2022-09-19T17:34:38,862 Created temporary directory: /tmp/pip-ephem-wheel-cache-cuukzoik
2022-09-19T17:34:38,867 Created temporary directory: /tmp/pip-build-tracker-v0l8khzv
2022-09-19T17:34:38,868 Initialized build tracking at /tmp/pip-build-tracker-v0l8khzv
2022-09-19T17:34:38,869 Created build tracker: /tmp/pip-build-tracker-v0l8khzv
2022-09-19T17:34:38,869 Entered build tracker: /tmp/pip-build-tracker-v0l8khzv
2022-09-19T17:34:38,870 Created temporary directory: /tmp/pip-wheel-bb1mfkzm
2022-09-19T17:34:38,941 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-19T17:34:38,949 2 location(s) to search for versions of cvi:
2022-09-19T17:34:38,949 * https://pypi.org/simple/cvi/
2022-09-19T17:34:38,949 * https://www.piwheels.org/simple/cvi/
2022-09-19T17:34:38,951 Fetching project page and analyzing links: https://pypi.org/simple/cvi/
2022-09-19T17:34:38,952 Getting page https://pypi.org/simple/cvi/
2022-09-19T17:34:38,955 Found index url https://pypi.org/simple
2022-09-19T17:34:39,149   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/d9/40/a81a72ef45bf5dcd7ee12fd4e521b20050e46f8f95e6cc08ad895e79d35b/cvi-0.1.0a1-py3-none-any.whl#sha256=7e877b129300c82100b1c97ab4e07799a6f6f8f691b9bdd04d569339b082d302 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,151   Found link https://files.pythonhosted.org/packages/15/63/c98fc65fb527bf3c326122ac38adf2f99075db7e65b62e15c1f2e06ae63e/cvi-0.1.0a1.tar.gz#sha256=a5ceb4d5e0aaa6cffb73a85dabf0fafd8e53596c960af96660c8d86dad39d4cf (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0a1
2022-09-19T17:34:39,152   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/a6/26/f61a6400e5756141b96f426c713eab9130857c53b76b13b1b4e1be3563ee/cvi-0.1.0a2-py3-none-any.whl#sha256=414fff40901f34feaf8b41d0518ecdddfce2642a1580efcce0fff4f9abe71123 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,153   Found link https://files.pythonhosted.org/packages/0a/92/7dca8984b7158ac5b286ad7af4379960075bf8434c53e4a1e3a49f0e5cf0/cvi-0.1.0a2.tar.gz#sha256=716a4a99992c8d41c9649831b53d638474d7c1b5fe3ede22440cda817aefaefa (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0a2
2022-09-19T17:34:39,154   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/26/e0/07beb00e46f3d00b2fd106c0884111e445dc15e87bcab4eb7444d8a5be8e/cvi-0.1.0a3-py3-none-any.whl#sha256=c93c63471308195e78b854e3ad1e896a46efcdf44af044eaf21f789c9f3a44bb (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,155   Found link https://files.pythonhosted.org/packages/83/38/17e2d7569d5c565643e0ebd63f62071c43dd1a96cde5719066c6ec4455c9/cvi-0.1.0a3.tar.gz#sha256=2d8f9946ea904ed06b75fba150f6ccdf3663e6a47f7df3e346e6896b0b198dba (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0a3
2022-09-19T17:34:39,156   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/72/42/353ccfab1cfdb5d7e0cda90e5a9cb4d3dd24932a153fd3b466e8891ea793/cvi-0.1.0a4-py3-none-any.whl#sha256=53f03da20832bbdad26e2adc6f65323908ef19b82171e451a0cc677f5ea419ef (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,157   Found link https://files.pythonhosted.org/packages/91/6f/fa2f196409f1c29910f5e3168d25240004b9277ea75f042c60dcf621c99b/cvi-0.1.0a4.tar.gz#sha256=e5c42aba908237e8c6f7b047b3873012cd6f726943f18913e6caad62e7399b8a (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0a4
2022-09-19T17:34:39,158   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/b1/1e/da713461fa1f70355c0ff09eb44a5291b40474c6ca1193987d50e5655a59/cvi-0.1.0-py3-none-any.whl#sha256=9442314eab464e49814789a686ef71ce2016425787e74e2b8b07f9b91644eb94 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,159   Found link https://files.pythonhosted.org/packages/93/9b/07fb46eef201e3c37396b82d75c5280ced222cabebaf527af367cd829f5b/cvi-0.1.0.tar.gz#sha256=535474ca5216d94953dd5d90e0a09a6ca1b9636b05ea9f4b57f349c9010e2756 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.0
2022-09-19T17:34:39,160   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/46/d6/99dbb4442c3db7e06cb83c3e2700af507c30c54f264c55341efc80dc3d7e/cvi-0.1.1-py3-none-any.whl#sha256=883d168bf6a4b3bae79674d1372d8cc9e56058b49e22eb06aba7837c52d08c60 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,161   Found link https://files.pythonhosted.org/packages/b0/ba/998362b94c5996635c53367c8f6ebc03774d1e82e3072d73d2a21745e8be/cvi-0.1.1.tar.gz#sha256=55f52eb3761541cd1628ac006ca6731f6658f42fa0f081293a756d5855eb2109 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.1.1
