2023-03-05T17:06:25,816 Created temporary directory: /tmp/pip-ephem-wheel-cache-tf2fie9t
2023-03-05T17:06:25,818 Created temporary directory: /tmp/pip-build-tracker-kyb0_dkb
2023-03-05T17:06:25,819 Initialized build tracking at /tmp/pip-build-tracker-kyb0_dkb
2023-03-05T17:06:25,819 Created build tracker: /tmp/pip-build-tracker-kyb0_dkb
2023-03-05T17:06:25,819 Entered build tracker: /tmp/pip-build-tracker-kyb0_dkb
2023-03-05T17:06:25,820 Created temporary directory: /tmp/pip-wheel-_he7j3xm
2023-03-05T17:06:25,824 DEPRECATION: --no-binary currently disables reading from the cache of locally built wheels. In the future --no-binary will not influence the wheel cache. pip 23.1 will enforce this behaviour change. A possible replacement is to use the --no-cache-dir option. You can use the flag --use-feature=no-binary-enable-wheel-cache to test the upcoming behaviour. Discussion can be found at https://github.com/pypa/pip/issues/11453
2023-03-05T17:06:25,827 Created temporary directory: /tmp/pip-ephem-wheel-cache-6x5oa9s2
2023-03-05T17:06:25,856 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-03-05T17:06:25,859 2 location(s) to search for versions of difpy:
2023-03-05T17:06:25,859 * https://pypi.org/simple/difpy/
2023-03-05T17:06:25,859 * https://www.piwheels.org/simple/difpy/
2023-03-05T17:06:25,860 Fetching project page and analyzing links: https://pypi.org/simple/difpy/
2023-03-05T17:06:25,860 Getting page https://pypi.org/simple/difpy/
2023-03-05T17:06:25,862 Found index url https://pypi.org/simple
2023-03-05T17:06:25,915 Fetched page https://pypi.org/simple/difpy/ as application/vnd.pypi.simple.v1+json
2023-03-05T17:06:25,919   Found link https://files.pythonhosted.org/packages/a6/cf/39ed4e4c766169aac47956b553f67d99601fb118d2f218c80b097a77184c/difPy-1.0.1.tar.gz (from https://pypi.org/simple/difpy/), version: 1.0.1
2023-03-05T17:06:25,920   Found link https://files.pythonhosted.org/packages/44/a2/3ebf42ff6fb28d32ed439afde5eb23d50069ab5b0073d4427ebc811e9a0d/difPy-1.2.tar.gz (from https://pypi.org/simple/difpy/), version: 1.2
2023-03-05T17:06:25,920   Found link https://files.pythonhosted.org/packages/e1/12/d663f2b8b4e82b4d540525f2d97897cefbfc337d85ad0ae4540117223e7e/difPy-2.0.tar.gz (from https://pypi.org/simple/difpy/), version: 2.0
2023-03-05T17:06:25,920   Found link https://files.pythonhosted.org/packages/79/ab/812accfaf4e5a5e81388fd687a6f6f717db52b4c3a8c6b94699e57acbaa7/difPy-2.2.tar.gz (from https://pypi.org/simple/difpy/), version: 2.2
2023-03-05T17:06:25,920   Found link https://files.pythonhosted.org/packages/da/df/1164ab8c485bd4b3d0b53e23af6c4c13d3b6285e7ab5ce50d1c695713f1c/difPy-2.3.tar.gz (from https://pypi.org/simple/difpy/), version: 2.3
2023-03-05T17:06:25,921   Found link https://files.pythonhosted.org/packages/ad/e0/1c5e4b256c23d175de226ec36b043adb195c4c7103bec13fd1c79ab5fe39/difPy-2.4.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4
2023-03-05T17:06:25,921   Found link https://files.pythonhosted.org/packages/b3/22/4015f00d6daa5cdde207b1e309c4413cf238e5ab9310b7f6bcf57f48f0d5/difPy-2.4.1.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4.1
2023-03-05T17:06:25,921   Found link https://files.pythonhosted.org/packages/3f/82/81a1fb09b81875108c99d3a7b6330f0c350f64f7d1178a3874acbb33a924/difPy-2.4.2.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4.2
2023-03-05T17:06:25,922   Found link https://files.pythonhosted.org/packages/28/90/f7a45c8874d1d2cdf4ce95acbd09787cd6f90903f4ed563a41a030867f1f/difPy-2.4.3.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4.3
2023-03-05T17:06:25,922   Found link https://files.pythonhosted.org/packages/5a/2b/b33c48b4bc5a90fce4fd997c18707feb77d45307902e3fc0bc0e424ab587/difPy-2.4.4.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4.4
2023-03-05T17:06:25,922   Found link https://files.pythonhosted.org/packages/35/8d/a38010f7628126da6f39a53907925ae54fd21e49517b9048dbff7682d082/difPy-2.4.5.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4.5
2023-03-05T17:06:25,922   Found link https://files.pythonhosted.org/packages/42/26/946ca1b2200ca6db18430243946b1e02f531ec1ee37582afbd78430ae6ef/difPy-3.0.0.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.0
2023-03-05T17:06:25,923   Found link https://files.pythonhosted.org/packages/42/03/f84bc687bca6f79024fb8ff61ad6143ef15060d1a7bc75d781aa5e5ffaa6/difPy-3.0.1.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.1
2023-03-05T17:06:25,923   Found link https://files.pythonhosted.org/packages/bb/31/9100ede4efde89841fd3f344763917e96e22a43ad2236fdf561c744e17b0/difPy-3.0.2.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.2
2023-03-05T17:06:25,923   Found link https://files.pythonhosted.org/packages/74/41/01e2d49e17098d6d9097eadd6cc0504140ffc38bfa281dd4af9a28c7d5dd/difPy-3.0.3.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.3
2023-03-05T17:06:25,924   Found link https://files.pythonhosted.org/packages/20/5f/efceb5f789de92d0da5e8adb27f2464316c5c41f676dea4fda5179881b62/difPy-3.0.4.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.4
