2022-09-21T17:33:20,845 Created temporary directory: /tmp/pip-ephem-wheel-cache-510paqgf
2022-09-21T17:33:20,850 Created temporary directory: /tmp/pip-build-tracker-9ww511ri
2022-09-21T17:33:20,851 Initialized build tracking at /tmp/pip-build-tracker-9ww511ri
2022-09-21T17:33:20,852 Created build tracker: /tmp/pip-build-tracker-9ww511ri
2022-09-21T17:33:20,852 Entered build tracker: /tmp/pip-build-tracker-9ww511ri
2022-09-21T17:33:20,853 Created temporary directory: /tmp/pip-wheel-ck5ceajw
2022-09-21T17:33:20,927 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-21T17:33:20,935 2 location(s) to search for versions of cvi:
2022-09-21T17:33:20,935 * https://pypi.org/simple/cvi/
2022-09-21T17:33:20,935 * https://www.piwheels.org/simple/cvi/
2022-09-21T17:33:20,936 Fetching project page and analyzing links: https://pypi.org/simple/cvi/
2022-09-21T17:33:20,937 Getting page https://pypi.org/simple/cvi/
2022-09-21T17:33:20,941 Found index url https://pypi.org/simple
2022-09-21T17:33:21,154   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)
2022-09-21T17:33:21,156   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
2022-09-21T17:33:21,157   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)
2022-09-21T17:33:21,158   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
2022-09-21T17:33:21,160   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)
2022-09-21T17:33:21,161   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
2022-09-21T17:33:21,162   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)
2022-09-21T17:33:21,164   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
2022-09-21T17:33:21,164   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)
2022-09-21T17:33:21,166   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
2022-09-21T17:33:21,167   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)
2022-09-21T17:33:21,168   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
2022-09-21T17:33:21,169   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/bb/7c/350ccd0aaa609c3d3db04ffe37b3d14fba0c91885e01b4b9d431153d560d/cvi-0.2.0-py3-none-any.whl#sha256=1dcb4ecbe4aad9ea081069048f78b64ce58ba1cad42e6ecdf8e3051607c3eda8 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-21T17:33:21,171   Found link https://files.pythonhosted.org/packages/4c/30/7e5f6486482a9eb5a4773ba70290b7f6860fe7b7cebc248cef06d53f95b4/cvi-0.2.0.tar.gz#sha256=f621935f63fa2028ad1a2aed37477226c905bde4d0006edd031cbefb31a5bd6a (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.2.0
2022-09-21T17:33:21,172 Fetching project page and analyzing links: https://www.piwheels.org/simple/cvi/
2022-09-21T17:33:21,172 Getting page https://www.piwheels.org/simple/cvi/
2022-09-21T17:33:21,175 Found index url https://www.piwheels.org/simple
2022-09-21T17:33:21,389   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.1.1-py3-none-any.whl#sha256=f2fe4b964e48f116b9009f7836ec22dfbdf55d1626aa77fd7efa49c7da320e87 (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-21T17:33:21,390   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)
2022-09-21T17:33:21,390   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)
2022-09-21T17:33:21,391   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)
2022-09-21T17:33:21,392   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)
2022-09-21T17:33:21,392   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)
2022-09-21T17:33:21,393 Skipping link: not a file: https://www.piwheels.org/simple/cvi/
2022-09-21T17:33:21,393 Skipping link: not a file: https://pypi.org/simple/cvi/
2022-09-21T17:33:21,429 Given no hashes to check 1 links for project 'cvi': discarding no candidates
2022-09-21T17:33:21,461 Collecting cvi==0.2.0
2022-09-21T17:33:21,466   Created temporary directory: /tmp/pip-unpack-iswbyifh
2022-09-21T17:33:21,960   Downloading cvi-0.2.0.tar.gz (17 kB)
2022-09-21T17:33:22,081   Added cvi==0.2.0 from https://files.pythonhosted.org/packages/4c/30/7e5f6486482a9eb5a4773ba70290b7f6860fe7b7cebc248cef06d53f95b4/cvi-0.2.0.tar.gz#sha256=f621935f63fa2028ad1a2aed37477226c905bde4d0006edd031cbefb31a5bd6a to build tracker '/tmp/pip-build-tracker-9ww511ri'
2022-09-21T17:33:22,089   Created temporary directory: /tmp/pip-build-env-clyblxk0
2022-09-21T17:33:22,103   Created temporary directory: /tmp/pip-standalone-pip-8tviq1lh
2022-09-21T17:33:24,479   Installing build dependencies: started
2022-09-21T17:33:24,481   Running command pip subprocess to install build dependencies
2022-09-21T17:33:34,238   Using pip 22.1.2 from /tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip (python 3.7)
2022-09-21T17:33:36,068   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-21T17:33:40,325   Collecting setuptools>=42
2022-09-21T17:33:40,603     Using cached https://www.piwheels.org/simple/setuptools/setuptools-65.3.0-py3-none-any.whl (1.2 MB)
2022-09-21T17:33:54,502   Installing collected packages: setuptools
2022-09-21T17:33:59,647   ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
2022-09-21T17:33:59,648   espnet-onnx 0.1.9 requires espnet-tts-frontend, which is not installed.
2022-09-21T17:33:59,648   espnet-onnx 0.1.9 requires g2p-en, which is not installed.
2022-09-21T17:33:59,648   espnet-onnx 0.1.9 requires jamo==0.4.1, which is not installed.
2022-09-21T17:33:59,649   espnet-onnx 0.1.9 requires librosa>=0.8.0, which is not installed.
2022-09-21T17:33:59,649   espnet-onnx 0.1.9 requires onnxruntime>=1.4.0, which is not installed.
2022-09-21T17:33:59,649   espnet-onnx 0.1.9 requires sentencepiece!=0.1.92,>=0.1.91, which is not installed.
