Project Description
AI and Pythonβs FastAPI & Django Rest Framework (DRF) Integration
Integrating AI models with FastAPI or Django Rest Framework (DRF) can help you build scalable and high-performance APIs for AI-driven applications. Below is an overview of how these frameworks compare and how they can be integrated with AI models.AI and Pythonβs FastAPI & Django Rest Framework (DRF) Integration
Integrating AI models with FastAPI or Django Rest Framework (DRF) can help you build scalable and high-performance APIs for AI-driven applications. Below is an overview of how these frameworks compare and how they can be integrated with AI models.
FastAPI vs. DRF for AI Applications
Feature |
FastAPI |
Django Rest Framework (DRF) |
Speed |
π Fast (Async) |
β³ Slower (Sync by default) |
Ease of Use |
β
Simple, less boilerplate |
β
Robust but more boilerplate |
Best Use Case |
ML/DL APIs, microservices |
Traditional web apps with AI features |
Async Support |
β
Yes |
β No (Requires Celery for async tasks) |
Performance |
β‘ High-performance (Starlette-based) |
π Moderate performance |
Dependency Injection |
β
Yes |
β No |
Swagger/OpenAPI |
β
Automatic |
β
Automatic |
Technologies Used