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2023-08-10T19:23:22,469 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-08-10T19:23:22,477 2 location(s) to search for versions of cvi:
2023-08-10T19:23:22,477 * https://pypi.org/simple/cvi/
2023-08-10T19:23:22,477 * https://www.piwheels.org/simple/cvi/
2023-08-10T19:23:22,478 Fetching project page and analyzing links: https://pypi.org/simple/cvi/
2023-08-10T19:23:22,479 Getting page https://pypi.org/simple/cvi/
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2023-08-10T19:23:22,696   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/d9/40/a81a72ef45bf5dcd7ee12fd4e521b20050e46f8f95e6cc08ad895e79d35b/cvi-0.1.0a1-py3-none-any.whl (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2023-08-10T19:23:22,698   Found link https://files.pythonhosted.org/packages/15/63/c98fc65fb527bf3c326122ac38adf2f99075db7e65b62e15c1f2e06ae63e/cvi-0.1.0a1.tar.gz (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0a1
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2023-08-10T19:23:22,700   Found link https://files.pythonhosted.org/packages/0a/92/7dca8984b7158ac5b286ad7af4379960075bf8434c53e4a1e3a49f0e5cf0/cvi-0.1.0a2.tar.gz (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0a2
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2023-08-10T19:23:22,706   Found link https://files.pythonhosted.org/packages/93/9b/07fb46eef201e3c37396b82d75c5280ced222cabebaf527af367cd829f5b/cvi-0.1.0.tar.gz (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0
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2023-08-10T19:23:22,712   Found link https://files.pythonhosted.org/packages/98/6c/bad42645f7b2457a2cd1ad18aeb6cdd3de825e00ec218125bc67408fa9bc/cvi-0.3.0.tar.gz (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.3.0
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2023-08-10T19:23:22,713   Found link https://files.pythonhosted.org/packages/48/2c/e6abc22752c9ac8cc8549a68210eb9d1f0bdf356e81e4d100e68a7108289/cvi-0.4.0.tar.gz (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.4.0
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2023-08-10T19:23:22,716 Fetching project page and analyzing links: https://www.piwheels.org/simple/cvi/
2023-08-10T19:23:22,717 Getting page https://www.piwheels.org/simple/cvi/
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2023-08-10T19:23:23,074 Collecting cvi==0.5.0
2023-08-10T19:23:23,078   Created temporary directory: /tmp/pip-unpack-ktmyljm7
2023-08-10T19:23:23,260   Downloading cvi-0.5.0.tar.gz (24 kB)
2023-08-10T19:23:23,417   Added cvi==0.5.0 from https://files.pythonhosted.org/packages/81/f5/169fe5782889068c4bffdfeb31080d4b5a2d691fe705008236ee480380c1/cvi-0.5.0.tar.gz to build tracker '/tmp/pip-build-tracker-dd1pp368'
2023-08-10T19:23:23,424   Created temporary directory: /tmp/pip-build-env-3ekkshcq
2023-08-10T19:23:23,444   Installing build dependencies: started
2023-08-10T19:23:23,446   Running command pip subprocess to install build dependencies
2023-08-10T19:23:26,199   Using pip 23.1.2 from /home/piwheels/.local/lib/python3.7/site-packages/pip (python 3.7)
2023-08-10T19:23:27,026   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
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2023-08-10T19:23:36,570   Installing collected packages: setuptools
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2023-08-10T19:23:40,902   [notice] A new release of pip is available: 23.1.2 -> 23.2.1
2023-08-10T19:23:40,902   [notice] To update, run: python3 -m pip install --upgrade pip
2023-08-10T19:23:41,326   Installing build dependencies: finished with status 'done'
2023-08-10T19:23:41,337   Getting requirements to build wheel: started
2023-08-10T19:23:41,339   Running command Getting requirements to build wheel
2023-08-10T19:23:42,806   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored.
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2023-08-10T19:23:42,810           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:42,810           `readme = "# cvi\n\nA Python package implementing both batch and incremental cluster validity indices (CVIs).\n\n| **Stable Docs**  | **Dev Docs** | **Build Status** | **Coverage** |\n|:----------------:|:------------:|:----------------:|:------------:|\n| [![Stable][docs-stable-img]][docs-stable-url] | [![Dev][docs-dev-img]][docs-dev-url]| [![Build Status][ci-img]][ci-url] | [![Codecov][codecov-img]][codecov-url] |\n| **Version** | **Issues** | **Downloads** | **Zenodo DOI** |\n| [![version][version-img]][version-url] | [![issues][issues-img]][issues-url] | [![Downloads][downloads-img]][downloads-url] |  [![DOI][zenodo-img]][zenodo-url] |\n\n[downloads-img]: https://static.pepy.tech/badge/cvi\n[downloads-url]: https://pepy.tech/project/cvi\n\n[zenodo-img]: https://zenodo.org/badge/526280198.svg\n[zenodo-url]: https://zenodo.org/badge/latestdoi/526280198\n\n[docs-stable-img]: https://readthedocs.org/projects/cluster-validity-indices/badge/?version=latest\n[docs-stable-url]: https://cluster-validity-indices.readthedocs.io/en/latest/?badge=latest\n\n[docs-dev-img]: https://readthedocs.org/projects/cluster-validity-indices/badge/?version=develop\n[docs-dev-url]: https://cluster-validity-indices.readthedocs.io/en/develop/?badge=develop\n\n[ci-img]: https://github.com/AP6YC/cvi/actions/workflows/Test.yml/badge.svg\n[ci-url]: https://github.com/AP6YC/cvi/actions/workflows/Test.yml\n\n[codecov-img]: https://codecov.io/gh/AP6YC/cvi/branch/main/graph/badge.svg\n[codecov-url]: https://codecov.io/gh/AP6YC/cvi\n\n[version-img]: https://img.shields.io/pypi/v/cvi.svg\n[version-url]: https://pypi.org/project/cvi\n\n[issues-img]: https://img.shields.io/github/issues/AP6YC/cvi?style=flat\n[issues-url]: https://github.com/AP6YC/cvi/issues\n\n## Table of Contents\n\n- [cvi](#cvi)\n  - [Table of Contents](#table-of-contents)\n  - [Cluster Validity Indices](#cluster-validity-indices)\n  - [Installation](#installation)\n  - [Usage](#usage)\n    - [Quickstart](#quickstart)\n    - [Detailed Usage](#detailed-usage)\n  - [Implemented CVIs](#implemented-cvis)\n  - [History](#history)\n  - [Acknowledgements](#acknowledgements)\n    - [Derivation](#derivation)\n    - [Authors](#authors)\n    - [Related Projects](#related-projects)\n\n## Cluster Validity Indices\n\nSay you have a clustering algorithm that clusters a set of samples containing features of some kind and some dimensionality.