2022-09-23T14:23:14,884 Created temporary directory: /tmp/pip-ephem-wheel-cache-djtves6n
2022-09-23T14:23:14,890 Created temporary directory: /tmp/pip-build-tracker-i__0oz3b
2022-09-23T14:23:14,891 Initialized build tracking at /tmp/pip-build-tracker-i__0oz3b
2022-09-23T14:23:14,891 Created build tracker: /tmp/pip-build-tracker-i__0oz3b
2022-09-23T14:23:14,892 Entered build tracker: /tmp/pip-build-tracker-i__0oz3b
2022-09-23T14:23:14,893 Created temporary directory: /tmp/pip-wheel-u36yc__i
2022-09-23T14:23:14,968 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-23T14:23:14,976 2 location(s) to search for versions of cvi:
2022-09-23T14:23:14,976 * https://pypi.org/simple/cvi/
2022-09-23T14:23:14,976 * https://www.piwheels.org/simple/cvi/
2022-09-23T14:23:14,977 Fetching project page and analyzing links: https://pypi.org/simple/cvi/
2022-09-23T14:23:14,978 Getting page https://pypi.org/simple/cvi/
2022-09-23T14:23:14,982 Found index url https://pypi.org/simple
2022-09-23T14:23:15,181   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)
2022-09-23T14:23:15,182   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
2022-09-23T14:23:15,183   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)
2022-09-23T14:23:15,185   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
2022-09-23T14:23:15,185   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)
2022-09-23T14:23:15,187   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
2022-09-23T14:23:15,188   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)
2022-09-23T14:23:15,189   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
2022-09-23T14:23:15,190   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)
2022-09-23T14:23:15,191   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
2022-09-23T14:23:15,192   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)
2022-09-23T14:23:15,194   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
2022-09-23T14:23:15,194   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)
2022-09-23T14:23:15,196   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
2022-09-23T14:23:15,197   Skipping link: No binaries permitted for cvi: https://files.pythonhosted.org/packages/16/b9/8b8a7685432ff74a83e9ac87ea08a3254687ac3df9b214d9a7ce1036c22a/cvi-0.3.0-py3-none-any.whl#sha256=b89ac91b8ed8c3fb3d4cabbad8dff9fa23eaa69d2731fdb49ca07b9ec716217a (from https://pypi.org/simple/cvi/) (requires-python:>=3.6)
2022-09-23T14:23:15,198   Found link https://files.pythonhosted.org/packages/98/6c/bad42645f7b2457a2cd1ad18aeb6cdd3de825e00ec218125bc67408fa9bc/cvi-0.3.0.tar.gz#sha256=a590d4d9bcee8f242b3ed794f2e73dac0f680331c0b7333a51d59a57ae48ace5 (from https://pypi.org/simple/cvi/) (requires-python:>=3.6), version: 0.3.0
2022-09-23T14:23:15,199 Fetching project page and analyzing links: https://www.piwheels.org/simple/cvi/
2022-09-23T14:23:15,200 Getting page https://www.piwheels.org/simple/cvi/
2022-09-23T14:23:15,202 Found index url https://www.piwheels.org/simple
2022-09-23T14:23:15,438   Skipping link: No binaries permitted for cvi: https://www.piwheels.org/simple/cvi/cvi-0.2.0-py3-none-any.whl#sha256=d6fdf15585ae4c5ba5d46e0f22bb6e58ab4e9db39fde6ee27b03fd18844b3001 (from https://www.piwheels.org/simple/cvi/) (requires-python:>=3.6)
2022-09-23T14:23:15,438   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)
2022-09-23T14:23:15,439   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)
2022-09-23T14:23:15,439   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)
2022-09-23T14:23:15,440   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)
2022-09-23T14:23:15,441   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)
2022-09-23T14:23:15,441   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)
2022-09-23T14:23:15,442 Skipping link: not a file: https://www.piwheels.org/simple/cvi/
2022-09-23T14:23:15,442 Skipping link: not a file: https://pypi.org/simple/cvi/
2022-09-23T14:23:15,480 Given no hashes to check 1 links for project 'cvi': discarding no candidates
2022-09-23T14:23:15,512 Collecting cvi==0.3.0
2022-09-23T14:23:15,516   Created temporary directory: /tmp/pip-unpack-015vlaoi
2022-09-23T14:23:16,040   Downloading cvi-0.3.0.tar.gz (19 kB)
2022-09-23T14:23:16,177   Added cvi==0.3.0 from https://files.pythonhosted.org/packages/98/6c/bad42645f7b2457a2cd1ad18aeb6cdd3de825e00ec218125bc67408fa9bc/cvi-0.3.0.tar.gz#sha256=a590d4d9bcee8f242b3ed794f2e73dac0f680331c0b7333a51d59a57ae48ace5 to build tracker '/tmp/pip-build-tracker-i__0oz3b'
2022-09-23T14:23:16,185   Created temporary directory: /tmp/pip-build-env-elou4str
2022-09-23T14:23:16,201   Created temporary directory: /tmp/pip-standalone-pip-ku2hp8ga
2022-09-23T14:23:18,579   Installing build dependencies: started
2022-09-23T14:23:18,581   Running command pip subprocess to install build dependencies
2022-09-23T14:23:28,297   Using pip 22.1.2 from /tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip (python 3.7)
2022-09-23T14:23:30,196   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-23T14:23:34,531   Collecting setuptools>=42
2022-09-23T14:23:34,828     Using cached https://www.piwheels.org/simple/setuptools/setuptools-65.3.0-py3-none-any.whl (1.2 MB)
2022-09-23T14:23:48,759   Installing collected packages: setuptools
2022-09-23T14:23:53,896   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.
2022-09-23T14:23:53,897   espnet-onnx 0.1.9 requires espnet-tts-frontend, which is not installed.
2022-09-23T14:23:53,897   espnet-onnx 0.1.9 requires g2p-en, which is not installed.
2022-09-23T14:23:53,898   espnet-onnx 0.1.9 requires jamo==0.4.1, which is not installed.
2022-09-23T14:23:53,898   espnet-onnx 0.1.9 requires librosa>=0.8.0, which is not installed.
2022-09-23T14:23:53,898   espnet-onnx 0.1.9 requires onnxruntime>=1.4.0, which is not installed.
