Django REST Framework extensions for efficient async and synchronous operations with Celery and Redis
Project description
Django DRF Extensions
Advanced operation extensions for Django REST Framework providing intelligent sync/async routing with a clean, unified API design.
Installation
pip install django-drf-extensions
Requirements
- Python 3.11+
- Django 4.0+
- Django REST Framework 3.14+
- Celery 5.2+
- Redis 4.3+
- django-redis 5.2+
Quick Setup
- Add to your
INSTALLED_APPS:
INSTALLED_APPS = [
# ... your other apps
'rest_framework',
'django_drf_extensions',
]
- Configure Redis cache:
CACHES = {
'default': {
'BACKEND': 'django_redis.cache.RedisCache',
'LOCATION': 'redis://127.0.0.1:6379/1',
'OPTIONS': {
'CLIENT_CLASS': 'django_redis.client.DefaultClient',
}
}
}
- Configure Celery:
# settings.py
CELERY_BROKER_URL = 'redis://127.0.0.1:6379/0'
CELERY_RESULT_BACKEND = 'redis://127.0.0.1:6379/0'
Overview
This package extends Django REST Framework with a unified mixin that intelligently routes between synchronous and asynchronous processing based on your data size and requirements.
The Extension System
- Enhanced Standard Endpoints: Smart sync operations for immediate results
- Bulk Endpoints: Dedicated async endpoints for large dataset processing
- Intelligent Routing: Automatic sync/async decision based on dataset size
- Progress Tracking: Redis-based monitoring for async operations
- Status Management: Comprehensive operation status and results
Features
- ✅ Unified API Design: Single mixin provides both sync and async capabilities
- ✅ Smart Standard Endpoints: Enhanced ViewSet methods with intelligent array handling
- ✅ Dedicated Bulk Endpoints: Clean
/bulk/endpoints for async operations - ✅ Immediate Results: Synchronous operations for small datasets with instant feedback
- ✅ Scalable Processing: Asynchronous operations for large datasets without blocking
- ✅ Real-time Monitoring: Live progress tracking and detailed status reporting
- ✅ Comprehensive Error Handling: Detailed validation and error reporting per item
- ✅ Result Persistence: Automatic caching of results for fast retrieval
- ✅ Full Validation: Complete DRF serializer validation ensuring data integrity
- ✅ Transaction Safety: Atomic database operations with rollback on failures
Package Philosophy
This package provides a modern approach to scalable operations by offering:
- Clean API Design: Enhances existing endpoints rather than creating parallel ones
- Intelligent Processing: Automatically determines optimal processing method
- Unified Architecture: Single mixin extends your ViewSets without complexity
- Production-Ready: Built-in monitoring, error handling, and progress tracking
Usage
Adding Extensions to a ViewSet
from rest_framework import viewsets
from django_drf_extensions.mixins import OperationsMixin
class ContractViewSet(OperationsMixin, viewsets.ModelViewSet):
"""
Enhanced ViewSet with intelligent operation routing.
Provides:
- Standard CRUD operations
- Smart sync operations for small datasets
- Bulk async operations for large datasets
"""
queryset = Contract.objects.all()
serializer_class = ContractSerializer
Your ViewSet now provides these endpoints:
# Standard ModelViewSet endpoints (enhanced for arrays)
GET /api/contracts/ # List (enhanced with ?ids= support)
POST /api/contracts/ # Create (enhanced with array + ?unique_fields= support)
GET /api/contracts/{id}/ # Retrieve single
PATCH /api/contracts/ # Update (enhanced with array + ?unique_fields= support)
PUT /api/contracts/ # Replace (enhanced with array + ?unique_fields= support)
DELETE /api/contracts/{id}/ # Delete single
# Bulk endpoints for async processing
GET /api/contracts/bulk/ # Async retrieve multiple
POST /api/contracts/bulk/ # Async create multiple
PATCH /api/contracts/bulk/ # Async update/upsert multiple
PUT /api/contracts/bulk/ # Async replace/upsert multiple
DELETE /api/contracts/bulk/ # Async delete multiple
# Operation monitoring
GET /api/operations/{task_id}/status/ # Check async status
API Design
Enhanced Standard Endpoints (Sync Operations)
Smart enhancements to standard ViewSet methods for immediate results with small datasets:
Multi-Get
# Small dataset - immediate results
GET /api/contracts/?ids=1,2,3,4,5
# Response (immediate)
{
"count": 5,
"results": [...],
"is_sync": true
}
