Add application: EUCAIM Federated Datasets Unbalance Checker

[carleshf]

EUCAIM Federated Datasets Unbalance Checker

Description

This is a tool generates a basic set of statistics per datasets and then aggregates those statistics to identify possible biases for federated experiments

Usage

Runner (datasets statistics)

docker run --rm \
  -v $(pwd)/example_datasets:/data:ro \ # mounting data volume (read-only)
  -v $(pwd)/out:/sandbox \              # mounting sandbox to save output (read and write)
  federated-unbalance-runner \          # image to run
  -i /data/ds-8 \                       # path to the input dataset
  -o /sandbox/output-dX.json            # path to the output file

Aggregator (federated statistics)

docker run --rm \
  -v $(pwd)/out:/sandbox \                             # mounting data volume (read-only)
  federated-unbalance-aggregator \                     # image to run
  -i /sandbox/output-dX.json /sandbox/output-dY.json \ # input (output from previous step)
  -o /sandbox/                                         # path for output files (json + html)

Authors

Carles Hernandez-Ferrer

Contact info

carles.hernandez2(at)bsc.es

URL

https://gitlab.bsc.es/fl/eucaim-cdm-federated-unbalance

License

MIT License