2022-09-23T14:23:53,899   espnet-onnx 0.1.9 requires sentencepiece!=0.1.92,>=0.1.91, which is not installed.
2022-09-23T14:23:53,899   espnet-onnx 0.1.9 requires typeguard>=2.7.0, which is not installed.
2022-09-23T14:23:53,900   espnet-onnx 0.1.9 requires numpy<=1.21.3, but you have numpy 1.21.4 which is incompatible.
2022-09-23T14:23:53,900   Successfully installed setuptools-65.3.0
2022-09-23T14:23:54,155   --- Logging error ---
2022-09-23T14:23:54,155   Traceback (most recent call last):
2022-09-23T14:23:54,156     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/utils/logging.py", line 177, in emit
2022-09-23T14:23:54,156       self.console.print(renderable, overflow="ignore", crop=False, style=style)
2022-09-23T14:23:54,157     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_vendor/rich/console.py", line 1752, in print
2022-09-23T14:23:54,157       extend(render(renderable, render_options))
2022-09-23T14:23:54,157     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_vendor/rich/console.py", line 1390, in render
2022-09-23T14:23:54,158       for render_output in iter_render:
2022-09-23T14:23:54,158     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/utils/logging.py", line 134, in __rich_console__
2022-09-23T14:23:54,158       for line in lines:
2022-09-23T14:23:54,159     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_vendor/rich/segment.py", line 245, in split_lines
2022-09-23T14:23:54,159       for segment in segments:
2022-09-23T14:23:54,159     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_vendor/rich/console.py", line 1368, in render
2022-09-23T14:23:54,160       renderable = rich_cast(renderable)
2022-09-23T14:23:54,160     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_vendor/rich/protocol.py", line 36, in rich_cast
2022-09-23T14:23:54,160       renderable = cast_method()
2022-09-23T14:23:54,161     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 130, in __rich__
2022-09-23T14:23:54,161       pip_cmd = get_best_invocation_for_this_pip()
2022-09-23T14:23:54,161     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/utils/entrypoints.py", line 60, in get_best_invocation_for_this_pip
2022-09-23T14:23:54,162       os.path.join(binary_prefix, exe_name),
2022-09-23T14:23:54,162     File "/usr/lib/python3.7/genericpath.py", line 97, in samefile
2022-09-23T14:23:54,162       s2 = os.stat(f2)
2022-09-23T14:23:54,163   FileNotFoundError: [Errno 2] No such file or directory: '/usr/bin/pip3.7'
2022-09-23T14:23:54,163   Call stack:
2022-09-23T14:23:54,163     File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main
2022-09-23T14:23:54,164       "__main__", mod_spec)
2022-09-23T14:23:54,164     File "/usr/lib/python3.7/runpy.py", line 85, in _run_code
2022-09-23T14:23:54,164       exec(code, run_globals)
2022-09-23T14:23:54,165     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/__main__.py", line 31, in <module>
2022-09-23T14:23:54,165       sys.exit(_main())
2022-09-23T14:23:54,165     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/cli/main.py", line 70, in main
2022-09-23T14:23:54,165       return command.main(cmd_args)
2022-09-23T14:23:54,166     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/cli/base_command.py", line 101, in main
2022-09-23T14:23:54,166       return self._main(args)
2022-09-23T14:23:54,166     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/cli/base_command.py", line 223, in _main
2022-09-23T14:23:54,167       self.handle_pip_version_check(options)
2022-09-23T14:23:54,167     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/cli/req_command.py", line 148, in handle_pip_version_check
2022-09-23T14:23:54,167       pip_self_version_check(session, options)
2022-09-23T14:23:54,168     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 237, in pip_self_version_check
2022-09-23T14:23:54,168       logger.info("[present-rich] %s", upgrade_prompt)
2022-09-23T14:23:54,169     File "/usr/lib/python3.7/logging/__init__.py", line 1383, in info
2022-09-23T14:23:54,169       self._log(INFO, msg, args, **kwargs)
2022-09-23T14:23:54,169     File "/usr/lib/python3.7/logging/__init__.py", line 1519, in _log
2022-09-23T14:23:54,170       self.handle(record)
2022-09-23T14:23:54,170     File "/usr/lib/python3.7/logging/__init__.py", line 1529, in handle
2022-09-23T14:23:54,170       self.callHandlers(record)
2022-09-23T14:23:54,171     File "/usr/lib/python3.7/logging/__init__.py", line 1591, in callHandlers
2022-09-23T14:23:54,171       hdlr.handle(record)
2022-09-23T14:23:54,171     File "/usr/lib/python3.7/logging/__init__.py", line 905, in handle
2022-09-23T14:23:54,172       self.emit(record)
2022-09-23T14:23:54,172     File "/tmp/pip-standalone-pip-ku2hp8ga/__env_pip__.zip/pip/_internal/utils/logging.py", line 179, in emit
2022-09-23T14:23:54,172       self.handleError(record)
2022-09-23T14:23:54,173   Message: '[present-rich] %s'
2022-09-23T14:23:54,173   Arguments: (UpgradePrompt(old='22.1.2', new='22.2.2'),)
2022-09-23T14:23:54,660   Installing build dependencies: finished with status 'done'
2022-09-23T14:23:54,688   Getting requirements to build wheel: started
2022-09-23T14:23:54,690   Running command Getting requirements to build wheel
2022-09-23T14:23:59,183   /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.
2022-09-23T14:23:59,185     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-23T14:23:59,185   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:23:59,186       ##########################################################################
2022-09-23T14:23:59,187       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:23:59,187       ##########################################################################