Sync Upsert
# Small dataset - immediate upsert
POST /api/contracts/?unique_fields=contract_number,year
Content-Type: application/json
[
{"contract_number": "C001", "year": 2024, "amount": 1000},
{"contract_number": "C002", "year": 2024, "amount": 2000}
]
# Response (immediate)
{
"message": "Upsert completed successfully",
"total_items": 2,
"created_count": 1,
"updated_count": 1,
"created_ids": [123],
"updated_ids": [124],
"is_sync": true
}
Bulk Endpoints (Async Operations)
Dedicated endpoints for large dataset processing via background tasks:
Async Multi-Get
# Large dataset - background processing
GET /api/contracts/bulk/?ids=1,2,3,...,1000
# Response (task started)
{
"message": "Bulk get task started for 1000 items",
"task_id": "abc123-def456",
"status_url": "/api/operations/abc123-def456/status/",
"is_async": true
}
Async Upsert
# Large dataset - background processing
PATCH /api/contracts/bulk/?unique_fields=contract_number,year
Content-Type: application/json
[
{"contract_number": "C001", "year": 2024, "amount": 1000},
... // 500+ items
]
# Response (task started)
{
"message": "Bulk upsert task started for 500 items",
"task_id": "def456-ghi789",
"unique_fields": ["contract_number", "year"],
"status_url": "/api/operations/def456-ghi789/status/"
}
Operation Types
Sync Operations (Standard Endpoints)
- Best for: ≤50-100 items, immediate results needed
- Use cases: Real-time user interactions, form submissions, small API integrations
- Response: Immediate data or results
- Endpoints: Enhanced standard ViewSet methods
Async Operations (Bulk Endpoints)
- Best for: >100 items, can wait for results
- Use cases: Data imports, batch processing, CSV uploads
- Response: Task ID for monitoring
- Endpoints: Dedicated
/bulk/endpoints
Configuration
Custom Settings
# Operation Settings
DRF_EXT_CHUNK_SIZE = 100 # Items per processing chunk
DRF_EXT_MAX_RECORDS = 10000 # Maximum records per operation
DRF_EXT_BATCH_SIZE = 1000 # Database batch size
DRF_EXT_CACHE_TIMEOUT = 86400 # Cache timeout (24 hours)
DRF_EXT_PROGRESS_UPDATE_INTERVAL = 10 # Progress update frequency
# Sync Operation Limits
DRF_EXT_SYNC_MAX_ITEMS = 50 # Max items for sync operations
DRF_EXT_SYNC_MULTI_GET_MAX = 100 # Max items for sync multi-get
Example Usage
Basic Contract Management
# Small dataset - sync operations (immediate results)
curl -X POST "/api/contracts/?unique_fields=contract_number" \
-H "Content-Type: application/json" \
-d '[
{"contract_number": "C001", "amount": 1000},
{"contract_number": "C002", "amount": 2000}
]'
# Large dataset - async operations (background processing)
curl -X POST "/api/contracts/bulk/" \
-H "Content-Type: application/json" \
-d '[...500 contracts...]'
# Check async status
curl "/api/operations/{task_id}/status/"
Migration from Previous Versions
If you're coming from older versions:
# Old (separate mixins)
class ContractViewSet(SyncUpsertMixin, AsyncOperationsMixin, viewsets.ModelViewSet):
queryset = Contract.objects.all()
serializer_class = ContractSerializer
# New (unified mixin)
class ContractViewSet(OperationsMixin, viewsets.ModelViewSet):
queryset = Contract.objects.all()
serializer_class = ContractSerializer
Endpoint Changes
| Operation | Old Endpoints | New Endpoints |
|---|---|---|
| Sync Upsert | POST /upsert/ |
POST /?unique_fields=... |
| Async Create | POST /operations/ |
POST /bulk/ |
| Async Update | PATCH /operations/ |
PATCH /bulk/ |
| Async Delete | DELETE /operations/ |
DELETE /bulk/ |
Error Handling
The system provides comprehensive error handling:
- Validation Errors: Field-level validation using DRF serializers
- Size Limits: Automatic routing suggestion for oversized sync requests
- Database Errors: Transaction rollback on failures
- Task Failures: Detailed error reporting in async task status
Performance Considerations
- Database Efficiency: Uses optimized database operations for all bulk processing
- Memory Management: Processes large datasets in configurable chunks
- Intelligent Routing: Automatic sync/async decision based on dataset size
- Progress Tracking: Redis-based monitoring without database overhead
- Result Caching: Efficient caching of async operation results
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
This project is licensed under the MIT License.
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