Official repository for the paper "FedZero: Leveraging Renewable Excess Energy in Federated Learning." presented at e-Energy'2024. FedZero is an FL system that operates exclusively on renewable excess energy and spare capacity of compute infrastructure to effectively reduce a training’s…
The main features of dos-group/fedzero are: AI Sustainability.
Open-source alternatives to dos-group/fedzero include: breakend/experiment-impact-tracker — The experiment-impact-tracker is meant to be a simple drop-in method to track energy usage, carbon emissions, and… lfwa/carbontracker — Website.
The experiment-impact-tracker is meant to be a simple drop-in method to track energy usage, carbon emissions, and compute utilization of your system. Currently, on Linux systems with Intel chips (that support the RAPL powercap interface) and NVIDIA GPUs, we record: power draw from CPU and GPU,…