2022-09-23T14:23:59,188       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:23:59,189       `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/v0.3.0...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==v0.3.0\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"`

2022-09-23T14:23:59,190       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:23:59,190       consider this value unless 'readme' is listed as `dynamic`.

2022-09-23T14:23:59,191       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:23:59,191       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:23:59,192       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:23:59,192       follow strictly the standard.

2022-09-23T14:23:59,193       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-23T14:23:59,193       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:23:59,193       configuration.


2022-09-23T14:23:59,194   !!

2022-09-23T14:23:59,195     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:00,785   running egg_info
2022-09-23T14:24:01,430   writing src/cvi.egg-info/PKG-INFO
2022-09-23T14:24:02,040   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2022-09-23T14:24:05,053   writing requirements to src/cvi.egg-info/requires.txt
2022-09-23T14:24:05,657   writing top-level names to src/cvi.egg-info/top_level.txt
2022-09-23T14:24:06,384   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-23T14:24:06,389   adding license file 'LICENSE'
2022-09-23T14:24:06,395   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-23T14:24:06,399   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:06,400       ##########################################################################
2022-09-23T14:24:06,401       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:06,402       ##########################################################################

2022-09-23T14:24:06,402       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:06,403       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-23T14:24:06,404       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:06,405       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-23T14:24:06,406       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:06,407       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:06,407       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:06,408       follow strictly the standard.

2022-09-23T14:24:06,409       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-23T14:24:06,410       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:06,410       configuration.


2022-09-23T14:24:06,412   !!

2022-09-23T14:24:06,413     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:06,413   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:06,414       ##########################################################################
2022-09-23T14:24:06,415       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:06,415       ##########################################################################

2022-09-23T14:24:06,416       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:06,417       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-23T14:24:06,418       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:06,419       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-23T14:24:06,419       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:06,420       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:06,421       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:06,421       follow strictly the standard.