2022-09-21T17:33:59,650   espnet-onnx 0.1.9 requires typeguard>=2.7.0, which is not installed.
2022-09-21T17:33:59,650   espnet-onnx 0.1.9 requires numpy<=1.21.3, but you have numpy 1.21.4 which is incompatible.
2022-09-21T17:33:59,651   Successfully installed setuptools-65.3.0
2022-09-21T17:33:59,900   --- Logging error ---
2022-09-21T17:33:59,901   Traceback (most recent call last):
2022-09-21T17:33:59,901     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/utils/logging.py", line 177, in emit
2022-09-21T17:33:59,902       self.console.print(renderable, overflow="ignore", crop=False, style=style)
2022-09-21T17:33:59,902     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_vendor/rich/console.py", line 1752, in print
2022-09-21T17:33:59,902       extend(render(renderable, render_options))
2022-09-21T17:33:59,903     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_vendor/rich/console.py", line 1390, in render
2022-09-21T17:33:59,903       for render_output in iter_render:
2022-09-21T17:33:59,903     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/utils/logging.py", line 134, in __rich_console__
2022-09-21T17:33:59,904       for line in lines:
2022-09-21T17:33:59,904     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_vendor/rich/segment.py", line 245, in split_lines
2022-09-21T17:33:59,904       for segment in segments:
2022-09-21T17:33:59,905     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_vendor/rich/console.py", line 1368, in render
2022-09-21T17:33:59,905       renderable = rich_cast(renderable)
2022-09-21T17:33:59,905     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_vendor/rich/protocol.py", line 36, in rich_cast
2022-09-21T17:33:59,906       renderable = cast_method()
2022-09-21T17:33:59,906     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 130, in __rich__
2022-09-21T17:33:59,906       pip_cmd = get_best_invocation_for_this_pip()
2022-09-21T17:33:59,907     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/utils/entrypoints.py", line 60, in get_best_invocation_for_this_pip
2022-09-21T17:33:59,907       os.path.join(binary_prefix, exe_name),
2022-09-21T17:33:59,907     File "/usr/lib/python3.7/genericpath.py", line 97, in samefile
2022-09-21T17:33:59,908       s2 = os.stat(f2)
2022-09-21T17:33:59,908   FileNotFoundError: [Errno 2] No such file or directory: '/usr/bin/pip3.7'
2022-09-21T17:33:59,908   Call stack:
2022-09-21T17:33:59,909     File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main
2022-09-21T17:33:59,909       "__main__", mod_spec)
2022-09-21T17:33:59,909     File "/usr/lib/python3.7/runpy.py", line 85, in _run_code
2022-09-21T17:33:59,910       exec(code, run_globals)
2022-09-21T17:33:59,910     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/__main__.py", line 31, in <module>
2022-09-21T17:33:59,910       sys.exit(_main())
2022-09-21T17:33:59,911     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/cli/main.py", line 70, in main
2022-09-21T17:33:59,911       return command.main(cmd_args)
2022-09-21T17:33:59,911     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/cli/base_command.py", line 101, in main
2022-09-21T17:33:59,912       return self._main(args)
2022-09-21T17:33:59,912     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/cli/base_command.py", line 223, in _main
2022-09-21T17:33:59,912       self.handle_pip_version_check(options)
2022-09-21T17:33:59,912     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/cli/req_command.py", line 148, in handle_pip_version_check
2022-09-21T17:33:59,913       pip_self_version_check(session, options)
2022-09-21T17:33:59,913     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 237, in pip_self_version_check
2022-09-21T17:33:59,913       logger.info("[present-rich] %s", upgrade_prompt)
2022-09-21T17:33:59,914     File "/usr/lib/python3.7/logging/__init__.py", line 1383, in info
2022-09-21T17:33:59,914       self._log(INFO, msg, args, **kwargs)
2022-09-21T17:33:59,914     File "/usr/lib/python3.7/logging/__init__.py", line 1519, in _log
2022-09-21T17:33:59,915       self.handle(record)
2022-09-21T17:33:59,915     File "/usr/lib/python3.7/logging/__init__.py", line 1529, in handle
2022-09-21T17:33:59,915       self.callHandlers(record)
2022-09-21T17:33:59,916     File "/usr/lib/python3.7/logging/__init__.py", line 1591, in callHandlers
2022-09-21T17:33:59,916       hdlr.handle(record)
2022-09-21T17:33:59,916     File "/usr/lib/python3.7/logging/__init__.py", line 905, in handle
2022-09-21T17:33:59,917       self.emit(record)
2022-09-21T17:33:59,917     File "/tmp/pip-standalone-pip-8tviq1lh/__env_pip__.zip/pip/_internal/utils/logging.py", line 179, in emit
2022-09-21T17:33:59,917       self.handleError(record)
2022-09-21T17:33:59,918   Message: '[present-rich] %s'
2022-09-21T17:33:59,918   Arguments: (UpgradePrompt(old='22.1.2', new='22.2.2'),)
2022-09-21T17:34:00,409   Installing build dependencies: finished with status 'done'
2022-09-21T17:34:00,437   Getting requirements to build wheel: started
2022-09-21T17:34:00,440   Running command Getting requirements to build wheel
2022-09-21T17:34:04,840   /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.
2022-09-21T17:34:04,842     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-21T17:34:04,842   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:04,843       ##########################################################################
2022-09-21T17:34:04,843       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-21T17:34:04,844       ##########################################################################