2022-09-19T17:34:39,162 Fetching project page and analyzing links: https://www.piwheels.org/simple/cvi/
2022-09-19T17:34:39,163 Getting page https://www.piwheels.org/simple/cvi/
2022-09-19T17:34:39,165 Found index url https://www.piwheels.org/simple
2022-09-19T17:34:39,371   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.1.0-py3-none-any.whl#sha256=cbb4453e3266116d147dd2f0933326753575711d38fd184893c41010c640dfe7 (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,371   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.1.0a4-py3-none-any.whl#sha256=ef3ec965a1fc2d155cca6d3fda93d1fe7a2d9e3b78211ab5351752a6c3e3f8dc (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,372   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.1.0a3-py3-none-any.whl#sha256=bb395c30ea5296b3868487281bdbe627dc964ce445bd373fdb2da96cc5f3816f (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,372   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.1.0a2-py3-none-any.whl#sha256=a998d2e799675b32bbeb3f318b8fde028492384f668cebb508490f8301db46d2 (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,373   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.1.0a1-py3-none-any.whl#sha256=39f62718e2c3fcfa9defdf829d0a94f402dee719ea66a6a6f11de8095de1f43f (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-19T17:34:39,373 Skipping link: not a file: https://www.piwheels.org/simple/cvi/
2022-09-19T17:34:39,374 Skipping link: not a file: https://pypi.org/simple/cvi/
2022-09-19T17:34:39,409 Given no hashes to check 1 links for project 'cvi': discarding no candidates
2022-09-19T17:34:39,440 Collecting cvi==0.1.1
2022-09-19T17:34:39,445   Created temporary directory: /tmp/pip-unpack-gbr0exot
2022-09-19T17:34:39,674   Downloading cvi-0.1.1.tar.gz (16 kB)
2022-09-19T17:34:39,783   Added cvi==0.1.1 from https://files.pythonhosted.org/packages/b0/ba/998362b94c5996635c53367c8f6ebc03774d1e82e3072d73d2a21745e8be/cvi-0.1.1.tar.gz#sha256=55f52eb3761541cd1628ac006ca6731f6658f42fa0f081293a756d5855eb2109 to build tracker '/tmp/pip-build-tracker-v0l8khzv'
2022-09-19T17:34:39,791   Created temporary directory: /tmp/pip-build-env-ji_yumjd
2022-09-19T17:34:39,805   Created temporary directory: /tmp/pip-standalone-pip-29vflxar
2022-09-19T17:34:42,081   Installing build dependencies: started
2022-09-19T17:34:42,083   Running command pip subprocess to install build dependencies
2022-09-19T17:34:51,662   Using pip 22.1.2 from /tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip (python 3.7)
2022-09-19T17:34:53,549   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-19T17:34:57,772   Collecting setuptools>=42
2022-09-19T17:34:58,030     Using cached https://www.piwheels.org/simple/setuptools/setuptools-65.3.0-py3-none-any.whl (1.2 MB)
2022-09-19T17:35:09,522   Installing collected packages: setuptools
2022-09-19T17:35:14,447   Successfully installed setuptools-65.3.0
2022-09-19T17:35:14,680   --- Logging error ---
2022-09-19T17:35:14,680   Traceback (most recent call last):
2022-09-19T17:35:14,681     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/utils/logging.py", line 177, in emit
2022-09-19T17:35:14,681       self.console.print(renderable, overflow="ignore", crop=False, style=style)
2022-09-19T17:35:14,681     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_vendor/rich/console.py", line 1752, in print
2022-09-19T17:35:14,681       extend(render(renderable, render_options))
2022-09-19T17:35:14,682     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_vendor/rich/console.py", line 1390, in render
2022-09-19T17:35:14,682       for render_output in iter_render:
2022-09-19T17:35:14,682     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/utils/logging.py", line 134, in __rich_console__
2022-09-19T17:35:14,683       for line in lines:
2022-09-19T17:35:14,683     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_vendor/rich/segment.py", line 245, in split_lines
2022-09-19T17:35:14,683       for segment in segments:
2022-09-19T17:35:14,684     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_vendor/rich/console.py", line 1368, in render