2022-09-23T14:24:06,422       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-23T14:24:06,422       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:06,423       configuration.


2022-09-23T14:24:06,424   !!

2022-09-23T14:24:06,425     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:06,426   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:06,427       ##########################################################################
2022-09-23T14:24:06,427       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:06,428       ##########################################################################

2022-09-23T14:24:06,429       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:06,429       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-23T14:24:06,430       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:06,431       consider this value unless 'urls' is listed as `dynamic`.

2022-09-23T14:24:06,432       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:06,432       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:06,433       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:06,433       follow strictly the standard.

2022-09-23T14:24:06,434       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-23T14:24:06,434       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:06,435       configuration.


2022-09-23T14:24:06,436   !!

2022-09-23T14:24:06,437     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:06,708   Getting requirements to build wheel: finished with status 'done'
2022-09-23T14:24:06,734   Created temporary directory: /tmp/pip-standalone-pip-n_2a4m0i
2022-09-23T14:24:09,022   Installing backend dependencies: started
2022-09-23T14:24:09,024   Running command pip subprocess to install backend dependencies
2022-09-23T14:24:18,917   Using pip 22.1.2 from /tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip (python 3.7)
2022-09-23T14:24:20,786   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2022-09-23T14:24:21,666   Collecting wheel
2022-09-23T14:24:21,701     Using cached https://www.piwheels.org/simple/wheel/wheel-0.37.1-py2.py3-none-any.whl (35 kB)
2022-09-23T14:24:34,893   Installing collected packages: wheel
2022-09-23T14:24:35,172     Creating /tmp/pip-build-env-elou4str/normal/bin
2022-09-23T14:24:35,177     changing mode of /tmp/pip-build-env-elou4str/normal/bin/wheel to 755
2022-09-23T14:24:35,204   Successfully installed wheel-0.37.1
2022-09-23T14:24:35,437   --- Logging error ---
2022-09-23T14:24:35,437   Traceback (most recent call last):
2022-09-23T14:24:35,438     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/utils/logging.py", line 177, in emit
2022-09-23T14:24:35,438       self.console.print(renderable, overflow="ignore", crop=False, style=style)
2022-09-23T14:24:35,439     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_vendor/rich/console.py", line 1752, in print
2022-09-23T14:24:35,439       extend(render(renderable, render_options))
2022-09-23T14:24:35,439     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_vendor/rich/console.py", line 1390, in render
2022-09-23T14:24:35,440       for render_output in iter_render:
2022-09-23T14:24:35,440     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/utils/logging.py", line 134, in __rich_console__
2022-09-23T14:24:35,440       for line in lines:
2022-09-23T14:24:35,441     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_vendor/rich/segment.py", line 245, in split_lines
2022-09-23T14:24:35,441       for segment in segments:
2022-09-23T14:24:35,441     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_vendor/rich/console.py", line 1368, in render
2022-09-23T14:24:35,442       renderable = rich_cast(renderable)
2022-09-23T14:24:35,442     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_vendor/rich/protocol.py", line 36, in rich_cast
2022-09-23T14:24:35,442       renderable = cast_method()
2022-09-23T14:24:35,443     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 130, in __rich__
2022-09-23T14:24:35,443       pip_cmd = get_best_invocation_for_this_pip()
2022-09-23T14:24:35,443     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/utils/entrypoints.py", line 60, in get_best_invocation_for_this_pip
2022-09-23T14:24:35,444       os.path.join(binary_prefix, exe_name),
2022-09-23T14:24:35,444     File "/usr/lib/python3.7/genericpath.py", line 97, in samefile
2022-09-23T14:24:35,444       s2 = os.stat(f2)
2022-09-23T14:24:35,445   FileNotFoundError: [Errno 2] No such file or directory: '/usr/bin/pip3.7'
2022-09-23T14:24:35,445   Call stack:
2022-09-23T14:24:35,445     File "/usr/lib/python3.7/runpy.py", line 193, in _run_module_as_main
2022-09-23T14:24:35,446       "__main__", mod_spec)
2022-09-23T14:24:35,446     File "/usr/lib/python3.7/runpy.py", line 85, in _run_code
2022-09-23T14:24:35,446       exec(code, run_globals)
2022-09-23T14:24:35,446     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/__main__.py", line 31, in <module>
2022-09-23T14:24:35,447       sys.exit(_main())
2022-09-23T14:24:35,447     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/cli/main.py", line 70, in main
2022-09-23T14:24:35,447       return command.main(cmd_args)
2022-09-23T14:24:35,448     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/cli/base_command.py", line 101, in main
2022-09-23T14:24:35,448       return self._main(args)
2022-09-23T14:24:35,448     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/cli/base_command.py", line 223, in _main
2022-09-23T14:24:35,449       self.handle_pip_version_check(options)
2022-09-23T14:24:35,449     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/cli/req_command.py", line 148, in handle_pip_version_check
2022-09-23T14:24:35,449       pip_self_version_check(session, options)
2022-09-23T14:24:35,450     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/self_outdated_check.py", line 237, in pip_self_version_check
2022-09-23T14:24:35,450       logger.info("[present-rich] %s", upgrade_prompt)
2022-09-23T14:24:35,450     File "/usr/lib/python3.7/logging/__init__.py", line 1383, in info
2022-09-23T14:24:35,451       self._log(INFO, msg, args, **kwargs)
2022-09-23T14:24:35,451     File "/usr/lib/python3.7/logging/__init__.py", line 1519, in _log
2022-09-23T14:24:35,451       self.handle(record)
2022-09-23T14:24:35,452     File "/usr/lib/python3.7/logging/__init__.py", line 1529, in handle
2022-09-23T14:24:35,452       self.callHandlers(record)
2022-09-23T14:24:35,452     File "/usr/lib/python3.7/logging/__init__.py", line 1591, in callHandlers
2022-09-23T14:24:35,453       hdlr.handle(record)
2022-09-23T14:24:35,453     File "/usr/lib/python3.7/logging/__init__.py", line 905, in handle
2022-09-23T14:24:35,453       self.emit(record)
2022-09-23T14:24:35,454     File "/tmp/pip-standalone-pip-n_2a4m0i/__env_pip__.zip/pip/_internal/utils/logging.py", line 179, in emit
2022-09-23T14:24:35,454       self.handleError(record)
2022-09-23T14:24:35,455   Message: '[present-rich] %s'
2022-09-23T14:24:35,455   Arguments: (UpgradePrompt(old='22.1.2', new='22.2.2'),)
2022-09-23T14:24:35,899   Installing backend dependencies: finished with status 'done'
2022-09-23T14:24:35,920   Created temporary directory: /tmp/pip-modern-metadata-ks7zyhsp
2022-09-23T14:24:35,927   Preparing metadata (pyproject.toml): started
2022-09-23T14:24:35,929   Running command Preparing metadata (pyproject.toml)
2022-09-23T14:24:40,185   /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.
2022-09-23T14:24:40,187     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-23T14:24:40,187   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:40,188       ##########################################################################
2022-09-23T14:24:40,189       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:40,189       ##########################################################################