\nGreat!\nThat was a lot of work, and you should feel accomplished.\nBut how do you know that the algorithm performed _well_?\nBy definition, you wouldn't have the _true_ label belonging to each sample (if one could even exist in your context), just the label prescribed by your clustering algorithm.\n\n**Enter Cluster Validity Indices (CVIs)**.\n\nCVIs are metrics of cluster partitioning when true cluster labels are unavailable.\nEach operates on only the information available (i.e., the provided samples of features and the labels prescribed by the clustering algorithm) and produces a _metric_, a number that goes up or down according to how well the CVI believes the clustering algorithm appears to, well, _cluster_.\nClustering well in this context means correctly partitioning (i.e., separating) the data rather than prescribing too many different clusters (over partitioning) or too few (under partitioning).\nEvery CVI itself also behaves differently in terms of the range and scale of their numbers.\n**Furthermore, each CVI has an original batch implementation and incremental implementation that are equivalent**.\n\nThe `cvi` Python package contains a variety of these batch and incremental CVIs.\n\n## Installation\n\nThe `cvi` package is listed on PyPI, so you may install the latest version with\n\n```python\npip install cvi\n```\n\nYou can also specify a version to install in the usual way with\n\n```python\npip install cvi==v0.5.0\n```\n\nAlternatively, you can manually install a release from the [releases page](https://github.com/AP6YC/cvi/releases) on GitHub.\n\n## Usage\n\n### Quickstart\n\nCreate a CVI object and compute the criterion value in batch with `get_cvi`:\n\n```python\n# Import the library\nimport cvi\n# Create a Calinski-Harabasz (CH) CVI object\nmy_cvi = cvi.CH()\n# Load some data from some clustering algorithm\nsamples, labels = load_some_clustering_data()\n# Compute the final criterion value in batch\ncriterion_value = my_cvi.get_cvi(samples, labels)\n```\n\nor do it incrementally, also with `get_cvi`:\n\n```python\n# Datasets are numpy arrays\nimport numpy as np\n# Create a container for criterion values\nn_samples = len(labels)\ncriterion_values = np.zeros(n_samples)\n# Iterate over the data\nfor ix in range(n_samples):\n    criterion_values = my_cvi.get_cvi(samples[ix, :], labels[ix])\n```\n\n### Detailed Usage\n\nThe `cvi` package contains a set of implemented CVIs with batch and incremental update methods.\nEach CVI is a standalone stateful object inheriting from a base class `CVI`, and all `CVI` functions are object methods, such as those that update parameters and return the criterion value.\n\nInstantiate a CVI of you choice with the default constructor:\n\n```python\n# Import the package\nimport cvi\n# Import numpy for some data handling\nimport numpy as np\n\n# Instantiate a Calinski-Harabasz (CH) CVI object\nmy_cvi = cvi.CH()\n```\n\nCVIs are instantiated with their acronyms, with a list of all implemented CVIS being found in the [Implemented CVIs](#implemented-cvis) section.\n\nA batch of data is assumed to be a numpy array of samples and a numpy vector of integer labels.\n\n```python\n# Load some data\nsamples, labels = my_clustering_alg(some_data)\n```\n\n> **NOTE**:\n>\n> The `cvi` package assumes the Numpy **row-major** convention where rows are individual samples and columns are features.\n> A batch dataset is then `[n_samples, n_features]` large, and their corresponding labels are '[n_samples]` large.\n\nYou may compute the final criterion value with a batch update all at once with `CVI.get_cvi`\n\n```python\n# Get the final criterion value in batch mode\ncriterion_value = my_cvi.get_cvi(samples, labels)\n```\n\nor you may get them incrementally with the same method, where you pass instead just a single numpy vector of features and a single integer label.\nThe incremental methods are used automatically based upon the dimensions of the data that is passed.\n\n```python\n# Create a container for the criterion value after each sample\nn_samples = len(labels)\ncriterion_values = np.zeros(n_samples)\n\n# Iterate across the data and store the criterion value over time\nfor ix in range(n_samples):\n    sample = samples[ix, :]\n    label = labels[ix]\n    criterion_values[ix] = my_cvi.get_cvi(sample, label)\n```\n\n> **NOTE**:\n>\n> Currently only using _either_ batch _or_ incremental methods is supported; switching from batch to incremental updates with the same is not yet implemented.\n\n## Implemented CVIs\n\nThe following CVIs have been implemented as of the latest version of `cvi`:\n\n- **CH**: Calinski-Harabasz\n- **cSIL**: Centroid-based Silhouette\n- **DB**: Davies-Bouldin\n- **GD43**: Generalized Dunn's Index 43.\n- **GD53**: Generalized Dunn's Index 53.\n- **PS**: Partition Separation.\n- **rCIP**: (Renyi's) representative Cross Information Potential.\n- **WB**: WB-index.\n- **XB**: Xie-Beni.\n\n## History\n\n- 8/18/2022: Initialize project.\n- 9/8/2022: First release on PyPi and initiate GitFlow.\n\n## Acknowledgements\n\n### Derivation\n\nThe incremental and batch CVI implementations in this package are largely derived from the following Julia language implementations:\n\n- [ClusterValidityIndices.jl](https://github.com/AP6YC/ClusterValidityIndices.jl)\n\n### Authors\n\nThe principal authors of the `cvi` pacakge are:\n\n- Sasha Petrenko <petrenkos@mst.edu>\n- Nik Melton <nmmz76@mst.edu>\n\n### Related Projects\n\nIf this package is missing something that you need, feel free to check out some related Python cluster validity packages:\n\n- [validclust](https://github.com/crew102/validclust)\n- [clusterval](https://github.com/Nuno09/clusterval)\n"`