2022-09-21T17:34:04,845       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:04,846       `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/v0.2.0...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==v0.2.0\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__**: 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"`

2022-09-21T17:34:04,847       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:04,847       consider this value unless 'readme' is listed as `dynamic`.

2022-09-21T17:34:04,847       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:04,848       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:04,849       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:04,849       follow strictly the standard.

2022-09-21T17:34:04,849       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-21T17:34:04,850       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:04,850       configuration.


2022-09-21T17:34:04,851   !!

2022-09-21T17:34:04,852     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:06,408   running egg_info
2022-09-21T17:34:07,063   writing src/cvi.egg-info/PKG-INFO
2022-09-21T17:34:07,665   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2022-09-21T17:34:10,644   writing requirements to src/cvi.egg-info/requires.txt
2022-09-21T17:34:11,242   writing top-level names to src/cvi.egg-info/top_level.txt
2022-09-21T17:34:11,957   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-21T17:34:11,962   adding license file 'LICENSE'
2022-09-21T17:34:11,967   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-21T17:34:11,971   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:11,973       ##########################################################################
2022-09-21T17:34:11,974       # configuration would be ignored/result in error due to `pyproject.toml` #
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2022-09-21T17:34:11,975       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:11,976       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-21T17:34:11,977       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:11,977       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-21T17:34:11,978       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:11,979       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:11,980       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:11,980       follow strictly the standard.