2022-09-23T14:24:40,190       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:40,191       `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/v0.3.0...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==v0.3.0\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"`

2022-09-23T14:24:40,192       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:40,192       consider this value unless 'readme' is listed as `dynamic`.

2022-09-23T14:24:40,193       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:40,194       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:40,194       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:40,194       follow strictly the standard.

2022-09-23T14:24:40,195       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-23T14:24:40,195       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:40,195       configuration.


2022-09-23T14:24:40,196   !!

2022-09-23T14:24:40,197     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:41,810   running dist_info
2022-09-23T14:24:42,464   creating /tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info
2022-09-23T14:24:43,111   writing /tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/PKG-INFO
2022-09-23T14:24:43,727   writing dependency_links to /tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/dependency_links.txt
2022-09-23T14:24:46,765   writing requirements to /tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/requires.txt
2022-09-23T14:24:47,374   writing top-level names to /tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/top_level.txt
2022-09-23T14:24:47,376   writing manifest file '/tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/SOURCES.txt'
2022-09-23T14:24:48,105   reading manifest file '/tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/SOURCES.txt'
2022-09-23T14:24:48,108   adding license file 'LICENSE'
2022-09-23T14:24:48,114   writing manifest file '/tmp/pip-modern-metadata-ks7zyhsp/cvi.egg-info/SOURCES.txt'
2022-09-23T14:24:48,116   creating '/tmp/pip-modern-metadata-ks7zyhsp/cvi-0.3.0.dist-info'
2022-09-23T14:24:48,256   adding license file "LICENSE" (matched pattern "LICEN[CS]E*")
2022-09-23T14:24:48,269   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:48,270       ##########################################################################
2022-09-23T14:24:48,271       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:48,271       ##########################################################################

2022-09-23T14:24:48,272       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:48,272       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-23T14:24:48,273       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:48,273       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-23T14:24:48,274       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:48,274       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:48,274       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:48,275       follow strictly the standard.

2022-09-23T14:24:48,275       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-23T14:24:48,276       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:48,276       configuration.


2022-09-23T14:24:48,277   !!