2023-03-05T17:06:25,924   Found link https://files.pythonhosted.org/packages/00/3e/126c99700195d8fd57a00a9c7c2723a2ee2623c2c2276cf704556cfa9581/difPy-3.0.5.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.5
2023-03-05T17:06:25,924   Found link https://files.pythonhosted.org/packages/15/5b/c79874a47f841dac832d84eaa726326a9124844c2cff33a26e12af1f36a8/difPy-3.0.6.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.6
2023-03-05T17:06:25,924 Fetching project page and analyzing links: https://www.piwheels.org/simple/difpy/
2023-03-05T17:06:25,925 Getting page https://www.piwheels.org/simple/difpy/
2023-03-05T17:06:25,926 Found index url https://www.piwheels.org/simple
2023-03-05T17:06:26,154 Fetched page https://www.piwheels.org/simple/difpy/ as text/html
2023-03-05T17:06:26,163   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.5-py3-none-any.whl#sha256=15c1e780303252326ffb924af1f042820eef36feab2885729682e2b426b6f4be (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,163   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.4-py3-none-any.whl#sha256=c37c34523382d4d0dc301837e8c311ab25e7f5839ea2439f0ae9162e6106006e (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,163   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.3-py3-none-any.whl#sha256=86b84e109f34812bbf6bcd0affd073ef7ee2ac296265b577cf0d52c0d2a3106d (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,164   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.2-py3-none-any.whl#sha256=dd8ad43bb20c6b537cb919c75d3398e45c3e34b4d6d63e778c74c6a73b3c0532 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,164   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.1-py3-none-any.whl#sha256=59b2cbe0e35662f4e812627887c87bbe02d6d02b2dc9a26c32dbf0f173ae368a (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,164   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.0-py3-none-any.whl#sha256=19f8eddc5081486f8e266bb3e1b7cf6343bd06d7f0ead8defd2c964a6d63a572 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,165   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.4.5-py3-none-any.whl#sha256=7beebd2677487d648041639ac027c8640276a5f839ab9a0b12cd046765397c39 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,165   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.4.4-py3-none-any.whl#sha256=cd66a6d15e358190f49177168d617543677493ed16b078c092543e479e4d9150 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,165   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.4.3-py3-none-any.whl#sha256=126d888b9e2f408f7f1916c35338dbfde23dfb74c8aff324966e6e313de01339 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,166   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.4.2-py3-none-any.whl#sha256=5ff7356350459c2ca00ebe25d22b0ff53a377e806db030813289df74fb707224 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,166   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.4.1-py3-none-any.whl#sha256=f7d2fbd379e11231aaff9d376f27bce3ac722ae866ebd18179661c1b63df8f61 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,166   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.4-py3-none-any.whl#sha256=b59f64587207940482bb854e09edcc11d2a0617c48c0daf381bff27278eec63d (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,167   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.3-py3-none-any.whl#sha256=136ed69ecf22c5c77ad955fb058a6b14798367281fe7fdfc0f740ba9a44d4965 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,167   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.2-py3-none-any.whl#sha256=8ce8279bd7e806bb30343e7fa1c545351f172492f4dd2656a1b1f9c0492b1c16 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,167   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-2.0-py3-none-any.whl#sha256=c1798d9d73e915e0fd0fbc765bccde1ad60d77aa10d5983158da3d2b29db6eca (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,168   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-1.2-py3-none-any.whl#sha256=2f41cbd839d19322ab06549739554ce49a137c7dc5bfc2f848a99d50e45f8829 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,168   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-1.0.1-py3-none-any.whl#sha256=065e42e39ece614ffd34ca63cbb076a77f36e0e925148abc727a54eaeb30be26 (from https://www.piwheels.org/simple/difpy/)
2023-03-05T17:06:26,168 Skipping link: not a file: https://www.piwheels.org/simple/difpy/
2023-03-05T17:06:26,169 Skipping link: not a file: https://pypi.org/simple/difpy/
2023-03-05T17:06:26,200 Given no hashes to check 1 links for project 'difpy': discarding no candidates
2023-03-05T17:06:26,228 Collecting difpy==3.0.6
2023-03-05T17:06:26,231   Created temporary directory: /tmp/pip-unpack-w29gi1bu
2023-03-05T17:06:26,294   Downloading difPy-3.0.6.tar.gz (13 kB)
2023-03-05T17:06:26,336   Added difpy==3.0.6 from https://files.pythonhosted.org/packages/15/5b/c79874a47f841dac832d84eaa726326a9124844c2cff33a26e12af1f36a8/difPy-3.0.6.tar.gz to build tracker '/tmp/pip-build-tracker-kyb0_dkb'
2023-03-05T17:06:26,343   Created temporary directory: /tmp/pip-build-env-f6bs6_4v
2023-03-05T17:06:26,354   Installing build dependencies: started
