Exact Search and Graph Construction for 'bigmemory' Matrices


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Documentation for package ‘bigKNN’ version 0.3.0

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as_edge_list Coerce bigKNN outputs to edge-list form
as_sparse_matrix Coerce bigKNN outputs to a sparse matrix
as_triplet Coerce bigKNN outputs to sparse-triplet form
count_within_radius_bigmatrix Count neighbours within a fixed radius
knn_bigmatrix Exact k-nearest neighbours for 'bigmemory::big.matrix'
knn_graph_bigmatrix Build an exact kNN graph from a 'bigmemory::big.matrix'
knn_graph_stream_bigmatrix Stream a directed exact kNN graph into destination 'big.matrix' objects
knn_load_prepared Load a serialized prepared reference
knn_plan_bigmatrix Build an execution plan for exact search
knn_prepare_bigmatrix Prepare a 'bigmemory::big.matrix' reference for repeated exact search
knn_search_prepared Search a prepared exact reference
knn_search_stream_prepared Stream prepared exact search results into destination 'big.matrix' objects
knn_stream_bigmatrix Stream exact k-nearest neighbours into destination 'big.matrix' objects
knn_validate_prepared Validate a prepared reference
mutual_knn_graph_bigmatrix Build an exact mutual kNN graph from a 'bigmemory::big.matrix'
radius_bigmatrix Exact radius search for 'bigmemory::big.matrix'
radius_graph_bigmatrix Build an exact radius graph from a 'bigmemory::big.matrix'
radius_stream_bigmatrix Stream exact radius-search results into destination 'big.matrix' objects
radius_stream_job_bigmatrix Stream exact radius-search results into destination 'big.matrix' objects with checkpoints
recall_against_exact Compare approximate neighbours to exact truth
rerank_candidates_bigmatrix Rerank candidate neighbours exactly against a 'bigmemory::big.matrix'
resume_knn_job Resume a checkpointed bigKNN job
snn_graph_bigmatrix Build an exact shared-nearest-neighbour graph from a 'bigmemory::big.matrix'