2022-09-23T14:24:48,277     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:48,278   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:48,289       ##########################################################################
2022-09-23T14:24:48,290       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:48,290       ##########################################################################

2022-09-23T14:24:48,291       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:48,292       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-23T14:24:48,293       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:48,293       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-23T14:24:48,294       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:48,295       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:48,295       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:48,296       follow strictly the standard.

2022-09-23T14:24:48,297       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-23T14:24:48,297       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:48,298       configuration.


2022-09-23T14:24:48,299   !!

2022-09-23T14:24:48,300     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:48,301   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:48,302       ##########################################################################
2022-09-23T14:24:48,303       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:48,303       ##########################################################################

2022-09-23T14:24:48,304       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:48,305       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-23T14:24:48,306       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:48,306       consider this value unless 'urls' is listed as `dynamic`.

2022-09-23T14:24:48,307       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:48,308       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:48,308       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:48,309       follow strictly the standard.

2022-09-23T14:24:48,310       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-23T14:24:48,310       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:48,310       configuration.


2022-09-23T14:24:48,312   !!

2022-09-23T14:24:48,312     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:48,589   Preparing metadata (pyproject.toml): finished with status 'done'
2022-09-23T14:24:48,605   Source in /tmp/pip-wheel-u36yc__i/cvi_6a1261ac85b447ecb32375a45de5ff2c has version 0.3.0, which satisfies requirement cvi==0.3.0 from https://files.pythonhosted.org/packages/98/6c/bad42645f7b2457a2cd1ad18aeb6cdd3de825e00ec218125bc67408fa9bc/cvi-0.3.0.tar.gz#sha256=a590d4d9bcee8f242b3ed794f2e73dac0f680331c0b7333a51d59a57ae48ace5
2022-09-23T14:24:48,607   Removed cvi==0.3.0 from https://files.pythonhosted.org/packages/98/6c/bad42645f7b2457a2cd1ad18aeb6cdd3de825e00ec218125bc67408fa9bc/cvi-0.3.0.tar.gz#sha256=a590d4d9bcee8f242b3ed794f2e73dac0f680331c0b7333a51d59a57ae48ace5 from build tracker '/tmp/pip-build-tracker-i__0oz3b'
2022-09-23T14:24:48,622 Created temporary directory: /tmp/pip-unpack-c0vta7nl
2022-09-23T14:24:48,623 Building wheels for collected packages: cvi
2022-09-23T14:24:48,632   Created temporary directory: /tmp/pip-wheel-zm5xijo6
2022-09-23T14:24:48,633   Destination directory: /tmp/pip-wheel-zm5xijo6
2022-09-23T14:24:48,638   Building wheel for cvi (pyproject.toml): started
2022-09-23T14:24:48,640   Running command Building wheel for cvi (pyproject.toml)
2022-09-23T14:24:52,890   /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.
2022-09-23T14:24:52,891     warnings.warn(msg, _ExperimentalProjectMetadata)
2022-09-23T14:24:52,892   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:24:52,893       ##########################################################################
2022-09-23T14:24:52,893       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:24:52,893       ##########################################################################

2022-09-23T14:24:52,894       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:24:52,895       `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/v0.3.0...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==v0.3.0\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"`

2022-09-23T14:24:52,896       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:24:52,897       consider this value unless 'readme' is listed as `dynamic`.

2022-09-23T14:24:52,897       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:24:52,898       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:24:52,898       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:24:52,899       follow strictly the standard.

2022-09-23T14:24:52,899       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2022-09-23T14:24:52,900       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:24:52,900       configuration.


2022-09-23T14:24:52,901   !!