2022-09-19T17:35:14,684       renderable = rich_cast(renderable)
2022-09-19T17:35:14,684     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_vendor/rich/protocol.py", line 36, in rich_cast
2022-09-19T17:35:14,684       renderable = cast_method()
2022-09-19T17:35:14,685     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 130, in __rich__
2022-09-19T17:35:14,685       pip_cmd = get_best_invocation_for_this_pip()
2022-09-19T17:35:14,685     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/utils/entrypoints.py", line 60, in get_best_invocation_for_this_pip
2022-09-19T17:35:14,686       os.path.join(binary_prefix, exe_name),
2022-09-19T17:35:14,686     File "/usr/lib/python3.7/genericpath.py", line 97, in samefile
2022-09-19T17:35:14,686       s2 = os.stat(f2)
2022-09-19T17:35:14,686   FileNotFoundError: [Errno 2] No such file or directory: '/usr/bin/pip3.7'
2022-09-19T17:35:14,687   Call stack:
2022-09-19T17:35:14,687     File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main
2022-09-19T17:35:14,687       "__main__", mod_spec)
2022-09-19T17:35:14,688     File "/usr/lib/python3.7/runpy.py", line 85, in _run_code
2022-09-19T17:35:14,688       exec(code, run_globals)
2022-09-19T17:35:14,688     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/__main__.py", line 31, in <module>
2022-09-19T17:35:14,689       sys.exit(_main())
2022-09-19T17:35:14,689     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/cli/main.py", line 70, in main
2022-09-19T17:35:14,689       return command.main(cmd_args)
2022-09-19T17:35:14,690     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/cli/base_command.py", line 101, in main
2022-09-19T17:35:14,690       return self._main(args)
2022-09-19T17:35:14,690     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/cli/base_command.py", line 223, in _main
2022-09-19T17:35:14,691       self.handle_pip_version_check(options)
2022-09-19T17:35:14,691     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/cli/req_command.py", line 148, in handle_pip_version_check
2022-09-19T17:35:14,691       pip_self_version_check(session, options)
2022-09-19T17:35:14,692     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 237, in pip_self_version_check
2022-09-19T17:35:14,692       logger.info("[present-rich] %s", upgrade_prompt)
2022-09-19T17:35:14,692     File "/usr/lib/python3.7/logging/__init__.py", line 1383, in info
2022-09-19T17:35:14,693       self._log(INFO, msg, args, **kwargs)
2022-09-19T17:35:14,693     File "/usr/lib/python3.7/logging/__init__.py", line 1519, in _log
2022-09-19T17:35:14,693       self.handle(record)
2022-09-19T17:35:14,693     File "/usr/lib/python3.7/logging/__init__.py", line 1529, in handle
2022-09-19T17:35:14,694       self.callHandlers(record)
2022-09-19T17:35:14,694     File "/usr/lib/python3.7/logging/__init__.py", line 1591, in callHandlers
2022-09-19T17:35:14,694       hdlr.handle(record)
2022-09-19T17:35:14,695     File "/usr/lib/python3.7/logging/__init__.py", line 905, in handle
2022-09-19T17:35:14,695       self.emit(record)
2022-09-19T17:35:14,695     File "/tmp/pip-standalone-pip-29vflxar/__env_pip__.zip/pip/_internal/utils/logging.py", line 179, in emit
2022-09-19T17:35:14,696       self.handleError(record)
2022-09-19T17:35:14,696   Message: '[present-rich] %s'
2022-09-19T17:35:14,696   Arguments: (UpgradePrompt(old='22.1.2', new='22.2.2'),)
2022-09-19T17:35:15,175   Installing build dependencies: finished with status 'done'
2022-09-19T17:35:15,202   Getting requirements to build wheel: started
2022-09-19T17:35:15,204   Running command Getting requirements to build wheel
2022-09-19T17:35:19,595   /usr/local/lib/python3.7/dist-packages/setuptools/config/pyprojecttoml.py:102: _ExperimentalProjectMetadata: Support for project metadata in `pyproject.toml` is still experimental and may be removed (or change) in future releases.
2022-09-19T17:35:19,596     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-19T17:35:19,597   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:35:19,598       ##########################################################################
2022-09-19T17:35:19,598       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:35:19,599       ##########################################################################