2023-03-05T17:06:26,355   Running command pip subprocess to install build dependencies
2023-03-05T17:06:27,571   Using pip 23.0.1 from /usr/local/lib/python3.9/dist-packages/pip (python 3.9)
2023-03-05T17:06:28,150   DEPRECATION: --no-binary currently disables reading from the cache of locally built wheels. In the future --no-binary will not influence the wheel cache. pip 23.1 will enforce this behaviour change. A possible replacement is to use the --no-cache-dir option. You can use the flag --use-feature=no-binary-enable-wheel-cache to test the upcoming behaviour. Discussion can be found at https://github.com/pypa/pip/issues/11453
2023-03-05T17:06:28,178   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-03-05T17:06:29,644   Collecting numpy>=1.24.2
2023-03-05T17:06:30,745     Using cached https://www.piwheels.org/simple/numpy/numpy-1.24.2-cp39-cp39-linux_armv7l.whl (12.3 MB)
2023-03-05T17:06:32,188   Collecting matplotlib>=3.7.0
2023-03-05T17:06:32,210     Downloading https://www.piwheels.org/simple/matplotlib/matplotlib-3.7.1-cp39-cp39-linux_armv7l.whl (10.6 MB)
2023-03-05T17:06:33,242        ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 10.6/10.6 MB 10.3 MB/s eta 0:00:00
2023-03-05T17:06:34,803   Collecting Pillow>=9.4.0
2023-03-05T17:06:34,942     Using cached https://www.piwheels.org/simple/pillow/Pillow-9.4.0-cp39-cp39-linux_armv7l.whl (1.1 MB)
2023-03-05T17:06:36,516   Collecting setuptools>=40.8.0
2023-03-05T17:06:36,629     Using cached https://www.piwheels.org/simple/setuptools/setuptools-67.4.0-py3-none-any.whl (1.1 MB)
2023-03-05T17:06:36,976   Collecting pyparsing>=2.3.1
2023-03-05T17:06:37,021     Using cached https://www.piwheels.org/simple/pyparsing/pyparsing-3.0.9-py3-none-any.whl (98 kB)
2023-03-05T17:06:37,413   Collecting contourpy>=1.0.1
2023-03-05T17:06:37,460     Using cached https://www.piwheels.org/simple/contourpy/contourpy-1.0.7-cp39-cp39-linux_armv7l.whl (224 kB)
2023-03-05T17:06:37,556   Collecting cycler>=0.10
2023-03-05T17:06:37,595     Using cached https://www.piwheels.org/simple/cycler/cycler-0.11.0-py3-none-any.whl (6.4 kB)
2023-03-05T17:06:37,930   Collecting kiwisolver>=1.0.1
2023-03-05T17:06:38,072     Using cached https://www.piwheels.org/simple/kiwisolver/kiwisolver-1.4.4-cp39-cp39-linux_armv7l.whl (1.1 MB)
2023-03-05T17:06:38,228   Collecting python-dateutil>=2.7
2023-03-05T17:06:38,265     Using cached https://www.piwheels.org/simple/python-dateutil/python_dateutil-2.8.2-py2.py3-none-any.whl (247 kB)
2023-03-05T17:06:38,852   Collecting fonttools>=4.22.0
2023-03-05T17:06:39,103     Using cached https://www.piwheels.org/simple/fonttools/fonttools-4.38.0-cp39-cp39-linux_armv7l.whl (2.4 MB)
2023-03-05T17:06:39,466   Collecting importlib-resources>=3.2.0
2023-03-05T17:06:39,485     Using cached https://www.piwheels.org/simple/importlib-resources/importlib_resources-5.12.0-py3-none-any.whl (36 kB)
2023-03-05T17:06:39,665   Collecting packaging>=20.0
2023-03-05T17:06:39,682     Using cached https://www.piwheels.org/simple/packaging/packaging-23.0-py3-none-any.whl (42 kB)
2023-03-05T17:06:40,213   Collecting zipp>=3.1.0
2023-03-05T17:06:40,230     Using cached https://www.piwheels.org/simple/zipp/zipp-3.15.0-py3-none-any.whl (6.8 kB)
2023-03-05T17:06:40,401   Collecting six>=1.5
2023-03-05T17:06:40,418     Using cached https://www.piwheels.org/simple/six/six-1.16.0-py2.py3-none-any.whl (11 kB)
2023-03-05T17:06:42,725   Installing collected packages: zipp, six, setuptools, pyparsing, Pillow, packaging, numpy, kiwisolver, fonttools, cycler, python-dateutil, importlib-resources, contourpy, matplotlib
2023-03-05T17:06:55,087     Creating /tmp/pip-build-env-f6bs6_4v/overlay/bin
2023-03-05T17:06:55,271     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/f2py to 755
2023-03-05T17:06:55,273     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/f2py3 to 755
2023-03-05T17:06:55,276     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/f2py3.9 to 755
2023-03-05T17:06:58,730     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/fonttools to 755
2023-03-05T17:06:58,733     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/pyftmerge to 755
2023-03-05T17:06:58,735     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/pyftsubset to 755
2023-03-05T17:06:58,737     changing mode of /tmp/pip-build-env-f6bs6_4v/overlay/bin/ttx to 755
2023-03-05T17:07:06,281   Successfully installed Pillow-9.4.0 contourpy-1.0.7 cycler-0.11.0 fonttools-4.38.0 importlib-resources-5.12.0 kiwisolver-1.4.4 matplotlib-3.7.1 numpy-1.24.2 packaging-23.0 pyparsing-3.0.9 python-dateutil-2.8.2 setuptools-67.4.0 six-1.16.0 zipp-3.15.0
2023-03-05T17:07:07,018   Installing build dependencies: finished with status 'done'
2023-03-05T17:07:07,036   Getting requirements to build wheel: started
2023-03-05T17:07:07,037   Running command Getting requirements to build wheel
2023-03-05T17:07:07,645   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'readme' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:07,646       !!


