Data

Tools

Indexes

Applications

Experiments

Open Source Science

flower

https://github.com/aleem2/flower

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.6%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: Aleem2
  • License: bsd-2-clause
  • Language: Python
  • Default Branch: main
  • Size: 463 KB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 2 years ago · Last pushed over 2 years ago
Metadata Files
Readme License Citation

README.md

Federated Learning Implementation using Flower Framework

This repository is created to test out the Flower library and understand how federated learning works.

Implementation details: 1. A container image is created with Flower and Scikit-learn to test out Minist data set. 2. This same container image is used to create three containers working as Server, Client 1 and Client 2. 3. Secure communication is established using gprc protocol and self-signed certificates using Flower's script.

To do - Use this same implementation across different TREs and different clusters to test functionality.

Owner

  • Login: Aleem2
  • Kind: user

Citation (citation.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Uddin"
  given-names: "Aleem"
  orcid: "https://orcid.org/0000-0002-8519-5534"
title: "flower"
version: 1.0.0
doi: 10.5281/zenodo.1234
date-released: 2024-02-28
url: "https://github.com/Aleem2/flower"

GitHub Events

Total
Last Year

Dependencies

Dockerfile docker
  • python 3.8 build
server-config/pyproject.toml pypi
  • flwr >=1.0,<2.0
  • flwr-datasets >=0.0.2,<1.0.0
  • python ^3.8
  • scikit-learn ^1.1.1
server-config/requirements.txt pypi
  • flwr >=1.0,<2.0
  • flwr-datasets >=0.0.2,<1.0.0
  • numpy *
  • scikit_learn *