Visionify Backend 🧠🔍

This is the backend API for Visionify, a deep learning-powered image classification platform. Built using FastAPI and structured with Clean Architecture and Dependency Injection, this backend serves inference for multiple vision models with high modularity and scalability.

🚀 Features

• ⚡ Fast and asynchronous RESTful API using FastAPI
• 🧱 Clean architecture for clear separation of concerns
• 🧠 Model support:
  • MNIST Digit (10-class)
  • MNIST Fashion
  • CIFAR-10
• 🔌 Plug-and-play support for new models via DI
• 🧪 Fully testable modules
• 📦 Poetry for package and environment management
• ✅ Pre-commit hooks for consistent code quality

## 🔌 API Endpoints

| Endpoint                      | Method | Description                         |
|-------------------------------|--------|-------------------------------------|
| `/cifar/predict/`             | POST   | Predict using MNIST Digit model     |
| `/fashion/mnist/predict/`     | POST   | Predict using MNIST Fashion model   |
| `/mnist/digit/predict/`       | POST   | Predict using CIFAR-10 model        |

All endpoints expect a `multipart/form-data` request with an image file.

🧪 Test endpoints via:

http://localhost:8000/docs

## ⚙️ Setup Instructions

### 1. Clone the repository

```bash
git clone https://github.com/ShyamSundhar1411/Visionify-Backend.git
cd Visionify-Backend

2. Install dependencies using Poetry

poetry install

3. Run the server

poetry run uvicorn app.main:app --reload

Visit: http://localhost:8000/docs

✅ Code Quality

This project uses pre-commit for linting, formatting, and more.

Setup pre-commit

pre-commit install
pre-commit run --all-files

📄 License

Licensed under the MIT License.

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Made with ❤️ by Shyam Sundhar