2023-03-05T17:07:07,647       ##########################################################################
2023-03-05T17:07:07,647       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:07,647       ##########################################################################

2023-03-05T17:07:07,647       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:07,648       `readme = '# Duplicate Image Finder (difPy)\n\n[![PyPIv](https://img.shields.io/pypi/v/difPy)](https://pypi.org/project/difPy/)\n[![PyPI status](https://img.shields.io/pypi/status/difPy)](https://pypi.org/project/difPy/)\n[![Documentation Status](https://readthedocs.org/projects/difpy/badge/?version=latest)](https://difpy.readthedocs.io/en/latest/?badge=latest)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/difPy)](https://pypi.org/project/difPy/)\n[![Downloads](https://static.pepy.tech/badge/difpy)](https://pepy.tech/project/difpy)\n[![PyPI - License](https://img.shields.io/pypi/l/difPy)](https://github.com/elisemercury/Duplicate-Image-Finder/blob/main/LICENSE.txt)\n[<img src="https://img.shields.io/badge/dif-Py-blue?style=flat&logo=python&labelColor=white&logoWidth=20.svg/"></a>](https://github.com/elisemercury/Duplicate-Image-Finder/)\n\n**Tired of going through all images in a folder and comparing them manually to check if they are duplicates?**\n\n:white_check_mark: The Duplicate Image Finder (difPy) Python package **automates** this task for you!\n\n```python\npip install difPy\n```\n> :point_right: :new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** has been released! Count on signifcant **performance increases**, **new features** and **bug fixes**. Check out the [release notes](https://github.com/elisemercury/Duplicate-Image-Finder/releases/) for a detailed listing. \n\n> :open_hands: Our motto? We :heart: Open Source! **Contributions and new ideas for difPy are always welcome** - check our [Contributor Guidelines](https://github.com/elisemercury/Duplicate-Image-Finder/wiki/Contributing-to-difPy) for more information.\n\nRead more on how the algorithm of difPy works in my Medium article [Finding Duplicate Images with Python](https://towardsdatascience.com/finding-duplicate-images-with-python-71c04ec8051).\n\nCheck out the [difPy package on PyPI.org](https://pypi.org/project/difPy/)\n\n-------\n\n## Description\nDifPy searches for images in **one or more different folders**, compares the images it found and checks whether these are duplicates. It then outputs the **image files classified as duplicates** as well as the **images having the lowest resolutions**, so you know which of the duplicate images are safe to be deleted. You can then either delete them manually, or let difPy delete them for you.\n\n<p align="center">\n  <img src="example_output.png" width="400" title="Example Output: Duplicate Image Finder">\n</p>\n\nDifPy does not compare images based on their hashes. It compares them based on their tensors i. e. the image content - this allows difPy to **not only search for duplicate images, but also for similar images**.\n\n## Basic Usage\nUse the following function to make difPy search for duplicates within one specific folder and its subfolders:\n\n```python\nfrom difPy import dif\nsearch = dif("C:/Path/to/Folder/")\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now supports **multi-folder search**! To search for duplicates within mutliple folders and their subfolders:\n\n```python\nfrom difPy import dif\nsearch = dif(["C:/Path/to/Folder_A/", "C:/Path/to/Folder_B/", "C:/Path/to/Folder_C/", ... ])\n``` \nFolder paths must be specified as standalone Python strings, or within a Python list.\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## Output\nDifPy returns various types of output that you may use depending on your use case: \n\nA **JSON formatted collection** of duplicates/similar images (i. e. **match groups**) that were found, where the keys are a **randomly generated unique id** for each image file:\n\n```python\nsearch.result\n\n> Output:\n{20220819171549 : {"location" : "C:/Path/to/Image/image1.jpg",\n                   "matches" : {30270813251529 : "location": "C:/Path/to/Image/matched_image1.jpg",\n                                                 "mse": 0.0},\n                               {72214282557852 : "location": "C:/Path/to/Image/matched_image2.jpg",\n                                                 "mse": 0.0},\n                   ... }\n ...\n}\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now outputs the **MSE** value for each matched image!\n\nA **list** of duplicates/similar images that have the **lowest quality** among match groups: \n\n```python\nsearch.lower_quality\n\n> Output:\n["C:/Path/to/Image/duplicate_image1.jpg", \n "C:/Path/to/Image/duplicate_image2.jpg", ...]\n``` \nA **JSON formatted collection** with statistics on the completed difPy process:\n\n```python\nsearch.stats\n\n> Output:\n{"directory" : ("C:/Path/to/Folder_A/", "C:/Path/to/Folder_B/", ... ),\n "duration" : {"start_date": "2023-02-15",\n               "start_time" : "18:44:19",\n               "end_date" : "2023-02-15",\n               "end_time" : "18:44:38",\n               "seconds_elapsed" : 18.6113},\n "fast_search": True,\n "recursive" : True,\n "match_mse" : 200,\n "files_searched" : 1032,\n "matches_found" : 852,\n "invalid_files": {"count": 4}}\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now outputs the count of **invalid files** in the target directory that could not be processed as images, as well as information on whether difPy\'s **Fast Search Algorithm (FSA)** was used.\n\n## Additional Parameters\nDifPy supports the following parameters:\n\n```python\ndif(*directory, fast_search=True, recursive=True, similarity=\'normal\', px_size=50, move_to=None,\n    show_progress=True, show_output=False, delete=False, silent_del=False, logs=False)\n```\n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now supports the use of its new **Fast Search Algorithm (FSA)**, capable of providing significant performance increases.\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## CLI Usage\nYou can make use of difPy through a CLI interface by using the following commands:\n\n```python\npython dif.py -D "C:/Path/to/Folder/"\n\npython dif.py -D"C:/Path/to/Folder_A/" "C:/Path/to/Folder_B/" "C:/Path/to/Folder_C/"\n```\nIt supports the following arguments:\n\n```python\ndif.py [-h] -D DIRECTORY [-Z OUTPUT_DIRECTORY] [-f {True,False}]\n       [-r {True,False}] [-s SIMILARITY] [-px PX_SIZE] \n       [-p {True,False}] [-o {True,False}] [-mv MOVE_TO]\n       [-d {True,False}] [-sd {True,False}] [-l {True,False}]\n```\n\n| | Parameter | | Parameter |\n| :---: | ------ | :---: | ------ | \n| `-D` | directory | `-px` | px_size |  \n| `-Z` | output_directory | `-p` | show_progress |\n| `-f`| fast_search | `-o` | show_output |\n| `-r`| recursive | `-d` | delete |\n| `-s` | similarity |  `-sd` | silent_del |\n\n\nWhen running from the CLI, the output of difPy is  written to files and saved in the working directory by default. To change the default output directory, specify the `-Z / -output_directory` parameter. The "xxx" in the output filenames is a unique timestamp:\n\n```python\ndifPy_results_xxx.json\ndifPy_lower_quality_xxx.csv\ndifPy_stats_xxx.json\n```\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## Related Projects\n\nThe below sections feature third-party work that has been **built with** or **inspired by** difPy. We would like to express a big thank you for any contributions made to difPy!\n\n-------\n\n### I. DifPy as Webapp\n\n[A Streamlit based Webapp to find duplicate images from single/multiple directories](https://github.com/prateekralhan/Streamlit-based-Duplicate-Images-Finder) by @prateekralhan - :dna: **built with difPy**\n\n<p align="left">\n  <img src="https://user-images.githubusercontent.com/29462447/174408835-438234d9-5ff6-4159-a5e3-b908d885a8bc.gif" width="800" title="Single Directory Example">\n</p>\n\n### II. photosdup - Mac Photos Tool to Find Duplicates\n\n[Tool to scan a Mac Photos library for duplicates, thumbnails etc.](https://github.com/peter-sk/photosdup) by @peter-sk - :sparkles: **inspired by difPy**\n\n-------\n\n<p align="center"><b>\n:thought_balloon: Also want to be featured in the "Related Projects" section? Check our <a href="https://github.com/elisemercury/Duplicate-Image-Finder/wiki/Contributing-to-difPy#be-featured-as-difpy-related-project">Contributor Guidelines</a> to find out how!\n</b></p>\n\n-------\n\n<p align="center"><b>\nWe :heart: Open Source\n</b></p>\n'`