2022-09-19T17:35:19,599       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:35:19,600       `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** | **Commits** | **Commits Since Release**\n| [![version][version-img]][version-url] | [![issues][issues-img]][issues-url] | [![commits][commits-img]][commits-url] | [![compare][compare-img]][compare-url] |\n\n| **Zenodo DOI** |\n| :------------: |\n| [![DOI][zenodo-img]][zenodo-url] |\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[commits-img]: https://img.shields.io/github/commit-activity/m/AP6YC/cvi?style=flat\n[commits-url]: https://github.com/AP6YC/cvi/commits/main\n\n[compare-img]: https://img.shields.io/github/commits-since/AP6YC/cvi/latest/develop\n[compare-url]: https://github.com/AP6YC/cvi/compare/v0.1.1...develop\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==v0.1.1\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__**: the `cvi` package assumes the Numpy **row-major** convention where rows are individual samples and columns are features.\nA 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__**: 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\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 <sap625@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"`

2022-09-19T17:35:19,601       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:35:19,601       consider this value unless 'readme' is listed as `dynamic`.

2022-09-19T17:35:19,602       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:35:19,603       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:35:19,603       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:35:19,603       follow strictly the standard.

2022-09-19T17:35:19,604       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-19T17:35:19,604       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:35:19,605       configuration.


2022-09-19T17:35:19,605   !!

2022-09-19T17:35:19,606     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:35:21,155   running egg_info
2022-09-19T17:35:21,785   writing src/cvi.egg-info/PKG-INFO
2022-09-19T17:35:22,381   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2022-09-19T17:35:25,331   writing requirements to src/cvi.egg-info/requires.txt
2022-09-19T17:35:25,923   writing top-level names to src/cvi.egg-info/top_level.txt
2022-09-19T17:35:26,634   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-19T17:35:26,638   adding license file 'LICENSE'
2022-09-19T17:35:26,643   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-19T17:35:26,648   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:35:26,649       ##########################################################################
2022-09-19T17:35:26,650       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:35:26,650       ##########################################################################

2022-09-19T17:35:26,651       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:35:26,652       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-19T17:35:26,653       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:35:26,653       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-19T17:35:26,654       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:35:26,655       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:35:26,656       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:35:26,656       follow strictly the standard.

2022-09-19T17:35:26,657       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-19T17:35:26,658       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:35:26,658       configuration.


2022-09-19T17:35:26,659   !!

2022-09-19T17:35:26,660     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:35:26,661   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:35:26,662       ##########################################################################
2022-09-19T17:35:26,662       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:35:26,663       ##########################################################################

2022-09-19T17:35:26,663       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:35:26,664       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-19T17:35:26,665       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:35:26,665       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-19T17:35:26,666       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:35:26,667       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:35:26,668       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:35:26,668       follow strictly the standard.

2022-09-19T17:35:26,669       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-19T17:35:26,669       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:35:26,670       configuration.


2022-09-19T17:35:26,671   !!

2022-09-19T17:35:26,672     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:35:26,672   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:35:26,673       ##########################################################################
2022-09-19T17:35:26,674       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:35:26,674       ##########################################################################

2022-09-19T17:35:26,675       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:35:26,676       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-19T17:35:26,677       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:35:26,677       consider this value unless 'urls' is listed as `dynamic`.

2022-09-19T17:35:26,678       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:35:26,679       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:35:26,679       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:35:26,680       follow strictly the standard.

2022-09-19T17:35:26,680       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-19T17:35:26,681       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:35:26,681       configuration.


2022-09-19T17:35:26,682   !!