2023-08-10T19:23:42,812           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:42,812           consider this value unless `readme` is listed as `dynamic`.

2023-08-10T19:23:42,813           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:42,813           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:42,814           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:42,814           follow strictly the standard.

2023-08-10T19:23:42,814           To prevent this warning, you can list `readme` under `dynamic` or alternatively
2023-08-10T19:23:42,815           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:42,815           configuration.

2023-08-10T19:23:42,816           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:42,816           or your builds will no longer be supported.
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2023-08-10T19:23:43,447   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `requires-python` defined outside of `pyproject.toml` would be ignored.
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2023-08-10T19:23:43,450           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:43,450           `requires-python = <SpecifierSet('>=3.6')>`

2023-08-10T19:23:43,451           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:43,451           consider this value unless `requires-python` is listed as `dynamic`.

2023-08-10T19:23:43,452           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:43,453           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:43,454           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:43,454           follow strictly the standard.

2023-08-10T19:23:43,455           To prevent this warning, you can list `requires-python` under `dynamic` or alternatively
2023-08-10T19:23:43,455           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:43,456           configuration.

2023-08-10T19:23:43,457           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:43,457           or your builds will no longer be supported.
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2023-08-10T19:23:43,458   !!
2023-08-10T19:23:43,459     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:43,459   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `classifiers` defined outside of `pyproject.toml` would be ignored.
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2023-08-10T19:23:43,463           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:43,464           `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2023-08-10T19:23:43,465           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:43,466           consider this value unless `classifiers` is listed as `dynamic`.

2023-08-10T19:23:43,466           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:43,467           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:43,468           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:43,468           follow strictly the standard.

2023-08-10T19:23:43,469           To prevent this warning, you can list `classifiers` under `dynamic` or alternatively
2023-08-10T19:23:43,469           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:43,470           configuration.

2023-08-10T19:23:43,471           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:43,471           or your builds will no longer be supported.
2023-08-10T19:23:43,471           ********************************************************************************

2023-08-10T19:23:43,472   !!
2023-08-10T19:23:43,473     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:43,473   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `urls` defined outside of `pyproject.toml` would be ignored.
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2023-08-10T19:23:43,476           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:43,477           `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2023-08-10T19:23:43,478           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:43,478           consider this value unless `urls` is listed as `dynamic`.

2023-08-10T19:23:43,479           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:43,480           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:43,480           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:43,481           follow strictly the standard.

2023-08-10T19:23:43,482           To prevent this warning, you can list `urls` under `dynamic` or alternatively
2023-08-10T19:23:43,483           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:43,483           configuration.

2023-08-10T19:23:43,484           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:43,484           or your builds will no longer be supported.
2023-08-10T19:23:43,484           ********************************************************************************

2023-08-10T19:23:43,485   !!
2023-08-10T19:23:43,485     _handle_missing_dynamic(dist, project_table)
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2023-08-10T19:23:46,361   Using pip 23.1.2 from /home/piwheels/.local/lib/python3.7/site-packages/pip (python 3.7)
2023-08-10T19:23:47,158   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
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2023-08-10T19:23:48,064     Using cached https://www.piwheels.org/simple/wheel/wheel-0.41.1-py3-none-any.whl (64 kB)
2023-08-10T19:23:52,609   Installing collected packages: wheel
2023-08-10T19:23:53,069     Creating /tmp/pip-build-env-3ekkshcq/normal/bin
2023-08-10T19:23:53,073     changing mode of /tmp/pip-build-env-3ekkshcq/normal/bin/wheel to 755
2023-08-10T19:23:53,100   Successfully installed wheel-0.41.1

