Lenet

What is this repository for?

This repository contains a LeNet implementation with ReLUs (instead of Tanh) and two types of pooling layers. The code is a modification of the one published here: https://towardsdatascience.com/implementing-yann-lecuns-lenet-5-in-pytorch-5e05a0911320

Requirements

All the requirements to get the project running have been mentioned in the Lenet/requirements.txt file. The Python version required is 3.8.15.

How to run the project?

Following are the steps to run the project (perform training and inference using PyTorch):

• Open the Jupyter notebook Lenet/LeNet_jupiter.ipynb.
• Make sure you have installed all the requirements from Lenet/requirements.txt and you have Python version 3.8.15 or newer.
• Run the cells of the Jupyter notebook one by one.

Parameters

Range of channels reserved: 100000 - 100019

Channels in use:

• LenetData/Parameters/Default-parameters/P0-classifier.0.bias.txt
• LenetData/Parameters/Default-parameters/P0-classifier.0.weight.txt
• LenetData/Parameters/Default-parameters/P0-classifier.2.bias.txt
• LenetData/Parameters/Default-parameters/P0-classifier.2.weight.txt
• LenetData/Parameters/Default-parameters/P0-feature_extractor.0.bias.txt
• LenetData/Parameters/Default-parameters/P0-feature_extractor.0.weight.txt
• LenetData/Parameters/Default-parameters/P0-feature_extractor.3.bias.txt
• LenetData/Parameters/Default-parameters/P0-feature_extractor.3.weight.txt
• LenetData/Parameters/Default-parameters/P0-feature_extractor.6.bias.txt
• LenetData/Parameters/Default-parameters/P0-feature_extractor.6.weight.txt

First layer inputs

Range of channels reserved: 90000 - 90049

• 90000 → execution 1 ./LenetData/Inputs/Execution_0/P0-feature_extractor_0.input.txt
• 90001 → execution 2 ./LenetData/Inputs/Execution_1/P0-feature_extractor_0.input.txt
• 90002 → execution 3 ./LenetData/Inputs/Execution_2/P0-feature_extractor_0.input.txt

How to insert neural network parameters in database

To insert neural network parameters, a script can be found in Scripts directory insert-parameters-and-inputs.sh. Mysql client is required to be installed in your machine and setting up the option to share files with the server by using SET GLOBAL local_infile = 1;