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feat(datasets) Add VerticalSizePartitioner #4699

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merged 18 commits into from
Dec 18, 2024

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adam-narozniak
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@adam-narozniak adam-narozniak commented Dec 13, 2024

Proposal

Enable users to specify the vertical split in terms of an absolute number of columns per partition or fraction of the total columns.

from flwr_datasets import FederatedDataset
from flwr_datasets.partitioner import VerticalSizePartitioner

partitioner = VerticalSizePartitioner(
    partition_sizes=[8, 4, 2],
    active_party_column="income",
    active_party_columns_mode="create_as_last"
)
fds = FederatedDataset(
    dataset="scikit-learn/adult-census-income",
    partitioners={"train": partitioner}
)
partitions = [fds.load_partition(i) for i in range(fds.partitioners["train"].num_partitions)]
print([partition.column_names for partition in partitions])
# [['occupation', 'relationship', 'sex', 'education', 'age', 'capital.loss', 'native.country', 'capital.gain'], ['marital.status', 'fnlwgt', 'education.num', 'hours.per.week'], ['workclass', 'race'], ['income']]

easier to read output format (print with pprint)

[['occupation',
  'relationship',
  'sex',
  'education',
  'age',
  'capital.loss',
  'native.country',
  'capital.gain'],
 ['marital.status', 'fnlwgt', 'education.num', 'hours.per.week'],
 ['workclass', 'race'],
 ['income']]

@adam-narozniak adam-narozniak changed the title feat(datasets) Add vertical size partitioner feat(datasets) Add VerticalSizePartitioner Dec 13, 2024
@jafermarq jafermarq enabled auto-merge (squash) December 18, 2024 17:08
@jafermarq jafermarq merged commit 0a27cc4 into main Dec 18, 2024
61 checks passed
@jafermarq jafermarq deleted the fds-add-vertical-size-partitioner branch December 18, 2024 17:11
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2 participants