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Federated Sampling

From Fate v0.2 supports sample method. Sample module supports threee sample modes: random sample mode, stratified sample mode, and exact sample by weight.

  • In random mode, "downsample" and "upsample" methods are provided. Users can set the sample parameter "fractions", which is the sample ratio within data.

  • In stratified mode, "downsample" and "upsample" methods are also provided. Users can set the sample parameter "fractions" too, but it should be a list of tuples in the form (label_i, ratio). Tuples in the list each specify the sample ratio of corresponding label. e.g.

  • When using exact_by_weight mode, samples will be duplicated ceil(weight) copies. Any zero-weighted samples will be discarded. Note that this mode requires that instances have match id: please set extend_sid in configuration when uploading data for this sample mode.

[(0, 1.5), (1, 2.5), (3, 3.5)]