2022-09-21T17:34:11,981       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-21T17:34:11,982       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:11,982       configuration.


2022-09-21T17:34:11,984   !!

2022-09-21T17:34:11,984     warnings.warn(msg, _WouldIgnoreField)
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2022-09-21T17:34:11,988       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:11,988       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-21T17:34:11,989       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:11,990       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-21T17:34:11,991       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:11,992       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:11,992       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:11,993       follow strictly the standard.

2022-09-21T17:34:11,993       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-21T17:34:11,994       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:11,994       configuration.


2022-09-21T17:34:11,996   !!

2022-09-21T17:34:11,997     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:11,997   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:11,998       ##########################################################################
2022-09-21T17:34:11,999       # configuration would be ignored/result in error due to `pyproject.toml` #
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2022-09-21T17:34:12,000       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:12,001       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-21T17:34:12,002       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:12,002       consider this value unless 'urls' is listed as `dynamic`.

2022-09-21T17:34:12,003       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:12,004       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:12,004       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:12,005       follow strictly the standard.

2022-09-21T17:34:12,006       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-21T17:34:12,006       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:12,006       configuration.


2022-09-21T17:34:12,007   !!

2022-09-21T17:34:12,008     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:12,280   Getting requirements to build wheel: finished with status 'done'
2022-09-21T17:34:12,305   Created temporary directory: /tmp/pip-standalone-pip-72s0nnqk
2022-09-21T17:34:14,736   Installing backend dependencies: started
2022-09-21T17:34:14,738   Running command pip subprocess to install backend dependencies
2022-09-21T17:34:24,533   Using pip 22.1.2 from /tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip (python 3.7)
2022-09-21T17:34:26,419   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-21T17:34:27,299   Collecting wheel
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2022-09-21T17:34:40,526   Installing collected packages: wheel
2022-09-21T17:34:40,801     Creating /tmp/pip-build-env-clyblxk0/normal/bin
2022-09-21T17:34:40,805     changing mode of /tmp/pip-build-env-clyblxk0/normal/bin/wheel to 755
2022-09-21T17:34:40,832   Successfully installed wheel-0.37.1
2022-09-21T17:34:41,064   --- Logging error ---
2022-09-21T17:34:41,064   Traceback (most recent call last):
2022-09-21T17:34:41,065     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/utils/logging.py", line 177, in emit
2022-09-21T17:34:41,065       self.console.print(renderable, overflow="ignore", crop=False, style=style)
2022-09-21T17:34:41,066     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_vendor/rich/console.py", line 1752, in print
2022-09-21T17:34:41,066       extend(render(renderable, render_options))
2022-09-21T17:34:41,066     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_vendor/rich/console.py", line 1390, in render
2022-09-21T17:34:41,067       for render_output in iter_render:
2022-09-21T17:34:41,067     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/utils/logging.py", line 134, in __rich_console__
2022-09-21T17:34:41,067       for line in lines:
2022-09-21T17:34:41,068     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_vendor/rich/segment.py", line 245, in split_lines
2022-09-21T17:34:41,068       for segment in segments:
2022-09-21T17:34:41,068     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_vendor/rich/console.py", line 1368, in render
2022-09-21T17:34:41,069       renderable = rich_cast(renderable)
2022-09-21T17:34:41,069     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_vendor/rich/protocol.py", line 36, in rich_cast
2022-09-21T17:34:41,069       renderable = cast_method()