2022-09-23T14:24:52,901     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:24:53,879   running bdist_wheel
2022-09-23T14:24:54,691   running build
2022-09-23T14:24:54,692   running build_py
2022-09-23T14:24:55,344   creating build
2022-09-23T14:24:55,344   creating build/lib
2022-09-23T14:24:55,346   creating build/lib/cvi
2022-09-23T14:24:55,348   copying src/cvi/__init__.py -> build/lib/cvi
2022-09-23T14:24:55,354   creating build/lib/cvi/modules
2022-09-23T14:24:55,355   copying src/cvi/modules/__init__.py -> build/lib/cvi/modules
2022-09-23T14:24:55,359   copying src/cvi/modules/cSIL.py -> build/lib/cvi/modules
2022-09-23T14:24:55,363   copying src/cvi/modules/WB.py -> build/lib/cvi/modules
2022-09-23T14:24:55,367   copying src/cvi/modules/DB.py -> build/lib/cvi/modules
2022-09-23T14:24:55,372   copying src/cvi/modules/GD53.py -> build/lib/cvi/modules
2022-09-23T14:24:55,376   copying src/cvi/modules/XB.py -> build/lib/cvi/modules
2022-09-23T14:24:55,380   copying src/cvi/modules/CH.py -> build/lib/cvi/modules
2022-09-23T14:24:55,384   copying src/cvi/modules/GD43.py -> build/lib/cvi/modules
2022-09-23T14:24:55,389   copying src/cvi/modules/_base.py -> build/lib/cvi/modules
2022-09-23T14:24:55,394   creating build/lib/cvi/compat
2022-09-23T14:24:55,396   copying src/cvi/compat/__init__.py -> build/lib/cvi/compat
2022-09-23T14:24:55,399   copying src/cvi/compat/v0.py -> build/lib/cvi/compat
2022-09-23T14:24:55,404   running egg_info
2022-09-23T14:24:56,709   writing src/cvi.egg-info/PKG-INFO
2022-09-23T14:24:57,327   writing dependency_links to src/cvi.egg-info/dependency_links.txt
2022-09-23T14:25:00,359   writing requirements to src/cvi.egg-info/requires.txt
2022-09-23T14:25:00,968   writing top-level names to src/cvi.egg-info/top_level.txt
2022-09-23T14:25:01,015   reading manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-23T14:25:01,019   adding license file 'LICENSE'
2022-09-23T14:25:01,025   writing manifest file 'src/cvi.egg-info/SOURCES.txt'
2022-09-23T14:25:02,314   installing to build/bdist.linux-armv7l/wheel
2022-09-23T14:25:02,314   running install
2022-09-23T14:25:02,375   running install_lib
2022-09-23T14:25:03,018   creating build/bdist.linux-armv7l
2022-09-23T14:25:03,018   creating build/bdist.linux-armv7l/wheel
2022-09-23T14:25:03,022   creating build/bdist.linux-armv7l/wheel/cvi
2022-09-23T14:25:03,023   copying build/lib/cvi/__init__.py -> build/bdist.linux-armv7l/wheel/cvi
2022-09-23T14:25:03,029   creating build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,030   copying build/lib/cvi/modules/__init__.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,034   copying build/lib/cvi/modules/cSIL.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,038   copying build/lib/cvi/modules/WB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,042   copying build/lib/cvi/modules/DB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,047   copying build/lib/cvi/modules/GD53.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,051   copying build/lib/cvi/modules/XB.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,055   copying build/lib/cvi/modules/CH.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,059   copying build/lib/cvi/modules/GD43.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,064   copying build/lib/cvi/modules/_base.py -> build/bdist.linux-armv7l/wheel/cvi/modules
2022-09-23T14:25:03,069   creating build/bdist.linux-armv7l/wheel/cvi/compat
2022-09-23T14:25:03,070   copying build/lib/cvi/compat/__init__.py -> build/bdist.linux-armv7l/wheel/cvi/compat
2022-09-23T14:25:03,074   copying build/lib/cvi/compat/v0.py -> build/bdist.linux-armv7l/wheel/cvi/compat
2022-09-23T14:25:03,079   running install_egg_info
2022-09-23T14:25:03,720   Copying src/cvi.egg-info to build/bdist.linux-armv7l/wheel/cvi-0.3.0-py3.7.egg-info
2022-09-23T14:25:03,740   running install_scripts
2022-09-23T14:25:03,775   adding license file "LICENSE" (matched pattern "LICEN[CS]E*")
2022-09-23T14:25:03,785   creating build/bdist.linux-armv7l/wheel/cvi-0.3.0.dist-info/WHEEL
2022-09-23T14:25:03,789   creating '/tmp/pip-wheel-zm5xijo6/tmp90ap210x/cvi-0.3.0-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2022-09-23T14:25:03,794   adding 'cvi/__init__.py'
2022-09-23T14:25:03,797   adding 'cvi/compat/__init__.py'
2022-09-23T14:25:03,803   adding 'cvi/compat/v0.py'
2022-09-23T14:25:03,808   adding 'cvi/modules/CH.py'
2022-09-23T14:25:03,811   adding 'cvi/modules/DB.py'
2022-09-23T14:25:03,815   adding 'cvi/modules/GD43.py'
2022-09-23T14:25:03,818   adding 'cvi/modules/GD53.py'
2022-09-23T14:25:03,822   adding 'cvi/modules/WB.py'
2022-09-23T14:25:03,825   adding 'cvi/modules/XB.py'
2022-09-23T14:25:03,827   adding 'cvi/modules/__init__.py'
2022-09-23T14:25:03,830   adding 'cvi/modules/_base.py'
2022-09-23T14:25:03,834   adding 'cvi/modules/cSIL.py'
2022-09-23T14:25:03,839   adding 'cvi-0.3.0.dist-info/LICENSE'
2022-09-23T14:25:03,842   adding 'cvi-0.3.0.dist-info/METADATA'
2022-09-23T14:25:03,844   adding 'cvi-0.3.0.dist-info/WHEEL'
2022-09-23T14:25:03,846   adding 'cvi-0.3.0.dist-info/top_level.txt'
2022-09-23T14:25:03,847   adding 'cvi-0.3.0.dist-info/RECORD'
2022-09-23T14:25:03,854   removing build/bdist.linux-armv7l/wheel
2022-09-23T14:25:03,871   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:25:03,872       ##########################################################################
2022-09-23T14:25:03,873       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:25:03,873       ##########################################################################