2022-09-19T17:35:26,683     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:35:26,949   Getting requirements to build wheel: finished with status 'done'
2022-09-19T17:35:26,974   Created temporary directory: /tmp/pip-standalone-pip-tot7pqun
2022-09-19T17:35:29,203   Installing backend dependencies: started
2022-09-19T17:35:29,205   Running command pip subprocess to install backend dependencies
2022-09-19T17:35:38,839   Using pip 22.1.2 from /tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip (python 3.7)
2022-09-19T17:35:40,778   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-19T17:35:41,702   Collecting wheel
2022-09-19T17:35:41,739     Using cached https://www.piwheels.org/simple/wheel/wheel-0.37.1-py2.py3-none-any.whl (35 kB)
2022-09-19T17:35:52,165   Installing collected packages: wheel
2022-09-19T17:35:52,435     Creating /tmp/pip-build-env-ji_yumjd/normal/bin
2022-09-19T17:35:52,439     changing mode of /tmp/pip-build-env-ji_yumjd/normal/bin/wheel to 755
2022-09-19T17:35:52,465   Successfully installed wheel-0.37.1
2022-09-19T17:35:52,695   --- Logging error ---
2022-09-19T17:35:52,696   Traceback (most recent call last):
2022-09-19T17:35:52,696     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/utils/logging.py", line 177, in emit
2022-09-19T17:35:52,697       self.console.print(renderable, overflow="ignore", crop=False, style=style)
2022-09-19T17:35:52,697     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_vendor/rich/console.py", line 1752, in print
2022-09-19T17:35:52,697       extend(render(renderable, render_options))
2022-09-19T17:35:52,698     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_vendor/rich/console.py", line 1390, in render
2022-09-19T17:35:52,698       for render_output in iter_render:
2022-09-19T17:35:52,698     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/utils/logging.py", line 134, in __rich_console__
2022-09-19T17:35:52,699       for line in lines:
2022-09-19T17:35:52,699     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_vendor/rich/segment.py", line 245, in split_lines
2022-09-19T17:35:52,699       for segment in segments:
2022-09-19T17:35:52,700     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_vendor/rich/console.py", line 1368, in render
2022-09-19T17:35:52,700       renderable = rich_cast(renderable)
2022-09-19T17:35:52,700     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_vendor/rich/protocol.py", line 36, in rich_cast
2022-09-19T17:35:52,701       renderable = cast_method()
2022-09-19T17:35:52,701     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 130, in __rich__
2022-09-19T17:35:52,701       pip_cmd = get_best_invocation_for_this_pip()
2022-09-19T17:35:52,701     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/utils/entrypoints.py", line 60, in get_best_invocation_for_this_pip
2022-09-19T17:35:52,702       os.path.join(binary_prefix, exe_name),
2022-09-19T17:35:52,702     File "/usr/lib/python3.7/genericpath.py", line 97, in samefile
2022-09-19T17:35:52,702       s2 = os.stat(f2)
2022-09-19T17:35:52,703   FileNotFoundError: [Errno 2] No such file or directory: '/usr/bin/pip3.7'
2022-09-19T17:35:52,703   Call stack:
2022-09-19T17:35:52,703     File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main
2022-09-19T17:35:52,704       "__main__", mod_spec)
2022-09-19T17:35:52,704     File "/usr/lib/python3.7/runpy.py", line 85, in _run_code
2022-09-19T17:35:52,704       exec(code, run_globals)
2022-09-19T17:35:52,705     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/__main__.py", line 31, in <module>
2022-09-19T17:35:52,705       sys.exit(_main())
2022-09-19T17:35:52,705     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/cli/main.py", line 70, in main
2022-09-19T17:35:52,706       return command.main(cmd_args)
2022-09-19T17:35:52,706     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/cli/base_command.py", line 101, in main
2022-09-19T17:35:52,706       return self._main(args)
2022-09-19T17:35:52,706     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/cli/base_command.py", line 223, in _main
2022-09-19T17:35:52,707       self.handle_pip_version_check(options)
2022-09-19T17:35:52,707     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/cli/req_command.py", line 148, in handle_pip_version_check
2022-09-19T17:35:52,707       pip_self_version_check(session, options)
2022-09-19T17:35:52,708     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 237, in pip_self_version_check
2022-09-19T17:35:52,708       logger.info("[present-rich] %s", upgrade_prompt)
2022-09-19T17:35:52,708     File "/usr/lib/python3.7/logging/__init__.py", line 1383, in info
2022-09-19T17:35:52,709       self._log(INFO, msg, args, **kwargs)
2022-09-19T17:35:52,709     File "/usr/lib/python3.7/logging/__init__.py", line 1519, in _log
2022-09-19T17:35:52,709       self.handle(record)
2022-09-19T17:35:52,710     File "/usr/lib/python3.7/logging/__init__.py", line 1529, in handle
2022-09-19T17:35:52,710       self.callHandlers(record)
2022-09-19T17:35:52,710     File "/usr/lib/python3.7/logging/__init__.py", line 1591, in callHandlers
2022-09-19T17:35:52,711       hdlr.handle(record)
2022-09-19T17:35:52,711     File "/usr/lib/python3.7/logging/__init__.py", line 905, in handle
2022-09-19T17:35:52,711       self.emit(record)
2022-09-19T17:35:52,711     File "/tmp/pip-standalone-pip-tot7pqun/__env_pip__.zip/pip/_internal/utils/logging.py", line 179, in emit
2022-09-19T17:35:52,712       self.handleError(record)
2022-09-19T17:35:52,712   Message: '[present-rich] %s'
2022-09-19T17:35:52,712   Arguments: (UpgradePrompt(old='22.1.2', new='22.2.2'),)
2022-09-19T17:35:53,122   Installing backend dependencies: finished with status 'done'
2022-09-19T17:35:53,144   Created temporary directory: /tmp/pip-modern-metadata-3zz5j0b5
2022-09-19T17:35:53,150   Preparing metadata (pyproject.toml): started
2022-09-19T17:35:53,152   Running command Preparing metadata (pyproject.toml)
2022-09-19T17:35:57,349   /usr/local/lib/python3.7/dist-packages/setuptools/config/pyprojecttoml.py:102: _ExperimentalProjectMetadata: Support for project metadata in `pyproject.toml` is still experimental and may be removed (or change) in future releases.
2022-09-19T17:35:57,351     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-19T17:35:57,351   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:35:57,352       ##########################################################################
2022-09-19T17:35:57,353       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:35:57,353       ##########################################################################