2023-03-05T17:07:07,649       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:07,649       consider this value unless 'readme' is listed as `dynamic`.

2023-03-05T17:07:07,649       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:07,649       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:07,650       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:07,650       follow strictly the standard.

2023-03-05T17:07:07,650       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2023-03-05T17:07:07,650       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:07,650       configuration.


2023-03-05T17:07:07,651   !!

2023-03-05T17:07:07,651     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:07,651   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'license' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:07,651       !!


2023-03-05T17:07:07,652       ##########################################################################
2023-03-05T17:07:07,652       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:07,652       ##########################################################################

2023-03-05T17:07:07,652       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:07,652       `license = 'MIT'`

2023-03-05T17:07:07,653       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:07,653       consider this value unless 'license' is listed as `dynamic`.

2023-03-05T17:07:07,653       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:07,653       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:07,653       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:07,653       follow strictly the standard.

2023-03-05T17:07:07,654       To prevent this warning, you can list 'license' under `dynamic` or alternatively
2023-03-05T17:07:07,654       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:07,654       configuration.


2023-03-05T17:07:07,654   !!

2023-03-05T17:07:07,655     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:07,655   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'keywords' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:07,655       !!


2023-03-05T17:07:07,655       ##########################################################################
2023-03-05T17:07:07,655       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:07,655       ##########################################################################

2023-03-05T17:07:07,656       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:07,656       `keywords = ['duplicate', 'image', 'finder', 'similarity', 'pictures']`

2023-03-05T17:07:07,656       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:07,656       consider this value unless 'keywords' is listed as `dynamic`.

2023-03-05T17:07:07,657       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:07,657       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:07,657       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:07,657       follow strictly the standard.

2023-03-05T17:07:07,657       To prevent this warning, you can list 'keywords' under `dynamic` or alternatively
2023-03-05T17:07:07,658       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:07,658       configuration.


2023-03-05T17:07:07,658   !!

2023-03-05T17:07:07,658     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:07,659   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'classifiers' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:07,659       !!


2023-03-05T17:07:07,659       ##########################################################################
2023-03-05T17:07:07,659       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:07,659       ##########################################################################

2023-03-05T17:07:07,660       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:07,660       `classifiers = ['Development Status :: 5 - Production/Stable', 'Intended Audience :: Developers', 'Topic :: Software Development :: Build Tools', 'License :: OSI Approved :: MIT License', 'Programming Language :: Python :: 3.8', 'Programming Language :: Python :: 3.9', 'Programming Language :: Python :: 3.10', 'Programming Language :: Python :: 3.11']`

2023-03-05T17:07:07,660       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:07,660       consider this value unless 'classifiers' is listed as `dynamic`.

2023-03-05T17:07:07,661       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:07,661       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:07,661       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:07,661       follow strictly the standard.

2023-03-05T17:07:07,661       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2023-03-05T17:07:07,661       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:07,662       configuration.


2023-03-05T17:07:07,662   !!

2023-03-05T17:07:07,662     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:07,662   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'dependencies' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:07,662       !!


2023-03-05T17:07:07,663       ##########################################################################
2023-03-05T17:07:07,663       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:07,663       ##########################################################################

2023-03-05T17:07:07,663       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:07,664       `dependencies = ['matplotlib', 'numpy', 'Pillow']`

2023-03-05T17:07:07,664       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:07,664       consider this value unless 'dependencies' is listed as `dynamic`.

2023-03-05T17:07:07,664       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:07,665       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:07,665       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:07,665       follow strictly the standard.

2023-03-05T17:07:07,665       To prevent this warning, you can list 'dependencies' under `dynamic` or alternatively
2023-03-05T17:07:07,665       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:07,665       configuration.


2023-03-05T17:07:07,666   !!