2023-08-10T19:23:53,130   [notice] A new release of pip is available: 23.1.2 -> 23.2.1
2023-08-10T19:23:53,131   [notice] To update, run: python3 -m pip install --upgrade pip
2023-08-10T19:23:53,495   Installing backend dependencies: finished with status 'done'
2023-08-10T19:23:53,501   Created temporary directory: /tmp/pip-modern-metadata-1ytnsr3r
2023-08-10T19:23:53,507   Preparing metadata (pyproject.toml): started
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2023-08-10T19:23:54,851   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored.
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2023-08-10T19:23:54,855           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:54,856           `readme = "# cvi\n\nA Python package implementing both batch and incremental cluster validity indices (CVIs).\n\n| **Stable Docs**  | **Dev Docs** | **Build Status** | **Coverage** |\n|:----------------:|:------------:|:----------------:|:------------:|\n| [![Stable][docs-stable-img]][docs-stable-url] | [![Dev][docs-dev-img]][docs-dev-url]| [![Build Status][ci-img]][ci-url] | [![Codecov][codecov-img]][codecov-url] |\n| **Version** | **Issues** | **Downloads** | **Zenodo DOI** |\n| [![version][version-img]][version-url] | [![issues][issues-img]][issues-url] | [![Downloads][downloads-img]][downloads-url] |  [![DOI][zenodo-img]][zenodo-url] |\n\n[downloads-img]: https://static.pepy.tech/badge/cvi\n[downloads-url]: https://pepy.tech/project/cvi\n\n[zenodo-img]: https://zenodo.org/badge/526280198.svg\n[zenodo-url]: https://zenodo.org/badge/latestdoi/526280198\n\n[docs-stable-img]: https://readthedocs.org/projects/cluster-validity-indices/badge/?version=latest\n[docs-stable-url]: https://cluster-validity-indices.readthedocs.io/en/latest/?badge=latest\n\n[docs-dev-img]: https://readthedocs.org/projects/cluster-validity-indices/badge/?version=develop\n[docs-dev-url]: https://cluster-validity-indices.readthedocs.io/en/develop/?badge=develop\n\n[ci-img]: https://github.com/AP6YC/cvi/actions/workflows/Test.yml/badge.svg\n[ci-url]: https://github.com/AP6YC/cvi/actions/workflows/Test.yml\n\n[codecov-img]: https://codecov.io/gh/AP6YC/cvi/branch/main/graph/badge.svg\n[codecov-url]: https://codecov.io/gh/AP6YC/cvi\n\n[version-img]: https://img.shields.io/pypi/v/cvi.svg\n[version-url]: https://pypi.org/project/cvi\n\n[issues-img]: https://img.shields.io/github/issues/AP6YC/cvi?style=flat\n[issues-url]: https://github.com/AP6YC/cvi/issues\n\n## Table of Contents\n\n- [cvi](#cvi)\n  - [Table of Contents](#table-of-contents)\n  - [Cluster Validity Indices](#cluster-validity-indices)\n  - [Installation](#installation)\n  - [Usage](#usage)\n    - [Quickstart](#quickstart)\n    - [Detailed Usage](#detailed-usage)\n  - [Implemented CVIs](#implemented-cvis)\n  - [History](#history)\n  - [Acknowledgements](#acknowledgements)\n    - [Derivation](#derivation)\n    - [Authors](#authors)\n    - [Related Projects](#related-projects)\n\n## Cluster Validity Indices\n\nSay you have a clustering algorithm that clusters a set of samples containing features of some kind and some dimensionality.\nGreat!\nThat was a lot of work, and you should feel accomplished.\nBut how do you know that the algorithm performed _well_?\nBy definition, you wouldn't have the _true_ label belonging to each sample (if one could even exist in your context), just the label prescribed by your clustering algorithm.\n\n**Enter Cluster Validity Indices (CVIs)**.\n\nCVIs are metrics of cluster partitioning when true cluster labels are unavailable.\nEach operates on only the information available (i.e., the provided samples of features and the labels prescribed by the clustering algorithm) and produces a _metric_, a number that goes up or down according to how well the CVI believes the clustering algorithm appears to, well, _cluster_.\nClustering well in this context means correctly partitioning (i.e., separating) the data rather than prescribing too many different clusters (over partitioning) or too few (under partitioning).\nEvery CVI itself also behaves differently in terms of the range and scale of their numbers.\n**Furthermore, each CVI has an original batch implementation and incremental implementation that are equivalent**.\n\nThe `cvi` Python package contains a variety of these batch and incremental CVIs.\n\n## Installation\n\nThe `cvi` package is listed on PyPI, so you may install the latest version with\n\n```python\npip install cvi\n```\n\nYou can also specify a version to install in the usual way with\n\n```python\npip install cvi==v0.5.0\n```\n\nAlternatively, you can manually install a release from the [releases page](https://github.com/AP6YC/cvi/releases) on GitHub.\n\n## Usage\n\n### Quickstart\n\nCreate a CVI object and compute the criterion value in batch with `get_cvi`:\n\n```python\n# Import the library\nimport cvi\n# Create a Calinski-Harabasz (CH) CVI object\nmy_cvi = cvi.CH()\n# Load some data from some clustering algorithm\nsamples, labels = load_some_clustering_data()\n# Compute the final criterion value in batch\ncriterion_value = my_cvi.get_cvi(samples, labels)\n```\n\nor do it incrementally, also with `get_cvi`:\n\n```python\n# Datasets are numpy arrays\nimport numpy as np\n# Create a container for criterion values\nn_samples = len(labels)\ncriterion_values = np.zeros(n_samples)\n# Iterate over the data\nfor ix in range(n_samples):\n    criterion_values = my_cvi.get_cvi(samples[ix, :], labels[ix])\n```\n\n### Detailed Usage\n\nThe `cvi` package contains a set of implemented CVIs with batch and incremental update methods.\nEach CVI is a standalone stateful object inheriting from a base class `CVI`, and all `CVI` functions are object methods, such as those that update parameters and return the criterion value.\n\nInstantiate a CVI of you choice with the default constructor:\n\n```python\n# Import the package\nimport cvi\n# Import numpy for some data handling\nimport numpy as np\n\n# Instantiate a Calinski-Harabasz (CH) CVI object\nmy_cvi = cvi.CH()\n```\n\nCVIs are instantiated with their acronyms, with a list of all implemented CVIS being found in the [Implemented CVIs](#implemented-cvis) section.\n\nA batch of data is assumed to be a numpy array of samples and a numpy vector of integer labels.\n\n```python\n# Load some data\nsamples, labels = my_clustering_alg(some_data)\n```\n\n> **NOTE**:\n>\n> The `cvi` package assumes the Numpy **row-major** convention where rows are individual samples and columns are features.\n> A batch dataset is then `[n_samples, n_features]` large, and their corresponding labels are '[n_samples]` large.\n\nYou may compute the final criterion value with a batch update all at once with `CVI.get_cvi`\n\n```python\n# Get the final criterion value in batch mode\ncriterion_value = my_cvi.get_cvi(samples, labels)\n```\n\nor you may get them incrementally with the same method, where you pass instead just a single numpy vector of features and a single integer label.\nThe incremental methods are used automatically based upon the dimensions of the data that is passed.\n\n```python\n# Create a container for the criterion value after each sample\nn_samples = len(labels)\ncriterion_values = np.zeros(n_samples)\n\n# Iterate across the data and store the criterion value over time\nfor ix in range(n_samples):\n    sample = samples[ix, :]\n    label = labels[ix]\n    criterion_values[ix] = my_cvi.get_cvi(sample, label)\n```\n\n> **NOTE**:\n>\n> Currently only using _either_ batch _or_ incremental methods is supported; switching from batch to incremental updates with the same is not yet implemented.\n\n## Implemented CVIs\n\nThe following CVIs have been implemented as of the latest version of `cvi`:\n\n- **CH**: Calinski-Harabasz\n- **cSIL**: Centroid-based Silhouette\n- **DB**: Davies-Bouldin\n- **GD43**: Generalized Dunn's Index 43.\n- **GD53**: Generalized Dunn's Index 53.\n- **PS**: Partition Separation.\n- **rCIP**: (Renyi's) representative Cross Information Potential.\n- **WB**: WB-index.\n- **XB**: Xie-Beni.\n\n## History\n\n- 8/18/2022: Initialize project.\n- 9/8/2022: First release on PyPi and initiate GitFlow.\n\n## Acknowledgements\n\n### Derivation\n\nThe incremental and batch CVI implementations in this package are largely derived from the following Julia language implementations:\n\n- [ClusterValidityIndices.jl](https://github.com/AP6YC/ClusterValidityIndices.jl)\n\n### Authors\n\nThe principal authors of the `cvi` pacakge are:\n\n- Sasha Petrenko <petrenkos@mst.edu>\n- Nik Melton <nmmz76@mst.edu>\n\n### Related Projects\n\nIf this package is missing something that you need, feel free to check out some related Python cluster validity packages:\n\n- [validclust](https://github.com/crew102/validclust)\n- [clusterval](https://github.com/Nuno09/clusterval)\n"`

2023-08-10T19:23:54,857           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:54,857           consider this value unless `readme` is listed as `dynamic`.