2022-09-19T17:35:57,354       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:35:57,354       `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** | **Commits** | **Commits Since Release**\n| [![version][version-img]][version-url] | [![issues][issues-img]][issues-url] | [![commits][commits-img]][commits-url] | [![compare][compare-img]][compare-url] |\n\n| **Zenodo DOI** |\n| :------------: |\n| [![DOI][zenodo-img]][zenodo-url] |\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[commits-img]: https://img.shields.io/github/commit-activity/m/AP6YC/cvi?style=flat\n[commits-url]: https://github.com/AP6YC/cvi/commits/main\n\n[compare-img]: https://img.shields.io/github/commits-since/AP6YC/cvi/latest/develop\n[compare-url]: https://github.com/AP6YC/cvi/compare/v0.1.1...develop\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==v0.1.1\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__**: the `cvi` package assumes the Numpy **row-major** convention where rows are individual samples and columns are features.\nA 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__**: 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\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 <sap625@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"`

2022-09-19T17:35:57,355       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:35:57,356       consider this value unless 'readme' is listed as `dynamic`.

2022-09-19T17:35:57,356       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:35:57,357       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:35:57,357       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:35:57,358       follow strictly the standard.

2022-09-19T17:35:57,358       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-19T17:35:57,359       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:35:57,359       configuration.


2022-09-19T17:35:57,360   !!

2022-09-19T17:35:57,360     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:35:58,950   running dist_info
2022-09-19T17:35:59,591   creating /tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info
2022-09-19T17:36:00,224   writing /tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/PKG-INFO
2022-09-19T17:36:00,827   writing dependency_links to /tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/dependency_links.txt
2022-09-19T17:36:03,807   writing requirements to /tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/requires.txt
2022-09-19T17:36:04,405   writing top-level names to /tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/top_level.txt
2022-09-19T17:36:04,408   writing manifest file '/tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/SOURCES.txt'
2022-09-19T17:36:05,120   reading manifest file '/tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/SOURCES.txt'
2022-09-19T17:36:05,123   adding license file 'LICENSE'
2022-09-19T17:36:05,128   writing manifest file '/tmp/pip-modern-metadata-3zz5j0b5/cvi.egg-info/SOURCES.txt'
2022-09-19T17:36:05,131   creating '/tmp/pip-modern-metadata-3zz5j0b5/cvi-0.1.1.dist-info'
2022-09-19T17:36:05,269   adding license file "LICENSE" (matched pattern "LICEN[CS]E*")
2022-09-19T17:36:05,282   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:36:05,283       ##########################################################################
2022-09-19T17:36:05,283       # configuration would be ignored/result in error due to `pyproject.toml` #
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2022-09-19T17:36:05,284       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:05,285       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-19T17:36:05,285       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:05,286       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-19T17:36:05,286       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:05,287       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:05,287       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:05,287       follow strictly the standard.

2022-09-19T17:36:05,288       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-19T17:36:05,289       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:05,289       configuration.


2022-09-19T17:36:05,291   !!

2022-09-19T17:36:05,292     warnings.warn(msg, _WouldIgnoreField)
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2022-09-19T17:36:05,295       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:05,296       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-19T17:36:05,297       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:05,297       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-19T17:36:05,298       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:05,299       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:05,300       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:05,300       follow strictly the standard.

2022-09-19T17:36:05,301       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-19T17:36:05,301       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:05,301       configuration.


2022-09-19T17:36:05,303   !!

2022-09-19T17:36:05,304     warnings.warn(msg, _WouldIgnoreField)
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2022-09-19T17:36:05,305       ##########################################################################
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2022-09-19T17:36:05,307       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:05,308       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-19T17:36:05,309       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:05,309       consider this value unless 'urls' is listed as `dynamic`.

2022-09-19T17:36:05,310       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:05,311       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:05,311       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:05,312       follow strictly the standard.

2022-09-19T17:36:05,313       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-19T17:36:05,313       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:05,313       configuration.


2022-09-19T17:36:05,314   !!