2023-03-05T17:07:07,666     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:07,951   running egg_info
2023-03-05T17:07:07,959   writing difPy.egg-info/PKG-INFO
2023-03-05T17:07:07,961   writing dependency_links to difPy.egg-info/dependency_links.txt
2023-03-05T17:07:07,963   writing requirements to difPy.egg-info/requires.txt
2023-03-05T17:07:07,965   writing top-level names to difPy.egg-info/top_level.txt
2023-03-05T17:07:07,988   reading manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:07,990   adding license file 'LICENSE.txt'
2023-03-05T17:07:07,992   writing manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:08,090   Getting requirements to build wheel: finished with status 'done'
2023-03-05T17:07:08,117   Installing backend dependencies: started
2023-03-05T17:07:08,118   Running command pip subprocess to install backend dependencies
2023-03-05T17:07:09,320   Using pip 23.0.1 from /usr/local/lib/python3.9/dist-packages/pip (python 3.9)
2023-03-05T17:07:09,901   DEPRECATION: --no-binary currently disables reading from the cache of locally built wheels. In the future --no-binary will not influence the wheel cache. pip 23.1 will enforce this behaviour change. A possible replacement is to use the --no-cache-dir option. You can use the flag --use-feature=no-binary-enable-wheel-cache to test the upcoming behaviour. Discussion can be found at https://github.com/pypa/pip/issues/11453
2023-03-05T17:07:09,927   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-03-05T17:07:10,402   Collecting wheel
2023-03-05T17:07:10,628     Using cached https://www.piwheels.org/simple/wheel/wheel-0.38.4-py3-none-any.whl (36 kB)
2023-03-05T17:07:12,068   Installing collected packages: wheel
2023-03-05T17:07:12,213     Creating /tmp/pip-build-env-f6bs6_4v/normal/bin
2023-03-05T17:07:12,216     changing mode of /tmp/pip-build-env-f6bs6_4v/normal/bin/wheel to 755
2023-03-05T17:07:12,229   Successfully installed wheel-0.38.4
2023-03-05T17:07:12,657   Installing backend dependencies: finished with status 'done'
2023-03-05T17:07:12,660   Created temporary directory: /tmp/pip-modern-metadata-1f7nr8wy
2023-03-05T17:07:12,663   Preparing metadata (pyproject.toml): started
2023-03-05T17:07:12,664   Running command Preparing metadata (pyproject.toml)
2023-03-05T17:07:13,210   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'readme' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:13,211       !!


2023-03-05T17:07:13,212       ##########################################################################
2023-03-05T17:07:13,212       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:13,212       ##########################################################################

