dataeval.core.CompletenessResult¶

class dataeval.core.CompletenessResult¶

Type definition for completeness output.

completeness¶

Completeness score between 0 and 1, measuring dimensional utilization relative to full space.

Type:¶

float

isotropy¶

Isotropy score between 0 and 1, measuring dimensional utilization relative to space actually spanned by embeddings.

Type:¶

float

nearest_neighbor_pairs¶

Sequence of tuples (i, j) representing point indices and their nearest neighbors, sorted by decreasing nearest neighbor distance. Each pair appears only once.

Type:¶

Sequence[tuple[int, int]]

nearest_neighbor_distances¶

Distance between each pair in nearest_neighbor_pairs, aligned 1:1 and sharing the same decreasing order. The small-distance tail flags near-duplicate samples.

Type:¶

Sequence[float]