incerto.active.subsample_for_efficiency

incerto.active.subsample_for_efficiency#

incerto.active.subsample_for_efficiency(data, max_samples=10000, random_seed=None)[source]#

Subsample data for computational efficiency.

Parameters:
  • data (Tensor) – Full dataset

  • max_samples (int) – Maximum number of samples to keep

  • random_seed (Optional[int]) – Random seed for reproducibility

Return type:

Tuple[Tensor, Tensor]

Returns:

Tuple of (subsampled_data, indices)