2023-03-05T17:07:13,212       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:13,213       `readme = '# Duplicate Image Finder (difPy)\n\n[![PyPIv](https://img.shields.io/pypi/v/difPy)](https://pypi.org/project/difPy/)\n[![PyPI status](https://img.shields.io/pypi/status/difPy)](https://pypi.org/project/difPy/)\n[![Documentation Status](https://readthedocs.org/projects/difpy/badge/?version=latest)](https://difpy.readthedocs.io/en/latest/?badge=latest)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/difPy)](https://pypi.org/project/difPy/)\n[![Downloads](https://static.pepy.tech/badge/difpy)](https://pepy.tech/project/difpy)\n[![PyPI - License](https://img.shields.io/pypi/l/difPy)](https://github.com/elisemercury/Duplicate-Image-Finder/blob/main/LICENSE.txt)\n[<img src="https://img.shields.io/badge/dif-Py-blue?style=flat&logo=python&labelColor=white&logoWidth=20.svg/"></a>](https://github.com/elisemercury/Duplicate-Image-Finder/)\n\n**Tired of going through all images in a folder and comparing them manually to check if they are duplicates?**\n\n:white_check_mark: The Duplicate Image Finder (difPy) Python package **automates** this task for you!\n\n```python\npip install difPy\n```\n> :point_right: :new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** has been released! Count on signifcant **performance increases**, **new features** and **bug fixes**. Check out the [release notes](https://github.com/elisemercury/Duplicate-Image-Finder/releases/) for a detailed listing. \n\n> :open_hands: Our motto? We :heart: Open Source! **Contributions and new ideas for difPy are always welcome** - check our [Contributor Guidelines](https://github.com/elisemercury/Duplicate-Image-Finder/wiki/Contributing-to-difPy) for more information.\n\nRead more on how the algorithm of difPy works in my Medium article [Finding Duplicate Images with Python](https://towardsdatascience.com/finding-duplicate-images-with-python-71c04ec8051).\n\nCheck out the [difPy package on PyPI.org](https://pypi.org/project/difPy/)\n\n-------\n\n## Description\nDifPy searches for images in **one or more different folders**, compares the images it found and checks whether these are duplicates. It then outputs the **image files classified as duplicates** as well as the **images having the lowest resolutions**, so you know which of the duplicate images are safe to be deleted. You can then either delete them manually, or let difPy delete them for you.\n\n<p align="center">\n  <img src="example_output.png" width="400" title="Example Output: Duplicate Image Finder">\n</p>\n\nDifPy does not compare images based on their hashes. It compares them based on their tensors i. e. the image content - this allows difPy to **not only search for duplicate images, but also for similar images**.\n\n## Basic Usage\nUse the following function to make difPy search for duplicates within one specific folder and its subfolders:\n\n```python\nfrom difPy import dif\nsearch = dif("C:/Path/to/Folder/")\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now supports **multi-folder search**! To search for duplicates within mutliple folders and their subfolders:\n\n```python\nfrom difPy import dif\nsearch = dif(["C:/Path/to/Folder_A/", "C:/Path/to/Folder_B/", "C:/Path/to/Folder_C/", ... ])\n``` \nFolder paths must be specified as standalone Python strings, or within a Python list.\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## Output\nDifPy returns various types of output that you may use depending on your use case: \n\nA **JSON formatted collection** of duplicates/similar images (i. e. **match groups**) that were found, where the keys are a **randomly generated unique id** for each image file:\n\n```python\nsearch.result\n\n> Output:\n{20220819171549 : {"location" : "C:/Path/to/Image/image1.jpg",\n                   "matches" : {30270813251529 : "location": "C:/Path/to/Image/matched_image1.jpg",\n                                                 "mse": 0.0},\n                               {72214282557852 : "location": "C:/Path/to/Image/matched_image2.jpg",\n                                                 "mse": 0.0},\n                   ... }\n ...\n}\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now outputs the **MSE** value for each matched image!\n\nA **list** of duplicates/similar images that have the **lowest quality** among match groups: \n\n```python\nsearch.lower_quality\n\n> Output:\n["C:/Path/to/Image/duplicate_image1.jpg", \n "C:/Path/to/Image/duplicate_image2.jpg", ...]\n``` \nA **JSON formatted collection** with statistics on the completed difPy process:\n\n```python\nsearch.stats\n\n> Output:\n{"directory" : ("C:/Path/to/Folder_A/", "C:/Path/to/Folder_B/", ... ),\n "duration" : {"start_date": "2023-02-15",\n               "start_time" : "18:44:19",\n               "end_date" : "2023-02-15",\n               "end_time" : "18:44:38",\n               "seconds_elapsed" : 18.6113},\n "fast_search": True,\n "recursive" : True,\n "match_mse" : 200,\n "files_searched" : 1032,\n "matches_found" : 852,\n "invalid_files": {"count": 4}}\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now outputs the count of **invalid files** in the target directory that could not be processed as images, as well as information on whether difPy\'s **Fast Search Algorithm (FSA)** was used.\n\n## Additional Parameters\nDifPy supports the following parameters:\n\n```python\ndif(*directory, fast_search=True, recursive=True, similarity=\'normal\', px_size=50, move_to=None,\n    show_progress=True, show_output=False, delete=False, silent_del=False, logs=False)\n```\n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now supports the use of its new **Fast Search Algorithm (FSA)**, capable of providing significant performance increases.\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## CLI Usage\nYou can make use of difPy through a CLI interface by using the following commands:\n\n```python\npython dif.py -D "C:/Path/to/Folder/"\n\npython dif.py -D"C:/Path/to/Folder_A/" "C:/Path/to/Folder_B/" "C:/Path/to/Folder_C/"\n```\nIt supports the following arguments:\n\n```python\ndif.py [-h] -D DIRECTORY [-Z OUTPUT_DIRECTORY] [-f {True,False}]\n       [-r {True,False}] [-s SIMILARITY] [-px PX_SIZE] \n       [-p {True,False}] [-o {True,False}] [-mv MOVE_TO]\n       [-d {True,False}] [-sd {True,False}] [-l {True,False}]\n```\n\n| | Parameter | | Parameter |\n| :---: | ------ | :---: | ------ | \n| `-D` | directory | `-px` | px_size |  \n| `-Z` | output_directory | `-p` | show_progress |\n| `-f`| fast_search | `-o` | show_output |\n| `-r`| recursive | `-d` | delete |\n| `-s` | similarity |  `-sd` | silent_del |\n\n\nWhen running from the CLI, the output of difPy is  written to files and saved in the working directory by default. To change the default output directory, specify the `-Z / -output_directory` parameter. The "xxx" in the output filenames is a unique timestamp:\n\n```python\ndifPy_results_xxx.json\ndifPy_lower_quality_xxx.csv\ndifPy_stats_xxx.json\n```\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## Related Projects\n\nThe below sections feature third-party work that has been **built with** or **inspired by** difPy. We would like to express a big thank you for any contributions made to difPy!\n\n-------\n\n### I. DifPy as Webapp\n\n[A Streamlit based Webapp to find duplicate images from single/multiple directories](https://github.com/prateekralhan/Streamlit-based-Duplicate-Images-Finder) by @prateekralhan - :dna: **built with difPy**\n\n<p align="left">\n  <img src="https://user-images.githubusercontent.com/29462447/174408835-438234d9-5ff6-4159-a5e3-b908d885a8bc.gif" width="800" title="Single Directory Example">\n</p>\n\n### II. photosdup - Mac Photos Tool to Find Duplicates\n\n[Tool to scan a Mac Photos library for duplicates, thumbnails etc.](https://github.com/peter-sk/photosdup) by @peter-sk - :sparkles: **inspired by difPy**\n\n-------\n\n<p align="center"><b>\n:thought_balloon: Also want to be featured in the "Related Projects" section? Check our <a href="https://github.com/elisemercury/Duplicate-Image-Finder/wiki/Contributing-to-difPy#be-featured-as-difpy-related-project">Contributor Guidelines</a> to find out how!\n</b></p>\n\n-------\n\n<p align="center"><b>\nWe :heart: Open Source\n</b></p>\n'`

2023-03-05T17:07:13,213       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:13,213       consider this value unless 'readme' is listed as `dynamic`.

2023-03-05T17:07:13,214       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:13,214       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:13,214       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:13,214       follow strictly the standard.

2023-03-05T17:07:13,214       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2023-03-05T17:07:13,214       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:13,215       configuration.


2023-03-05T17:07:13,215   !!

2023-03-05T17:07:13,215     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:13,215   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'license' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:13,215       !!


2023-03-05T17:07:13,216       ##########################################################################
2023-03-05T17:07:13,216       # configuration would be ignored/result in error due to `pyproject.toml` #
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2023-03-05T17:07:13,216       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:13,217       `license = 'MIT'`

2023-03-05T17:07:13,217       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:13,217       consider this value unless 'license' is listed as `dynamic`.

2023-03-05T17:07:13,217       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:13,218       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:13,218       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:13,218       follow strictly the standard.

2023-03-05T17:07:13,218       To prevent this warning, you can list 'license' under `dynamic` or alternatively
2023-03-05T17:07:13,218       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:13,218       configuration.


2023-03-05T17:07:13,219   !!

