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A simulation environment involving edge servers participating in federated learning rounds

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smartnets/fl-edge-simulation

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Installation

./install.sh

Usage

dvc repro

Simulation for optimal data sharing:

To run this set of simulations the following parameters should be enables:

  • cache_capacity.quantity: 1000000000 (or other large number)
  • max_resources: 10000000 (or other large number)
  • policies: sfifo (to guarantee that all data is kept since cache is large enough)
  • resources: placeholder: none (we don't necesarily want to limit resources)
  • topology: none

Test without optimal sharing

  • optimal_data_sharing.mode: "no_sharing"

Test with optimal sharing

  • optimal_data_sharing.mode: "sharing"

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A simulation environment involving edge servers participating in federated learning rounds

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