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Fashion Mnist App with Kafka

This repository is basically a Message Broker Service using Apache Kafka for Image Recognition Model.

Contents

  • Setup and Installation
  • Requirements
  • How to use

Setup and Installation

To use this project, clone the repo using the following command:

git clone https://github.com/makaveli10/fashion-mnist-kafka-app.git

Requirements

  • In order to use aerospike db download, setup and install aerospike from here
  • In order to use the Kafka, you are required to setup and start Apache Kafka Zookeeper and Kafka Server. Follow this guide.

How to use

  • Install the requirements:
python3 -m pip install requirements.txt
  • To train the model, use:
python3 train.py
  • To run the application server with ImageStream Consumer and Result Producer use:
python3 app.py
  • [Only for Testing] This will basically stream test set images to a topic which will be consumed by the application server ImageStream Consumer. After consuming the images streams server will try to publish results under a topic and Result consumer on the client side will try and consume those results. To run client side ImageStream Producer and Result Consumer run:
python3 api.py