2022-09-21T17:34:41,070     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 130, in __rich__
2022-09-21T17:34:41,070       pip_cmd = get_best_invocation_for_this_pip()
2022-09-21T17:34:41,070     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/utils/entrypoints.py", line 60, in get_best_invocation_for_this_pip
2022-09-21T17:34:41,071       os.path.join(binary_prefix, exe_name),
2022-09-21T17:34:41,071     File "/usr/lib/python3.7/genericpath.py", line 97, in samefile
2022-09-21T17:34:41,071       s2 = os.stat(f2)
2022-09-21T17:34:41,072   FileNotFoundError: [Errno 2] No such file or directory: '/usr/bin/pip3.7'
2022-09-21T17:34:41,072   Call stack:
2022-09-21T17:34:41,072     File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main
2022-09-21T17:34:41,073       "__main__", mod_spec)
2022-09-21T17:34:41,073     File "/usr/lib/python3.7/runpy.py", line 85, in _run_code
2022-09-21T17:34:41,073       exec(code, run_globals)
2022-09-21T17:34:41,074     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/__main__.py", line 31, in <module>
2022-09-21T17:34:41,074       sys.exit(_main())
2022-09-21T17:34:41,074     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/cli/main.py", line 70, in main
2022-09-21T17:34:41,075       return command.main(cmd_args)
2022-09-21T17:34:41,075     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/cli/base_command.py", line 101, in main
2022-09-21T17:34:41,075       return self._main(args)
2022-09-21T17:34:41,076     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/cli/base_command.py", line 223, in _main
2022-09-21T17:34:41,076       self.handle_pip_version_check(options)
2022-09-21T17:34:41,076     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/cli/req_command.py", line 148, in handle_pip_version_check
2022-09-21T17:34:41,076       pip_self_version_check(session, options)
2022-09-21T17:34:41,077     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 237, in pip_self_version_check
2022-09-21T17:34:41,077       logger.info("[present-rich] %s", upgrade_prompt)
2022-09-21T17:34:41,077     File "/usr/lib/python3.7/logging/__init__.py", line 1383, in info
2022-09-21T17:34:41,078       self._log(INFO, msg, args, **kwargs)
2022-09-21T17:34:41,078     File "/usr/lib/python3.7/logging/__init__.py", line 1519, in _log
2022-09-21T17:34:41,078       self.handle(record)
2022-09-21T17:34:41,079     File "/usr/lib/python3.7/logging/__init__.py", line 1529, in handle
2022-09-21T17:34:41,079       self.callHandlers(record)
2022-09-21T17:34:41,079     File "/usr/lib/python3.7/logging/__init__.py", line 1591, in callHandlers
2022-09-21T17:34:41,080       hdlr.handle(record)
2022-09-21T17:34:41,080     File "/usr/lib/python3.7/logging/__init__.py", line 905, in handle
2022-09-21T17:34:41,080       self.emit(record)
2022-09-21T17:34:41,081     File "/tmp/pip-standalone-pip-72s0nnqk/__env_pip__.zip/pip/_internal/utils/logging.py", line 179, in emit
2022-09-21T17:34:41,081       self.handleError(record)
2022-09-21T17:34:41,081   Message: '[present-rich] %s'
2022-09-21T17:34:41,082   Arguments: (UpgradePrompt(old='22.1.2', new='22.2.2'),)
2022-09-21T17:34:41,526   Installing backend dependencies: finished with status 'done'
2022-09-21T17:34:41,547   Created temporary directory: /tmp/pip-modern-metadata-1p_m6ill
2022-09-21T17:34:41,554   Preparing metadata (pyproject.toml): started
2022-09-21T17:34:41,556   Running command Preparing metadata (pyproject.toml)
2022-09-21T17:34:45,817   /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.
2022-09-21T17:34:45,819     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-21T17:34:45,819   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


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2022-09-21T17:34:45,822       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:45,823       `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/v0.2.0...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==v0.2.0\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__**: 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"`

2022-09-21T17:34:45,824       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:45,825       consider this value unless 'readme' is listed as `dynamic`.

2022-09-21T17:34:45,825       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:45,826       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:45,826       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:45,827       follow strictly the standard.

2022-09-21T17:34:45,827       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-21T17:34:45,828       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:45,828       configuration.


2022-09-21T17:34:45,829   !!

