semvec/pypi-packages huggingface dataset:
BanditPAM 0.0.17
BanditPAM: A state-of-the-art, high-performance k-medoids algorithm.

BanditPAM: A state-of-the-art, high-performance k-medoids algorithm
===================================================================

Introduction
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Clustering algorithms such as k-means are ubiquitous in modern data science applications. Despite its popularity, however, k-means has several drawbacks. K-means only supports certain distance metrics, and its cluster centers can lack interpretability. Alternatively, k-medoids uses the points in the dataset itself -- the medoids -- as cluster centers. This enables interpretability of the cluster centers. Furthermore, k-medoids supports arbitrary dissimilarity functions in place of a distance metric.

Details
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In this package, we provide a high-performance implementation of BanditPAM , a state-of-the-art k-medoids algorithm. BanditPAM matches state-of-the-art in clustering quality but improves the runtime of previous approaches from O(n^2) to O(nlogn) in each iteration. Furthermore, BanditPAM supports arbitrarily dissimilarity functions between points -- these functions need not even be metrics. This implementation is written in C++ for performance, but is callable from Python via Python bindings. For further details, please see the paper at https://arxiv.org/abs/2006.06856 for the full paper and the code at https://github.com/ThrunGroup/BanditPAM/blob/main/README.md

If you use this software, please cite:
Mo Tiwari, Martin Jinye Zhang, James Mayclin, Sebastian Thrun, Chris Piech, Ilan Shomorony. "Bandit-PAM: Almost Linear Time k-medoids Clustering via Multi-Armed Bandits" Advances in Neural Information Processing Systems (NeurIPS) 2020.
ccfcsharp 1.1.4
C# code conventions analyzer and fixer

# Lab2 C# code conventions analyzer and fixer

After successful installation project can be used command:
`CSharpCCF (-v|-fx) -(p|d|f) <path>`

#### Command line options
```text
Options:
  -v, --verify                    Verify files without editing.
   
  -fx, --fix                      Rewrite files

  -d, --directory TEXT            Absolute or relative path to directory with 
                                  files to be fixed.
  
  -p, --project TEXT              Absolute or relative path to project with 
                                  files to be fixed.
                                  
  -f, --file TEXT                 Absolute or relative path to file to be fixed.

  -h, --help                      Show this message and exit.`
  ```
  *Note: any other input is equivalent to* `--help`