2022-09-19T17:36:05,315     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:36:05,593   Preparing metadata (pyproject.toml): finished with status 'done'
2022-09-19T17:36:05,608   Source in /tmp/pip-wheel-bb1mfkzm/cvi_0680cbd079a8419da3314966442249c2 has version 0.1.1, which satisfies requirement cvi==0.1.1 from https://files.pythonhosted.org/packages/b0/ba/998362b94c5996635c53367c8f6ebc03774d1e82e3072d73d2a21745e8be/cvi-0.1.1.tar.gz#sha256=55f52eb3761541cd1628ac006ca6731f6658f42fa0f081293a756d5855eb2109
2022-09-19T17:36:05,611   Removed cvi==0.1.1 from https://files.pythonhosted.org/packages/b0/ba/998362b94c5996635c53367c8f6ebc03774d1e82e3072d73d2a21745e8be/cvi-0.1.1.tar.gz#sha256=55f52eb3761541cd1628ac006ca6731f6658f42fa0f081293a756d5855eb2109 from build tracker '/tmp/pip-build-tracker-v0l8khzv'
2022-09-19T17:36:05,625 Created temporary directory: /tmp/pip-unpack-g6ssy5z6
2022-09-19T17:36:05,626 Building wheels for collected packages: cvi
2022-09-19T17:36:05,636   Created temporary directory: /tmp/pip-wheel-3ydh2ydv
2022-09-19T17:36:05,637   Destination directory: /tmp/pip-wheel-3ydh2ydv
2022-09-19T17:36:05,642   Building wheel for cvi (pyproject.toml): started
2022-09-19T17:36:05,644   Running command Building wheel for cvi (pyproject.toml)
2022-09-19T17:36:09,798   /usr/local/lib/python3.7/dist-packages/setuptools/config/pyprojecttoml.py:102: _ExperimentalProjectMetadata: Support for project metadata in `pyproject.toml` is still experimental and may be removed (or change) in future releases.
2022-09-19T17:36:09,799     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-19T17:36:09,800   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:36:09,801       ##########################################################################
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2022-09-19T17:36:09,802       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:09,803       `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** | **Commits** | **Commits Since Release**\n| [![version][version-img]][version-url] | [![issues][issues-img]][issues-url] | [![commits][commits-img]][commits-url] | [![compare][compare-img]][compare-url] |\n\n| **Zenodo DOI** |\n| :------------: |\n| [![DOI][zenodo-img]][zenodo-url] |\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[commits-img]: https://img.shields.io/github/commit-activity/m/AP6YC/cvi?style=flat\n[commits-url]: https://github.com/AP6YC/cvi/commits/main\n\n[compare-img]: https://img.shields.io/github/commits-since/AP6YC/cvi/latest/develop\n[compare-url]: https://github.com/AP6YC/cvi/compare/v0.1.1...develop\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==v0.1.1\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__**: the `cvi` package assumes the Numpy **row-major** convention where rows are individual samples and columns are features.\nA 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__**: 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\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 <sap625@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"`

2022-09-19T17:36:09,804       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:09,804       consider this value unless 'readme' is listed as `dynamic`.

2022-09-19T17:36:09,805       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:09,806       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:09,806       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:09,806       follow strictly the standard.

2022-09-19T17:36:09,807       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-19T17:36:09,807       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:09,808       configuration.


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2022-09-19T17:36:10,778   running bdist_wheel
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2022-09-19T17:36:12,201   creating build/lib
2022-09-19T17:36:12,202   creating build/lib/cvi
2022-09-19T17:36:12,204   copying src/cvi/__init__.py -> build/lib/cvi
2022-09-19T17:36:12,208   copying src/cvi/icvi.py -> build/lib/cvi
2022-09-19T17:36:12,214   creating build/lib/cvi/modules
2022-09-19T17:36:12,215   copying src/cvi/modules/__init__.py -> build/lib/cvi/modules
2022-09-19T17:36:12,219   copying src/cvi/modules/cSIL.py -> build/lib/cvi/modules
2022-09-19T17:36:12,223   copying src/cvi/modules/DB.py -> build/lib/cvi/modules
2022-09-19T17:36:12,227   copying src/cvi/modules/_base.py -> build/lib/cvi/modules
2022-09-19T17:36:12,231   copying src/cvi/modules/CH.py -> build/lib/cvi/modules
2022-09-19T17:36:12,235   running egg_info
2022-09-19T17:36:13,499   writing src/cvi.egg-info/PKG-INFO
2022-09-19T17:36:14,098   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2022-09-19T17:36:17,073   writing requirements to src/cvi.egg-info/requires.txt
2022-09-19T17:36:17,670   writing top-level names to src/cvi.egg-info/top_level.txt
2022-09-19T17:36:17,714   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-19T17:36:17,717   adding license file 'LICENSE'
2022-09-19T17:36:17,723   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-19T17:36:18,983   installing to build/bdist.linux-armv7l/wheel
2022-09-19T17:36:18,983   running install
2022-09-19T17:36:19,043   running install_lib
2022-09-19T17:36:19,689   creating build/bdist.linux-armv7l
2022-09-19T17:36:19,690   creating build/bdist.linux-armv7l/wheel
2022-09-19T17:36:19,693   creating build/bdist.linux-armv7l/wheel/cvi
2022-09-19T17:36:19,694   copying build/lib/cvi/__init__.py -> build/bdist.linux-armv7l/wheel/cvi
2022-09-19T17:36:19,699   creating build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-19T17:36:19,701   copying build/lib/cvi/modules/__init__.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-19T17:36:19,704   copying build/lib/cvi/modules/cSIL.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-19T17:36:19,708   copying build/lib/cvi/modules/DB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-19T17:36:19,712   copying build/lib/cvi/modules/_base.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-19T17:36:19,716   copying build/lib/cvi/modules/CH.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-19T17:36:19,719   copying build/lib/cvi/icvi.py -> build/bdist.linux-armv7l/wheel/cvi
2022-09-19T17:36:19,723   running install_egg_info
2022-09-19T17:36:20,351   Copying src/cvi.egg-info to build/bdist.linux-armv7l/wheel/cvi-0.1.1-py3.7.egg-info
2022-09-19T17:36:20,371   running install_scripts
2022-09-19T17:36:20,407   adding license file "LICENSE" (matched pattern "LICEN[CS]E*")
2022-09-19T17:36:20,417   creating build/bdist.linux-armv7l/wheel/cvi-0.1.1.dist-info/WHEEL
2022-09-19T17:36:20,421   creating '/tmp/pip-wheel-3ydh2ydv/tmp4i0ll8e6/cvi-0.1.1-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2022-09-19T17:36:20,426   adding 'cvi/__init__.py'
2022-09-19T17:36:20,430   adding 'cvi/icvi.py'
2022-09-19T17:36:20,435   adding 'cvi/modules/CH.py'
2022-09-19T17:36:20,438   adding 'cvi/modules/DB.py'
2022-09-19T17:36:20,441   adding 'cvi/modules/__init__.py'
2022-09-19T17:36:20,444   adding 'cvi/modules/_base.py'
2022-09-19T17:36:20,447   adding 'cvi/modules/cSIL.py'
2022-09-19T17:36:20,452   adding 'cvi-0.1.1.dist-info/LICENSE'
2022-09-19T17:36:20,455   adding 'cvi-0.1.1.dist-info/METADATA'
2022-09-19T17:36:20,457   adding 'cvi-0.1.1.dist-info/WHEEL'
2022-09-19T17:36:20,458   adding 'cvi-0.1.1.dist-info/top_level.txt'
2022-09-19T17:36:20,460   adding 'cvi-0.1.1.dist-info/RECORD'
2022-09-19T17:36:20,463   removing build/bdist.linux-armv7l/wheel
2022-09-19T17:36:20,477   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:36:20,478       ##########################################################################
2022-09-19T17:36:20,479       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:36:20,479       ##########################################################################