2022-09-21T17:34:45,829     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:47,446   running dist_info
2022-09-21T17:34:48,101   creating /tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info
2022-09-21T17:34:48,746   writing /tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/PKG-INFO
2022-09-21T17:34:49,359   writing dependency_links to /tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/dependency_links.txt
2022-09-21T17:34:52,388   writing requirements to /tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/requires.txt
2022-09-21T17:34:52,993   writing top-level names to /tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/top_level.txt
2022-09-21T17:34:52,996   writing manifest file '/tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/SOURCES.txt'
2022-09-21T17:34:53,724   reading manifest file '/tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/SOURCES.txt'
2022-09-21T17:34:53,727   adding license file 'LICENSE'
2022-09-21T17:34:53,732   writing manifest file '/tmp/pip-modern-metadata-1p_m6ill/cvi.egg-info/SOURCES.txt'
2022-09-21T17:34:53,735   creating '/tmp/pip-modern-metadata-1p_m6ill/cvi-0.2.0.dist-info'
2022-09-21T17:34:53,879   adding license file "LICENSE" (matched pattern "LICEN[CS]E*")
2022-09-21T17:34:53,891   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:53,893       ##########################################################################
2022-09-21T17:34:53,894       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-21T17:34:53,894       ##########################################################################

2022-09-21T17:34:53,895       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:53,896       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-21T17:34:53,897       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:53,897       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-21T17:34:53,898       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:53,899       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:53,900       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:53,900       follow strictly the standard.

2022-09-21T17:34:53,901       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-21T17:34:53,902       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:53,902       configuration.


2022-09-21T17:34:53,904   !!

2022-09-21T17:34:53,905     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:53,905   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:53,907       ##########################################################################
2022-09-21T17:34:53,907       # configuration would be ignored/result in error due to `pyproject.toml` #
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2022-09-21T17:34:53,908       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:53,909       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-21T17:34:53,910       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:53,911       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-21T17:34:53,912       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:53,912       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:53,913       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:53,913       follow strictly the standard.

2022-09-21T17:34:53,914       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-21T17:34:53,915       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:53,915       configuration.


2022-09-21T17:34:53,916   !!

2022-09-21T17:34:53,917     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:53,918   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:53,919       ##########################################################################
2022-09-21T17:34:53,919       # configuration would be ignored/result in error due to `pyproject.toml` #
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2022-09-21T17:34:53,921       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:53,921       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-21T17:34:53,922       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:53,923       consider this value unless 'urls' is listed as `dynamic`.

2022-09-21T17:34:53,924       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:53,924       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:53,925       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:53,925       follow strictly the standard.

2022-09-21T17:34:53,926       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-21T17:34:53,926       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:53,927       configuration.


2022-09-21T17:34:53,928   !!

2022-09-21T17:34:53,929     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:54,205   Preparing metadata (pyproject.toml): finished with status 'done'
2022-09-21T17:34:54,222   Source in /tmp/pip-wheel-ck5ceajw/cvi_6b0a6002c46844699ca5e0dca0ffcc74 has version 0.2.0, which satisfies requirement cvi==0.2.0 from https://files.pythonhosted.org/packages/4c/30/7e5f6486482a9eb5a4773ba70290b7f6860fe7b7cebc248cef06d53f95b4/cvi-0.2.0.tar.gz#sha256=f621935f63fa2028ad1a2aed37477226c905bde4d0006edd031cbefb31a5bd6a
2022-09-21T17:34:54,224   Removed cvi==0.2.0 from https://files.pythonhosted.org/packages/4c/30/7e5f6486482a9eb5a4773ba70290b7f6860fe7b7cebc248cef06d53f95b4/cvi-0.2.0.tar.gz#sha256=f621935f63fa2028ad1a2aed37477226c905bde4d0006edd031cbefb31a5bd6a from build tracker '/tmp/pip-build-tracker-9ww511ri'
2022-09-21T17:34:54,238 Created temporary directory: /tmp/pip-unpack-055c3flp
2022-09-21T17:34:54,239 Building wheels for collected packages: cvi
2022-09-21T17:34:54,250   Created temporary directory: /tmp/pip-wheel-ruhmjdk1
2022-09-21T17:34:54,251   Destination directory: /tmp/pip-wheel-ruhmjdk1
2022-09-21T17:34:54,256   Building wheel for cvi (pyproject.toml): started
2022-09-21T17:34:54,258   Running command Building wheel for cvi (pyproject.toml)
2022-09-21T17:34:58,473   /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.
2022-09-21T17:34:58,475     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-21T17:34:58,475   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:34:58,476       ##########################################################################
2022-09-21T17:34:58,477       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-21T17:34:58,477       ##########################################################################

2022-09-21T17:34:58,478       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:34:58,479       `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/v0.2.0...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==v0.2.0\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__**: 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"`

2022-09-21T17:34:58,480       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:34:58,481       consider this value unless 'readme' is listed as `dynamic`.

