PHP MNIST

In this project i'm using the php fann connector for the FANN library to develop an OCR based on the MNIST dataset.

Installation

sudo apt install libfann-dev libfann2
pecl install fann # get the dll here http://pecl.php.net/package/fann if you are using windows
git clone https://github.com/mauri870/php-fann-mnist
cd php-fann-mnist

You can also use a docker container to try the project:

docker run -it php:latest bash

Usage

Download the dataset and generate FANN files

First you need to download the mnist dataset, for that run the following commands:

mkdir -p data
NAMES="train-images-idx3-ubyte train-labels-idx1-ubyte t10k-images-idx3-ubyte t10k-labels-idx1-ubyte"
for n in $NAMES; do
    echo "Downloading $n..."
    wget -qO- http://yann.lecun.com/exdb/mnist/$n.gz | gunzip -c > data/$n
done

Next generate the train/test and validation files for FANN

php preprocess.php

Train

php train.php

Since FANN rely only on cpu computations, you can expect a training time of ~40 minutes on an octa core processor

Test

php test.php