find_super_connectors

find_super_connectors(
    embeddings,
    global_num_bits=12,
    facet_num_bits=10,
    dense_percentile=75,
    global_threshold_percentile=50,
    local_threshold_percentile=50,
    min_bucket_size=20,
    seed=42,
)

Find super connectors: points with high centrality in both global and local bridge networks.

Super connectors are ideal RAG anchor points because they: - Bridge across major semantic regions (high global centrality) - Connect facets within dense clusters (high local centrality) - Provide 10x better coverage efficiency than random anchors

Parameters

Name	Type	Description	Default
embeddings	np.ndarray	Normalized embeddings (n_points, dim)	required
global_num_bits	int	LSH bits for global bucketing	12
facet_num_bits	int	LSH bits for facet bucketing	10
dense_percentile	float	Percentile threshold for dense buckets	75
global_threshold_percentile	float	Percentile for “high” global centrality	50
local_threshold_percentile	float	Percentile for “high” local centrality	50
min_bucket_size	int	Minimum bucket size for faceting	20
seed	int	Random seed	42

Returns

Name	Type	Description
	SuperConnectorResult	SuperConnectorResult with indices and centrality data