ankithbala/trustfl

Secure and Private Peer-to-Peer Federated Learning: A Distributed Approach to Collaborative Deep Learning

Floppy: Federated Learning on a Peer to Peer system

Secure and Private Peer-to-Peer Federated Learning: A Distributed Approach to Collaborative Deep Learning

Installation

Install all necessary packages using requirements.txt

pip install -r requirements.txt

To install PyTorch 1.9.0 with CUDA 11.1 support, you can use the following command:

pip install torch==1.9.0+cu111 -f https://download.pytorch.org/whl/cu111/torch_stable.html

Download the preprocessed FEMNIST dataset from drive https://drive.google.com/file/d/19YPsKcBoeU_ikHtepwtCm8fi664Cys_h/view?usp=share_link

Extract and copy the pickle_datasets folder to datastets folder cp pickle_datasets trustFL\datasets

Ensure that datasets/pickle_datasets/femnist folder exists.

Now execute all notebooks or to run our proposed model jupyter notebook

Run All trustfl_femnist_Floppy.ipynb

trustfl's Issues

Find a proper dataset and preprocess it

Initialize pytorch environment

explore braintorrent

Adding reddit lstm

implement asynchronous update and parallelize the code