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Mai Huong Do authoredMai Huong Do authored
README.md 6.29 KiB
Measure Energy of Flower FL in G5K
This project provides tools to measure the energy consumption of Flower-based federated learning (FL) experiments on the Grid'5000 (G5K) testbed. It includes scripts to manage distributed nodes, run FL experiments, and monitor energy usage.
Table of Contents
Getting Started
The repository includes an example of Flower (using TensorFlow) in the Flower_v1
directory and the source of measuring framework in Run
. This example demonstrates how to use this framework to measure energy consumption.
Installation
This framework requires:
- Python 3.9.2 or higher.
- Additional dependencies listed in
requirements.txt
. Install them with:pip install -r requirements.txt
Note: requirements.txt
includes TensorFlow for running the provided Flower example.