2023-08-10T19:23:54,857           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:54,858           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:54,858           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:54,859           follow strictly the standard.

2023-08-10T19:23:54,859           To prevent this warning, you can list `readme` under `dynamic` or alternatively
2023-08-10T19:23:54,860           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:54,860           configuration.

2023-08-10T19:23:54,861           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:54,861           or your builds will no longer be supported.
2023-08-10T19:23:54,861           ********************************************************************************

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2023-08-10T19:23:54,862     _handle_missing_dynamic(dist, project_table)
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2023-08-10T19:23:55,546   writing dependency_links to /tmp/pip-modern-metadata-1ytnsr3r/cvi.egg-info/dependency_links.txt
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2023-08-10T19:23:55,611   creating '/tmp/pip-modern-metadata-1ytnsr3r/cvi-0.5.0.dist-info'
2023-08-10T19:23:55,685   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `requires-python` defined outside of `pyproject.toml` would be ignored.
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2023-08-10T19:23:55,689           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:55,689           `requires-python = <SpecifierSet('>=3.6')>`

2023-08-10T19:23:55,690           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:55,691           consider this value unless `requires-python` is listed as `dynamic`.

2023-08-10T19:23:55,692           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:55,693           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:55,693           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:55,693           follow strictly the standard.

2023-08-10T19:23:55,694           To prevent this warning, you can list `requires-python` under `dynamic` or alternatively
2023-08-10T19:23:55,695           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:55,695           configuration.

2023-08-10T19:23:55,696           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:55,697           or your builds will no longer be supported.
2023-08-10T19:23:55,697           ********************************************************************************

2023-08-10T19:23:55,698   !!
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2023-08-10T19:23:55,702           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:55,703           `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2023-08-10T19:23:55,704           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:55,704           consider this value unless `classifiers` is listed as `dynamic`.

2023-08-10T19:23:55,705           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:55,706           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:55,706           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:55,707           follow strictly the standard.

2023-08-10T19:23:55,707           To prevent this warning, you can list `classifiers` under `dynamic` or alternatively
2023-08-10T19:23:55,708           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:55,708           configuration.

2023-08-10T19:23:55,709           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:55,709           or your builds will no longer be supported.
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2023-08-10T19:23:55,714           # configuration would be ignored/result in error due to `pyproject.toml` #
2023-08-10T19:23:55,714           ##########################################################################

2023-08-10T19:23:55,715           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:55,716           `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2023-08-10T19:23:55,717           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:55,717           consider this value unless `urls` is listed as `dynamic`.

2023-08-10T19:23:55,718           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:55,719           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:55,719           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:55,720           follow strictly the standard.

2023-08-10T19:23:55,720           To prevent this warning, you can list `urls` under `dynamic` or alternatively
2023-08-10T19:23:55,721           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:55,721           configuration.

2023-08-10T19:23:55,722           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:55,723           or your builds will no longer be supported.
2023-08-10T19:23:55,723           ********************************************************************************

2023-08-10T19:23:55,724   !!
2023-08-10T19:23:55,725     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:55,866   Preparing metadata (pyproject.toml): finished with status 'done'
2023-08-10T19:23:55,882   Source in /tmp/pip-wheel-k4sh2sqw/cvi_0923ee41b1844012879665c1b2be4798 has version 0.5.0, which satisfies requirement cvi==0.5.0 from https://files.pythonhosted.org/packages/81/f5/169fe5782889068c4bffdfeb31080d4b5a2d691fe705008236ee480380c1/cvi-0.5.0.tar.gz
2023-08-10T19:23:55,884   Removed cvi==0.5.0 from https://files.pythonhosted.org/packages/81/f5/169fe5782889068c4bffdfeb31080d4b5a2d691fe705008236ee480380c1/cvi-0.5.0.tar.gz from build tracker '/tmp/pip-build-tracker-dd1pp368'
2023-08-10T19:23:55,899 Created temporary directory: /tmp/pip-unpack-3pfleiew
2023-08-10T19:23:55,900 Building wheels for collected packages: cvi
2023-08-10T19:23:55,910   Created temporary directory: /tmp/pip-wheel-s2d64z5t
2023-08-10T19:23:55,911   Destination directory: /tmp/pip-wheel-s2d64z5t
2023-08-10T19:23:55,916   Building wheel for cvi (pyproject.toml): started
2023-08-10T19:23:55,918   Running command Building wheel for cvi (pyproject.toml)
2023-08-10T19:23:57,180   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored.
2023-08-10T19:23:57,181   !!

2023-08-10T19:23:57,182           ********************************************************************************
2023-08-10T19:23:57,182           ##########################################################################
2023-08-10T19:23:57,183           # configuration would be ignored/result in error due to `pyproject.toml` #
2023-08-10T19:23:57,183           ##########################################################################

