Package: rnndescent 0.1.6.9000

rnndescent: Nearest Neighbor Descent Method for Approximate Nearest Neighbors

The Nearest Neighbor Descent method for finding approximate nearest neighbors by Dong and co-workers (2010) <doi:10.1145/1963405.1963487>. Based on the 'Python' package 'PyNNDescent' <https://github.com/lmcinnes/pynndescent>.

Authors:James Melville [aut, cre, cph], Vitalie Spinu [ctb], Ralf Stubner [ctb]

rnndescent_0.1.6.9000.tar.gz
rnndescent_0.1.6.9000.zip(r-4.5)rnndescent_0.1.6.9000.zip(r-4.4)rnndescent_0.1.6.9000.zip(r-4.3)
rnndescent_0.1.6.9000.tgz(r-4.4-x86_64)rnndescent_0.1.6.9000.tgz(r-4.4-arm64)rnndescent_0.1.6.9000.tgz(r-4.3-x86_64)rnndescent_0.1.6.9000.tgz(r-4.3-arm64)
rnndescent_0.1.6.9000.tar.gz(r-4.5-noble)rnndescent_0.1.6.9000.tar.gz(r-4.4-noble)
rnndescent_0.1.6.9000.tgz(r-4.4-emscripten)rnndescent_0.1.6.9000.tgz(r-4.3-emscripten)
rnndescent.pdf |rnndescent.html✨
rnndescent/json (API)
NEWS

# Install 'rnndescent' in R:
install.packages('rnndescent', repos = c('https://jlmelville.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/jlmelville/rnndescent/issues

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

approximate-nearest-neighbor-search

7.68 score 11 stars 73 scripts 331 downloads 17 exports 6 dependencies

Last updated 4 months agofrom:2046b18297. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 26 2024
R-4.5-win-x86_64OKOct 26 2024
R-4.5-linux-x86_64OKOct 26 2024
R-4.4-win-x86_64OKOct 26 2024
R-4.4-mac-x86_64OKOct 26 2024
R-4.4-mac-aarch64OKOct 26 2024
R-4.3-win-x86_64OKOct 26 2024
R-4.3-mac-x86_64OKOct 26 2024
R-4.3-mac-aarch64OKOct 26 2024

Exports:brute_force_knnbrute_force_knn_querygraph_knn_queryk_occurmerge_knnneighbor_overlapnnd_knnprepare_search_graphrandom_knnrandom_knn_queryrnnd_buildrnnd_knnrnnd_queryrpf_buildrpf_filterrpf_knnrpf_knn_query

Dependencies:BHdqrnglatticeMatrixRcppsitmo

Brute Force Search

Rendered frombrute-force.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-11-20
Started: 2023-11-19

Hubness

Rendered fromhubness.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-12-30
Started: 2023-11-15

Metrics

Rendered frommetrics.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-12-16
Started: 2023-11-19

Nearest Neighbor Descent

Rendered fromnearest-neighbor-descent.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-11-18
Started: 2023-11-18

Querying Data

Rendered fromquerying-data.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-11-22
Started: 2023-11-18

Random Partition Forests

Rendered fromrandom-partition-forests.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-11-30
Started: 2023-11-16

rnndescent

Rendered fromrnndescent.Rmdusingknitr::rmarkdownon Oct 26 2024.

Last update: 2023-11-30
Started: 2021-08-09