2022-09-19T17:36:20,480       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:20,481       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-19T17:36:20,482       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:20,482       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-19T17:36:20,483       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:20,484       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:20,485       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:20,485       follow strictly the standard.

2022-09-19T17:36:20,486       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-19T17:36:20,486       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:20,487       configuration.


2022-09-19T17:36:20,488   !!

2022-09-19T17:36:20,489     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:36:20,490   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:36:20,491       ##########################################################################
2022-09-19T17:36:20,491       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:36:20,491       ##########################################################################

2022-09-19T17:36:20,492       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:20,493       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-19T17:36:20,494       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:20,494       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-19T17:36:20,495       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:20,496       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:20,496       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:20,497       follow strictly the standard.

2022-09-19T17:36:20,498       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-19T17:36:20,498       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:20,498       configuration.


2022-09-19T17:36:20,500   !!

2022-09-19T17:36:20,500     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:36:20,501   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-19T17:36:20,502       ##########################################################################
2022-09-19T17:36:20,503       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-19T17:36:20,503       ##########################################################################

2022-09-19T17:36:20,504       The following seems to be defined outside of `pyproject.toml`:

2022-09-19T17:36:20,504       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-19T17:36:20,505       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-19T17:36:20,506       consider this value unless 'urls' is listed as `dynamic`.

2022-09-19T17:36:20,506       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-19T17:36:20,507       For the time being, `setuptools` will still consider the given value (as a
2022-09-19T17:36:20,508       **transitional** measure), but please note that future releases of setuptools will
2022-09-19T17:36:20,508       follow strictly the standard.

2022-09-19T17:36:20,509       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-19T17:36:20,509       remove the `[project]` table from your file and rely entirely on other means of
2022-09-19T17:36:20,510       configuration.


2022-09-19T17:36:20,511   !!

2022-09-19T17:36:20,512     warnings.warn(msg, _WouldIgnoreField)
2022-09-19T17:36:20,788   Building wheel for cvi (pyproject.toml): finished with status 'done'
2022-09-19T17:36:20,801   Created wheel for cvi: filename=cvi-0.1.1-py3-none-any.whl size=16845 sha256=f2fe4b964e48f116b9009f7836ec22dfbdf55d1626aa77fd7efa49c7da320e87
2022-09-19T17:36:20,803   Stored in directory: /tmp/pip-ephem-wheel-cache-cuukzoik/wheels/7d/11/11/60546742f59ee0098fa9f85aa36d83c9706e683f8c5b504a44
2022-09-19T17:36:20,827 Successfully built cvi
2022-09-19T17:36:20,835 Removed build tracker: '/tmp/pip-build-tracker-v0l8khzv'