2022-09-23T14:25:03,874       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:25:03,875       `requires-python = <SpecifierSet('>=3.6')>`

2022-09-23T14:25:03,876       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:25:03,877       consider this value unless 'requires-python' is listed as `dynamic`.

2022-09-23T14:25:03,878       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:25:03,879       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:25:03,879       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:25:03,880       follow strictly the standard.

2022-09-23T14:25:03,881       To prevent this warning, you can list 'requires-python' under `dynamic` or alternatively
2022-09-23T14:25:03,881       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:25:03,881       configuration.


2022-09-23T14:25:03,883   !!

2022-09-23T14:25:03,884     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:25:03,884   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:25:03,885       ##########################################################################
2022-09-23T14:25:03,886       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:25:03,886       ##########################################################################

2022-09-23T14:25:03,887       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:25:03,888       `classifiers = ['Programming Language :: Python :: 3', 'License :: OSI Approved :: MIT License', 'Operating System :: OS Independent']`

2022-09-23T14:25:03,889       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:25:03,889       consider this value unless 'classifiers' is listed as `dynamic`.

2022-09-23T14:25:03,890       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:25:03,891       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:25:03,892       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:25:03,892       follow strictly the standard.

2022-09-23T14:25:03,893       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2022-09-23T14:25:03,893       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:25:03,894       configuration.


2022-09-23T14:25:03,895   !!

2022-09-23T14:25:03,896     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:25:03,897   /usr/local/lib/python3.7/dist-packages/setuptools/config/_apply_pyprojecttoml.py:101: _WouldIgnoreField: !!


2022-09-23T14:25:03,898       ##########################################################################
2022-09-23T14:25:03,898       # configuration would be ignored/result in error due to `pyproject.toml` #
2022-09-23T14:25:03,899       ##########################################################################

2022-09-23T14:25:03,899       The following seems to be defined outside of `pyproject.toml`:

2022-09-23T14:25:03,900       `urls = {'Bug Tracker': 'https://github.com/AP6YC/cvi/issues', 'Documentation': 'https://cluster-validity-indices.readthedocs.io/'}`

2022-09-23T14:25:03,901       According to the spec (see the link bellow), however, setuptools CANNOT
2022-09-23T14:25:03,902       consider this value unless 'urls' is listed as `dynamic`.

2022-09-23T14:25:03,902       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2022-09-23T14:25:03,903       For the time being, `setuptools` will still consider the given value (as a
2022-09-23T14:25:03,904       **transitional** measure), but please note that future releases of setuptools will
2022-09-23T14:25:03,904       follow strictly the standard.

2022-09-23T14:25:03,905       To prevent this warning, you can list 'urls' under `dynamic` or alternatively
2022-09-23T14:25:03,906       remove the `[project]` table from your file and rely entirely on other means of
2022-09-23T14:25:03,906       configuration.


2022-09-23T14:25:03,907   !!

2022-09-23T14:25:03,908     warnings.warn(msg, _WouldIgnoreField)
2022-09-23T14:25:04,189   Building wheel for cvi (pyproject.toml): finished with status 'done'
2022-09-23T14:25:04,203   Created wheel for cvi: filename=cvi-0.3.0-py3-none-any.whl size=27506 sha256=d9108af7344a7f95602de2e5d4d4ff4853ea3f8f056e18581ed591d25d5f1fe4
2022-09-23T14:25:04,205   Stored in directory: /tmp/pip-ephem-wheel-cache-djtves6n/wheels/14/ad/ff/2f30686ddc71963ebf3e912845dd50ff16361649bad17d0cc3
2022-09-23T14:25:04,229 Successfully built cvi
2022-09-23T14:25:04,239 Removed build tracker: '/tmp/pip-build-tracker-i__0oz3b'