/posts/1/ \ "Authorization: Bearer YOUR_ACCESS_TOKEN" # Custom action http POST http://127.0.0.1:8000/api/posts/1/publish/ \ "Authorization: Bearer YOUR_ACCESS_TOKEN"
Using cURL:
bash
# Get access token curl -X POST http://127.0.0.1:8000/api/token/ \ -H "Content-Type: application/json" \ -d '{"username":"testuser","password":"testpass123"}' # List posts curl http://127.0.0.1:8000/api/posts/ # Create post curl -X POST http://127.0.0.1:8000/api/posts/ \ -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \ -H "Content-Type: application/json" \ -d '{"title":"New Post","slug":"new-post","content":"Post content"}'

Common Django REST Framework Commands

Quick reference for common DRF commands:
Installation:
bash
# Install DRF pip install djangorestframework # Install JWT authentication pip install djangorestframework-simplejwt # Install filtering pip install django-filter # Install API documentation pip install drf-spectacular
Development:
bash
# Run development server python manage.py runserver # Run tests python manage.py test # Create migrations python manage.py makemigrations # Apply migrations python manage.py migrate
Testing:
bash
# Test with HTTPie http GET http://127.0.0.1:8000/api/posts/ # Test with cURL curl http://127.0.0.1:8000/api/posts/

Best Practices

Follow these best practices when building REST APIs with DRF:
1. Use ViewSets for CRUD Operations:
  • ViewSets reduce code duplication
  • Automatic URL routing
  • Consistent API structure
2. Separate Serializers for Different Actions:
  • Use different serializers for list vs detail views
  • Optimize data transfer
  • Improve performance
3. Implement Proper Authentication:
  • Use JWT for stateless authentication
  • Implement token refresh
  • Secure token storage
4. Set Appropriate Permissions:
  • Use custom permissions when needed
  • Follow principle of least privilege
  • Document permission requirements
5. Implement Filtering and Search:
  • Use django-filter for complex filtering
  • Implement search functionality
  • Add ordering capabilities
6. Use Pagination:
  • Always paginate large datasets
  • Allow configurable page size
  • Provide pagination metadata
7. Version Your API:
  • Plan for API versioning from the start
  • Maintain backward compatibility
  • Document version changes
8. Handle Errors Gracefully:
  • Custom exception handlers
  • Meaningful error messages
  • Proper HTTP status codes
9. Document Your API:
  • Use automatic documentation tools
  • Document all endpoints
  • Provide examples
10. Test Thoroughly:
  • Write unit tests
  • Test authentication and permissions
  • Test edge cases

Next Steps and Learning Resources

Congratulations! You've built a complete REST API with Django REST Framework. Here's what to learn next:
Advanced Topics:
  • Nested Serializers: Complex nested relationships
  • Custom ViewSets: Custom actions and logic
  • API Permissions: Advanced permission classes
  • Caching: Redis caching for API responses
  • WebSockets: Real-time features with Django Channels
  • GraphQL: GraphQL APIs with Django
  • API Gateway: API gateway patterns
  • Microservices: Building microservices with DRF
Best Practices:
  • API Design: RESTful API design principles
  • Security: API security best practices
  • Performance: API optimization techniques
  • Testing: Comprehensive API testing
  • Documentation: API documentation standards
Learning Resources:
  • Official DRF Documentation: https://www.django-rest-framework.org/
  • DRF Tutorial: Official tutorial on DRF website
  • Django REST Framework: Book by William S. Vincent
  • Real Python: DRF tutorials and articles
  • TestDriven.io: DRF tutorials and courses
Community:

Conclusion

You've successfully built a complete REST API with Django REST Framework! You've learned:
  • ✅ Installing and configuring Django REST Framework
  • ✅ Creating serializers for data conversion
  • ✅ Building viewsets for CRUD operations
  • ✅ Setting up URL routing with routers
  • ✅ Implementing authentication and permissions
  • ✅ Adding filtering, search, and pagination
  • ✅ Generating API documentation
  • ✅ Testing APIs
  • ✅ API versioning and throttling
  • ✅ Error handling
Key Takeaways:
  • DRF makes building REST APIs easy and efficient
  • Serializers handle data conversion automatically
  • ViewSets provide powerful CRUD operations
  • Routers generate URLs automatically
  • Authentication and permissions are built-in
  • Filtering and pagination improve API usability
  • Automatic documentation saves time
  • Testing is essential for API reliability
Remember:
  • Follow RESTful principles
  • Implement proper authentication
  • Use appropriate permissions
  • Document your API
  • Test thoroughly
  • Version your API
  • Handle errors gracefully
  • Optimize for performance
Django REST Framework is a powerful tool for building production-ready REST APIs. Continue practicing, building projects, and exploring advanced features. Happy coding!

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