Digit Predictor

This project is a FastAPI application for predicting digits from images using a Keras model. It also includes Prometheus for monitoring API usage.

Installation

1. Clone the repository:

   git clone https://github.com/kiran-kumar-n-11/Prometheus-FastAPI.git

2. Navigate to the project directory:

   cd your_repository

3. Install the required packages:

   pip install -r requirements.txt

Usage

1. Start the FastAPI application and Prometheus using Docker Compose:

   docker-compose up

2. Access the FastAPI application at http://localhost:8000 and the Prometheus dashboard at http://localhost:9090.

3. Upload an image of a digit to the FastAPI application to get the predicted digit.

Project Structure

• DigitPredictor.h5: Keras model for digit prediction.
• app.py: FastAPI code for predicting digits using images.
• requirements.txt: List of Python dependencies.
• Dockerfile: Docker configuration file.
• docker-compose.yml: Docker Compose configuration file.
• prometheus/prometheus.yml: Prometheus configuration file.