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]]