2023-08-10T19:23:57,184           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:57,185           `readme = "# cvi\n\nA Python package implementing both batch and incremental cluster validity indices (CVIs).\n\n| **Stable Docs**  | **Dev Docs** | **Build Status** | **Coverage** |\n|:----------------:|:------------:|:----------------:|:------------:|\n| [![Stable][docs-stable-img]][docs-stable-url] | [![Dev][docs-dev-img]][docs-dev-url]| [![Build Status][ci-img]][ci-url] | [![Codecov][codecov-img]][codecov-url] |\n| **Version** | **Issues** | **Downloads** | **Zenodo DOI** |\n| [![version][version-img]][version-url] | [![issues][issues-img]][issues-url] | [![Downloads][downloads-img]][downloads-url] |  [![DOI][zenodo-img]][zenodo-url] |\n\n[downloads-img]: https://static.pepy.tech/badge/cvi\n[downloads-url]: https://pepy.tech/project/cvi\n\n[zenodo-img]: https://zenodo.org/badge/526280198.svg\n[zenodo-url]: https://zenodo.org/badge/latestdoi/526280198\n\n[docs-stable-img]: https://readthedocs.org/projects/cluster-validity-indices/badge/?version=latest\n[docs-stable-url]: https://cluster-validity-indices.readthedocs.io/en/latest/?badge=latest\n\n[docs-dev-img]: https://readthedocs.org/projects/cluster-validity-indices/badge/?version=develop\n[docs-dev-url]: https://cluster-validity-indices.readthedocs.io/en/develop/?badge=develop\n\n[ci-img]: https://github.com/AP6YC/cvi/actions/workflows/Test.yml/badge.svg\n[ci-url]: https://github.com/AP6YC/cvi/actions/workflows/Test.yml\n\n[codecov-img]: https://codecov.io/gh/AP6YC/cvi/branch/main/graph/badge.svg\n[codecov-url]: https://codecov.io/gh/AP6YC/cvi\n\n[version-img]: https://img.shields.io/pypi/v/cvi.svg\n[version-url]: https://pypi.org/project/cvi\n\n[issues-img]: https://img.shields.io/github/issues/AP6YC/cvi?style=flat\n[issues-url]: https://github.com/AP6YC/cvi/issues\n\n## Table of Contents\n\n- [cvi](#cvi)\n  - [Table of Contents](#table-of-contents)\n  - [Cluster Validity Indices](#cluster-validity-indices)\n  - [Installation](#installation)\n  - [Usage](#usage)\n    - [Quickstart](#quickstart)\n    - [Detailed Usage](#detailed-usage)\n  - [Implemented CVIs](#implemented-cvis)\n  - [History](#history)\n  - [Acknowledgements](#acknowledgements)\n    - [Derivation](#derivation)\n    - [Authors](#authors)\n    - [Related Projects](#related-projects)\n\n## Cluster Validity Indices\n\nSay you have a clustering algorithm that clusters a set of samples containing features of some kind and some dimensionality.\nGreat!\nThat was a lot of work, and you should feel accomplished.\nBut how do you know that the algorithm performed _well_?\nBy definition, you wouldn't have the _true_ label belonging to each sample (if one could even exist in your context), just the label prescribed by your clustering algorithm.\n\n**Enter Cluster Validity Indices (CVIs)**.\n\nCVIs are metrics of cluster partitioning when true cluster labels are unavailable.\nEach operates on only the information available (i.e., the provided samples of features and the labels prescribed by the clustering algorithm) and produces a _metric_, a number that goes up or down according to how well the CVI believes the clustering algorithm appears to, well, _cluster_.\nClustering well in this context means correctly partitioning (i.e., separating) the data rather than prescribing too many different clusters (over partitioning) or too few (under partitioning).\nEvery CVI itself also behaves differently in terms of the range and scale of their numbers.\n**Furthermore, each CVI has an original batch implementation and incremental implementation that are equivalent**.\n\nThe `cvi` Python package contains a variety of these batch and incremental CVIs.\n\n## Installation\n\nThe `cvi` package is listed on PyPI, so you may install the latest version with\n\n```python\npip install cvi\n```\n\nYou can also specify a version to install in the usual way with\n\n```python\npip install cvi==v0.5.0\n```\n\nAlternatively, you can manually install a release from the [releases page](https://github.com/AP6YC/cvi/releases) on GitHub.\n\n## Usage\n\n### Quickstart\n\nCreate a CVI object and compute the criterion value in batch with `get_cvi`:\n\n```python\n# Import the library\nimport cvi\n# Create a Calinski-Harabasz (CH) CVI object\nmy_cvi = cvi.CH()\n# Load some data from some clustering algorithm\nsamples, labels = load_some_clustering_data()\n# Compute the final criterion value in batch\ncriterion_value = my_cvi.get_cvi(samples, labels)\n```\n\nor do it incrementally, also with `get_cvi`:\n\n```python\n# Datasets are numpy arrays\nimport numpy as np\n# Create a container for criterion values\nn_samples = len(labels)\ncriterion_values = np.zeros(n_samples)\n# Iterate over the data\nfor ix in range(n_samples):\n    criterion_values = my_cvi.get_cvi(samples[ix, :], labels[ix])\n```\n\n### Detailed Usage\n\nThe `cvi` package contains a set of implemented CVIs with batch and incremental update methods.\nEach CVI is a standalone stateful object inheriting from a base class `CVI`, and all `CVI` functions are object methods, such as those that update parameters and return the criterion value.\n\nInstantiate a CVI of you choice with the default constructor:\n\n```python\n# Import the package\nimport cvi\n# Import numpy for some data handling\nimport numpy as np\n\n# Instantiate a Calinski-Harabasz (CH) CVI object\nmy_cvi = cvi.CH()\n```\n\nCVIs are instantiated with their acronyms, with a list of all implemented CVIS being found in the [Implemented CVIs](#implemented-cvis) section.\n\nA batch of data is assumed to be a numpy array of samples and a numpy vector of integer labels.\n\n```python\n# Load some data\nsamples, labels = my_clustering_alg(some_data)\n```\n\n> **NOTE**:\n>\n> The `cvi` package assumes the Numpy **row-major** convention where rows are individual samples and columns are features.\n> A batch dataset is then `[n_samples, n_features]` large, and their corresponding labels are '[n_samples]` large.\n\nYou may compute the final criterion value with a batch update all at once with `CVI.get_cvi`\n\n```python\n# Get the final criterion value in batch mode\ncriterion_value = my_cvi.get_cvi(samples, labels)\n```\n\nor you may get them incrementally with the same method, where you pass instead just a single numpy vector of features and a single integer label.\nThe incremental methods are used automatically based upon the dimensions of the data that is passed.\n\n```python\n# Create a container for the criterion value after each sample\nn_samples = len(labels)\ncriterion_values = np.zeros(n_samples)\n\n# Iterate across the data and store the criterion value over time\nfor ix in range(n_samples):\n    sample = samples[ix, :]\n    label = labels[ix]\n    criterion_values[ix] = my_cvi.get_cvi(sample, label)\n```\n\n> **NOTE**:\n>\n> Currently only using _either_ batch _or_ incremental methods is supported; switching from batch to incremental updates with the same is not yet implemented.\n\n## Implemented CVIs\n\nThe following CVIs have been implemented as of the latest version of `cvi`:\n\n- **CH**: Calinski-Harabasz\n- **cSIL**: Centroid-based Silhouette\n- **DB**: Davies-Bouldin\n- **GD43**: Generalized Dunn's Index 43.\n- **GD53**: Generalized Dunn's Index 53.\n- **PS**: Partition Separation.\n- **rCIP**: (Renyi's) representative Cross Information Potential.\n- **WB**: WB-index.\n- **XB**: Xie-Beni.\n\n## History\n\n- 8/18/2022: Initialize project.\n- 9/8/2022: First release on PyPi and initiate GitFlow.\n\n## Acknowledgements\n\n### Derivation\n\nThe incremental and batch CVI implementations in this package are largely derived from the following Julia language implementations:\n\n- [ClusterValidityIndices.jl](https://github.com/AP6YC/ClusterValidityIndices.jl)\n\n### Authors\n\nThe principal authors of the `cvi` pacakge are:\n\n- Sasha Petrenko <petrenkos@mst.edu>\n- Nik Melton <nmmz76@mst.edu>\n\n### Related Projects\n\nIf this package is missing something that you need, feel free to check out some related Python cluster validity packages:\n\n- [validclust](https://github.com/crew102/validclust)\n- [clusterval](https://github.com/Nuno09/clusterval)\n"`

2023-08-10T19:23:57,185           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:57,186           consider this value unless `readme` is listed as `dynamic`.