2022-09-21T17:34:58,481       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:34:58,482       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:34:58,482       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:34:58,482       follow strictly the standard.

2022-09-21T17:34:58,483       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-21T17:34:58,483       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:34:58,484       configuration.


2022-09-21T17:34:58,485   !!

2022-09-21T17:34:58,485     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:34:59,461   running bdist_wheel
2022-09-21T17:35:00,261   running build
2022-09-21T17:35:00,262   running build_py
2022-09-21T17:35:00,897   creating build
2022-09-21T17:35:00,899   creating build/lib
2022-09-21T17:35:00,900   creating build/lib/cvi
2022-09-21T17:35:00,902   copying src/cvi/__init__.py -> build/lib/cvi
2022-09-21T17:35:00,906   copying src/cvi/icvi.py -> build/lib/cvi
2022-09-21T17:35:00,913   creating build/lib/cvi/modules
2022-09-21T17:35:00,914   copying src/cvi/modules/__init__.py -> build/lib/cvi/modules
2022-09-21T17:35:00,918   copying src/cvi/modules/cSIL.py -> build/lib/cvi/modules
2022-09-21T17:35:00,923   copying src/cvi/modules/DB.py -> build/lib/cvi/modules
2022-09-21T17:35:00,927   copying src/cvi/modules/GD53.py -> build/lib/cvi/modules
2022-09-21T17:35:00,931   copying src/cvi/modules/CH.py -> build/lib/cvi/modules
2022-09-21T17:35:00,935   copying src/cvi/modules/GD43.py -> build/lib/cvi/modules
2022-09-21T17:35:00,940   copying src/cvi/modules/_base.py -> build/lib/cvi/modules
2022-09-21T17:35:00,944   running egg_info
2022-09-21T17:35:02,222   writing src/cvi.egg-info/PKG-INFO
2022-09-21T17:35:02,824   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2022-09-21T17:35:05,816   writing requirements to src/cvi.egg-info/requires.txt
2022-09-21T17:35:06,415   writing top-level names to src/cvi.egg-info/top_level.txt
2022-09-21T17:35:06,462   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-21T17:35:06,466   adding license file 'LICENSE'
2022-09-21T17:35:06,472   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-21T17:35:07,746   installing to build/bdist.linux-armv7l/wheel
2022-09-21T17:35:07,747   running install
2022-09-21T17:35:07,809   running install_lib
2022-09-21T17:35:08,447   creating build/bdist.linux-armv7l
2022-09-21T17:35:08,448   creating build/bdist.linux-armv7l/wheel
2022-09-21T17:35:08,453   creating build/bdist.linux-armv7l/wheel/cvi
2022-09-21T17:35:08,455   copying build/lib/cvi/__init__.py -> build/bdist.linux-armv7l/wheel/cvi
2022-09-21T17:35:08,461   creating build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,464   copying build/lib/cvi/modules/__init__.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,468   copying build/lib/cvi/modules/cSIL.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,474   copying build/lib/cvi/modules/DB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,479   copying build/lib/cvi/modules/GD53.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,484   copying build/lib/cvi/modules/CH.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,489   copying build/lib/cvi/modules/GD43.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,494   copying build/lib/cvi/modules/_base.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-21T17:35:08,499   copying build/lib/cvi/icvi.py -> build/bdist.linux-armv7l/wheel/cvi
2022-09-21T17:35:08,504   running install_egg_info
2022-09-21T17:35:09,138   Copying src/cvi.egg-info to build/bdist.linux-armv7l/wheel/cvi-0.2.0-py3.7.egg-info
2022-09-21T17:35:09,162   running install_scripts
2022-09-21T17:35:09,199   adding license file "LICENSE" (matched pattern "LICEN[CS]E*")
2022-09-21T17:35:09,209   creating build/bdist.linux-armv7l/wheel/cvi-0.2.0.dist-info/WHEEL
2022-09-21T17:35:09,215   creating '/tmp/pip-wheel-ruhmjdk1/tmpnl8rhtq9/cvi-0.2.0-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2022-09-21T17:35:09,220   adding 'cvi/__init__.py'
2022-09-21T17:35:09,225   adding 'cvi/icvi.py'
2022-09-21T17:35:09,231   adding 'cvi/modules/CH.py'
2022-09-21T17:35:09,235   adding 'cvi/modules/DB.py'
2022-09-21T17:35:09,239   adding 'cvi/modules/GD43.py'
2022-09-21T17:35:09,244   adding 'cvi/modules/GD53.py'
2022-09-21T17:35:09,247   adding 'cvi/modules/__init__.py'
2022-09-21T17:35:09,251   adding 'cvi/modules/_base.py'
2022-09-21T17:35:09,255   adding 'cvi/modules/cSIL.py'
2022-09-21T17:35:09,260   adding 'cvi-0.2.0.dist-info/LICENSE'
2022-09-21T17:35:09,264   adding 'cvi-0.2.0.dist-info/METADATA'
2022-09-21T17:35:09,267   adding 'cvi-0.2.0.dist-info/WHEEL'
2022-09-21T17:35:09,269   adding 'cvi-0.2.0.dist-info/top_level.txt'
2022-09-21T17:35:09,271   adding 'cvi-0.2.0.dist-info/RECORD'
2022-09-21T17:35:09,274   removing build/bdist.linux-armv7l/wheel
2022-09-21T17:35:09,290   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:35:09,291       ##########################################################################
2022-09-21T17:35:09,291       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-21T17:35:09,292       ##########################################################################