2023-08-10T19:23:57,186           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:57,187           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:57,187           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:57,188           follow strictly the standard.

2023-08-10T19:23:57,188           To prevent this warning, you can list `readme` under `dynamic` or alternatively
2023-08-10T19:23:57,188           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:57,189           configuration.

2023-08-10T19:23:57,189           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:57,190           or your builds will no longer be supported.
2023-08-10T19:23:57,190           ********************************************************************************

2023-08-10T19:23:57,191   !!
2023-08-10T19:23:57,191     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:57,794   running bdist_wheel
2023-08-10T19:23:57,835   running build
2023-08-10T19:23:57,836   running build_py
2023-08-10T19:23:57,847   creating build
2023-08-10T19:23:57,848   creating build/lib
2023-08-10T19:23:57,849   creating build/lib/cvi
2023-08-10T19:23:57,852   copying src/cvi/__init__.py -> build/lib/cvi
2023-08-10T19:23:57,858   creating build/lib/cvi/modules
2023-08-10T19:23:57,860   copying src/cvi/modules/GD43.py -> build/lib/cvi/modules
2023-08-10T19:23:57,865   copying src/cvi/modules/GD53.py -> build/lib/cvi/modules
2023-08-10T19:23:57,869   copying src/cvi/modules/XB.py -> build/lib/cvi/modules
2023-08-10T19:23:57,873   copying src/cvi/modules/CH.py -> build/lib/cvi/modules
2023-08-10T19:23:57,877   copying src/cvi/modules/cSIL.py -> build/lib/cvi/modules
2023-08-10T19:23:57,882   copying src/cvi/modules/PS.py -> build/lib/cvi/modules
2023-08-10T19:23:57,886   copying src/cvi/modules/_base.py -> build/lib/cvi/modules
2023-08-10T19:23:57,890   copying src/cvi/modules/WB.py -> build/lib/cvi/modules
2023-08-10T19:23:57,895   copying src/cvi/modules/DB.py -> build/lib/cvi/modules
2023-08-10T19:23:57,899   copying src/cvi/modules/rCIP.py -> build/lib/cvi/modules
2023-08-10T19:23:57,904   copying src/cvi/modules/__init__.py -> build/lib/cvi/modules
2023-08-10T19:23:57,908   creating build/lib/cvi/compat
2023-08-10T19:23:57,910   copying src/cvi/compat/v0.py -> build/lib/cvi/compat
2023-08-10T19:23:57,916   copying src/cvi/compat/__init__.py -> build/lib/cvi/compat
2023-08-10T19:23:57,919   running egg_info
2023-08-10T19:23:57,928   writing src/cvi.egg-info/PKG-INFO
2023-08-10T19:23:57,932   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2023-08-10T19:23:57,935   writing requirements to src/cvi.egg-info/requires.txt
2023-08-10T19:23:57,937   writing top-level names to src/cvi.egg-info/top_level.txt
2023-08-10T19:23:57,957   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2023-08-10T19:23:57,961   adding license file 'LICENSE'
2023-08-10T19:23:57,968   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2023-08-10T19:23:57,993   installing to build/bdist.linux-armv7l/wheel
2023-08-10T19:23:57,993   running install
2023-08-10T19:23:58,054   running install_lib
2023-08-10T19:23:58,064   creating build/bdist.linux-armv7l
2023-08-10T19:23:58,065   creating build/bdist.linux-armv7l/wheel
2023-08-10T19:23:58,069   creating build/bdist.linux-armv7l/wheel/cvi
2023-08-10T19:23:58,072   creating build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,074   copying build/lib/cvi/modules/GD43.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,079   copying build/lib/cvi/modules/GD53.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,084   copying build/lib/cvi/modules/XB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,088   copying build/lib/cvi/modules/CH.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,093   copying build/lib/cvi/modules/cSIL.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,097   copying build/lib/cvi/modules/PS.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,102   copying build/lib/cvi/modules/_base.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,106   copying build/lib/cvi/modules/WB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,111   copying build/lib/cvi/modules/DB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,115   copying build/lib/cvi/modules/rCIP.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,120   copying build/lib/cvi/modules/__init__.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2023-08-10T19:23:58,124   copying build/lib/cvi/__init__.py -> build/bdist.linux-armv7l/wheel/cvi
2023-08-10T19:23:58,128   creating build/bdist.linux-armv7l/wheel/cvi/compat
2023-08-10T19:23:58,130   copying build/lib/cvi/compat/v0.py -> build/bdist.linux-armv7l/wheel/cvi/compat
2023-08-10T19:23:58,135   copying build/lib/cvi/compat/__init__.py -> build/bdist.linux-armv7l/wheel/cvi/compat
2023-08-10T19:23:58,138   running install_egg_info
2023-08-10T19:23:58,148   Copying src/cvi.egg-info to build/bdist.linux-armv7l/wheel/cvi-0.5.0-py3.7.egg-info
2023-08-10T19:23:58,171   running install_scripts
2023-08-10T19:23:58,202   creating build/bdist.linux-armv7l/wheel/cvi-0.5.0.dist-info/WHEEL
2023-08-10T19:23:58,207   creating '/tmp/pip-wheel-s2d64z5t/.tmp-xgwgw7h3/cvi-0.5.0-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2023-08-10T19:23:58,212   adding 'cvi/__init__.py'
2023-08-10T19:23:58,215   adding 'cvi/compat/__init__.py'
2023-08-10T19:23:58,222   adding 'cvi/compat/v0.py'
2023-08-10T19:23:58,228   adding 'cvi/modules/CH.py'
2023-08-10T19:23:58,231   adding 'cvi/modules/DB.py'
2023-08-10T19:23:58,235   adding 'cvi/modules/GD43.py'
2023-08-10T19:23:58,239   adding 'cvi/modules/GD53.py'
2023-08-10T19:23:58,243   adding 'cvi/modules/PS.py'
2023-08-10T19:23:58,246   adding 'cvi/modules/WB.py'
2023-08-10T19:23:58,250   adding 'cvi/modules/XB.py'
2023-08-10T19:23:58,252   adding 'cvi/modules/__init__.py'
2023-08-10T19:23:58,256   adding 'cvi/modules/_base.py'
2023-08-10T19:23:58,260   adding 'cvi/modules/cSIL.py'
2023-08-10T19:23:58,263   adding 'cvi/modules/rCIP.py'
2023-08-10T19:23:58,268   adding 'cvi-0.5.0.dist-info/LICENSE'
2023-08-10T19:23:58,272   adding 'cvi-0.5.0.dist-info/METADATA'
2023-08-10T19:23:58,274   adding 'cvi-0.5.0.dist-info/WHEEL'
2023-08-10T19:23:58,276   adding 'cvi-0.5.0.dist-info/top_level.txt'
2023-08-10T19:23:58,278   adding 'cvi-0.5.0.dist-info/RECORD'
2023-08-10T19:23:58,282   removing build/bdist.linux-armv7l/wheel
2023-08-10T19:23:58,300   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `requires-python` defined outside of `pyproject.toml` would be ignored.
2023-08-10T19:23:58,301   !!