2022-09-21T17:35:09,292       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:35:09,293       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-21T17:35:09,293       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:35:09,294       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-21T17:35:09,294       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:35:09,295       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:35:09,295       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:35:09,295       follow strictly the standard.

2022-09-21T17:35:09,296       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-21T17:35:09,296       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:35:09,297       configuration.


2022-09-21T17:35:09,297   !!

2022-09-21T17:35:09,298     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:35:09,298   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:35:09,299       ##########################################################################
2022-09-21T17:35:09,299       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-21T17:35:09,300       ##########################################################################

2022-09-21T17:35:09,300       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:35:09,301       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-21T17:35:09,301       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:35:09,302       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-21T17:35:09,302       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:35:09,303       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:35:09,303       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:35:09,303       follow strictly the standard.

2022-09-21T17:35:09,304       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-21T17:35:09,304       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:35:09,305       configuration.


2022-09-21T17:35:09,305   !!

2022-09-21T17:35:09,306     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:35:09,306   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-21T17:35:09,307       ##########################################################################
2022-09-21T17:35:09,307       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-21T17:35:09,308       ##########################################################################

2022-09-21T17:35:09,309       The following seems to be defined outside of `pyproject.toml`:

2022-09-21T17:35:09,310       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-21T17:35:09,310       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-21T17:35:09,311       consider this value unless 'urls' is listed as `dynamic`.

2022-09-21T17:35:09,312       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-21T17:35:09,313       For the time being, `setuptools` will still consider the given value (as a
2022-09-21T17:35:09,313       **transitional** measure), but please note that future releases of setuptools will
2022-09-21T17:35:09,314       follow strictly the standard.

2022-09-21T17:35:09,314       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-21T17:35:09,315       remove the `[project]` table from your file and rely entirely on other means of
2022-09-21T17:35:09,315       configuration.


2022-09-21T17:35:09,317   !!

2022-09-21T17:35:09,318     warnings.warn(msg, _WouldIgnoreField)
2022-09-21T17:35:09,622   Building wheel for cvi (pyproject.toml): finished with status 'done'
2022-09-21T17:35:09,636   Created wheel for cvi: filename=cvi-0.2.0-py3-none-any.whl size=21706 sha256=d6fdf15585ae4c5ba5d46e0f22bb6e58ab4e9db39fde6ee27b03fd18844b3001
2022-09-21T17:35:09,638   Stored in directory: /tmp/pip-ephem-wheel-cache-510paqgf/wheels/c4/7f/e1/2330e68ba9cfb2d7a45fc00a5ccf0e8d66378c0c5ee2291f98
2022-09-21T17:35:09,663 Successfully built cvi
2022-09-21T17:35:09,672 Removed build tracker: '/tmp/pip-build-tracker-9ww511ri'