2023-08-10T19:23:58,301           ********************************************************************************
2023-08-10T19:23:58,302           ##########################################################################
2023-08-10T19:23:58,302           # configuration would be ignored/result in error due to `pyproject.toml` #
2023-08-10T19:23:58,303           ##########################################################################

2023-08-10T19:23:58,303           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:58,304           `requires-python = <SpecifierSet('>=3.6')>`

2023-08-10T19:23:58,305           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:58,306           consider this value unless `requires-python` is listed as `dynamic`.

2023-08-10T19:23:58,307           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:58,307           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:58,308           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:58,308           follow strictly the standard.

2023-08-10T19:23:58,309           To prevent this warning, you can list `requires-python` under `dynamic` or alternatively
2023-08-10T19:23:58,310           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:58,310           configuration.

2023-08-10T19:23:58,311           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:58,312           or your builds will no longer be supported.
2023-08-10T19:23:58,312           ********************************************************************************

2023-08-10T19:23:58,313   !!
2023-08-10T19:23:58,313     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:58,314   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `classifiers` defined outside of `pyproject.toml` would be ignored.
2023-08-10T19:23:58,314   !!

2023-08-10T19:23:58,315           ********************************************************************************
2023-08-10T19:23:58,316           ##########################################################################
2023-08-10T19:23:58,316           # configuration would be ignored/result in error due to `pyproject.toml` #
2023-08-10T19:23:58,317           ##########################################################################

2023-08-10T19:23:58,317           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:58,318           `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2023-08-10T19:23:58,319           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:58,320           consider this value unless `classifiers` is listed as `dynamic`.

2023-08-10T19:23:58,321           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:58,322           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:58,322           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:58,323           follow strictly the standard.

2023-08-10T19:23:58,323           To prevent this warning, you can list `classifiers` under `dynamic` or alternatively
2023-08-10T19:23:58,324           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:58,324           configuration.

2023-08-10T19:23:58,325           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:58,325           or your builds will no longer be supported.
2023-08-10T19:23:58,326           ********************************************************************************

2023-08-10T19:23:58,327   !!
2023-08-10T19:23:58,327     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:58,328   /tmp/pip-build-env-3ekkshcq/overlay/lib/python3.7/site-packages/setuptools/config/_apply_pyprojecttoml.py:62: _WouldIgnoreField: `urls` defined outside of `pyproject.toml` would be ignored.
2023-08-10T19:23:58,328   !!

2023-08-10T19:23:58,329           ********************************************************************************
2023-08-10T19:23:58,329           ##########################################################################
2023-08-10T19:23:58,330           # configuration would be ignored/result in error due to `pyproject.toml` #
2023-08-10T19:23:58,330           ##########################################################################

2023-08-10T19:23:58,331           The following seems to be defined outside of `pyproject.toml`:

2023-08-10T19:23:58,332           `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2023-08-10T19:23:58,333           According to the spec (see the link below), however, setuptools CANNOT
2023-08-10T19:23:58,334           consider this value unless `urls` is listed as `dynamic`.

2023-08-10T19:23:58,334           https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-08-10T19:23:58,335           For the time being, `setuptools` will still consider the given value (as a
2023-08-10T19:23:58,336           **transitional** measure), but please note that future releases of setuptools will
2023-08-10T19:23:58,336           follow strictly the standard.

2023-08-10T19:23:58,337           To prevent this warning, you can list `urls` under `dynamic` or alternatively
2023-08-10T19:23:58,337           remove the `[project]` table from your file and rely entirely on other means of
2023-08-10T19:23:58,337           configuration.

2023-08-10T19:23:58,338           By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-08-10T19:23:58,338           or your builds will no longer be supported.
2023-08-10T19:23:58,339           ********************************************************************************

2023-08-10T19:23:58,340   !!
2023-08-10T19:23:58,340     _handle_missing_dynamic(dist, project_table)
2023-08-10T19:23:58,484   Building wheel for cvi (pyproject.toml): finished with status 'done'
2023-08-10T19:23:58,498   Created wheel for cvi: filename=cvi-0.5.0-py3-none-any.whl size=32015 sha256=d05dda643f6cb25cbffb66d504f79c396dc0804d552aa5a6d1bfd01671dacbd0
2023-08-10T19:23:58,500   Stored in directory: /tmp/pip-ephem-wheel-cache-_pwobo1a/wheels/d5/35/bf/d007d56165912d57e023303697282a0b8c578d6127035a809f
2023-08-10T19:23:58,528 Successfully built cvi
2023-08-10T19:23:58,537 Removed build tracker: '/tmp/pip-build-tracker-dd1pp368'