2023-03-05T17:07:13,219     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:13,219   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'keywords' defined outside of `pyproject.toml` would be ignored.
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2023-03-05T17:07:13,220       ##########################################################################
2023-03-05T17:07:13,220       # configuration would be ignored/result in error due to `pyproject.toml` #
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2023-03-05T17:07:13,220       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:13,220       `keywords = ['duplicate', 'image', 'finder', 'similarity', 'pictures']`

2023-03-05T17:07:13,221       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:13,221       consider this value unless 'keywords' is listed as `dynamic`.

2023-03-05T17:07:13,221       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:13,221       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:13,221       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:13,222       follow strictly the standard.

2023-03-05T17:07:13,222       To prevent this warning, you can list 'keywords' under `dynamic` or alternatively
2023-03-05T17:07:13,222       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:13,222       configuration.


2023-03-05T17:07:13,223   !!

2023-03-05T17:07:13,223     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:13,223   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'classifiers' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:13,223       !!


2023-03-05T17:07:13,223       ##########################################################################
2023-03-05T17:07:13,224       # configuration would be ignored/result in error due to `pyproject.toml` #
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2023-03-05T17:07:13,224       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:13,224       `classifiers = ['Development Status :: 5 - Production/Stable', 'Intended Audience :: Developers', 'Topic :: Software Development :: Build Tools', 'License :: OSI Approved :: MIT License', 'Programming Language :: Python :: 3.8', 'Programming Language :: Python :: 3.9', 'Programming Language :: Python :: 3.10', 'Programming Language :: Python :: 3.11']`

2023-03-05T17:07:13,225       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:13,225       consider this value unless 'classifiers' is listed as `dynamic`.

2023-03-05T17:07:13,225       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:13,225       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:13,225       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:13,225       follow strictly the standard.

2023-03-05T17:07:13,226       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2023-03-05T17:07:13,226       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:13,226       configuration.


2023-03-05T17:07:13,226   !!

2023-03-05T17:07:13,227     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:13,227   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'dependencies' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:13,227       !!


2023-03-05T17:07:13,227       ##########################################################################
2023-03-05T17:07:13,227       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:13,228       ##########################################################################

2023-03-05T17:07:13,228       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:13,228       `dependencies = ['matplotlib', 'numpy', 'Pillow']`

2023-03-05T17:07:13,228       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:13,228       consider this value unless 'dependencies' is listed as `dynamic`.

2023-03-05T17:07:13,229       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:13,229       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:13,229       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:13,229       follow strictly the standard.

2023-03-05T17:07:13,229       To prevent this warning, you can list 'dependencies' under `dynamic` or alternatively
2023-03-05T17:07:13,230       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:13,230       configuration.


2023-03-05T17:07:13,230   !!

2023-03-05T17:07:13,230     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:13,518   running dist_info
2023-03-05T17:07:13,526   creating /tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info
2023-03-05T17:07:13,534   writing /tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/PKG-INFO
2023-03-05T17:07:13,537   writing dependency_links to /tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/dependency_links.txt
2023-03-05T17:07:13,539   writing requirements to /tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/requires.txt
2023-03-05T17:07:13,540   writing top-level names to /tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/top_level.txt
2023-03-05T17:07:13,541   writing manifest file '/tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:13,564   reading manifest file '/tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:13,566   adding license file 'LICENSE.txt'
2023-03-05T17:07:13,569   writing manifest file '/tmp/pip-modern-metadata-1f7nr8wy/difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:13,570   creating '/tmp/pip-modern-metadata-1f7nr8wy/difPy-3.0.6.dist-info'
2023-03-05T17:07:13,710   Preparing metadata (pyproject.toml): finished with status 'done'
2023-03-05T17:07:13,717   Source in /tmp/pip-wheel-_he7j3xm/difpy_c0c8b45d4d1b481fb6e58ef676b8856e has version 3.0.6, which satisfies requirement difpy==3.0.6 from https://files.pythonhosted.org/packages/15/5b/c79874a47f841dac832d84eaa726326a9124844c2cff33a26e12af1f36a8/difPy-3.0.6.tar.gz
2023-03-05T17:07:13,718   Removed difpy==3.0.6 from https://files.pythonhosted.org/packages/15/5b/c79874a47f841dac832d84eaa726326a9124844c2cff33a26e12af1f36a8/difPy-3.0.6.tar.gz from build tracker '/tmp/pip-build-tracker-kyb0_dkb'
2023-03-05T17:07:13,723 Created temporary directory: /tmp/pip-unpack-omfwvcc1
2023-03-05T17:07:13,723 Building wheels for collected packages: difpy
2023-03-05T17:07:13,728   Created temporary directory: /tmp/pip-wheel-4g2n47sh
2023-03-05T17:07:13,728   Destination directory: /tmp/pip-wheel-4g2n47sh
2023-03-05T17:07:13,731   Building wheel for difpy (pyproject.toml): started
2023-03-05T17:07:13,732   Running command Building wheel for difpy (pyproject.toml)
2023-03-05T17:07:14,297   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'readme' defined outside of `pyproject.toml` would be ignored.
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2023-03-05T17:07:14,298       ##########################################################################
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2023-03-05T17:07:14,298       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:14,299       `readme = '# Duplicate Image Finder (difPy)\n\n[![PyPIv](https://img.shields.io/pypi/v/difPy)](https://pypi.org/project/difPy/)\n[![PyPI status](https://img.shields.io/pypi/status/difPy)](https://pypi.org/project/difPy/)\n[![Documentation Status](https://readthedocs.org/projects/difpy/badge/?version=latest)](https://difpy.readthedocs.io/en/latest/?badge=latest)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/difPy)](https://pypi.org/project/difPy/)\n[![Downloads](https://static.pepy.tech/badge/difpy)](https://pepy.tech/project/difpy)\n[![PyPI - License](https://img.shields.io/pypi/l/difPy)](https://github.com/elisemercury/Duplicate-Image-Finder/blob/main/LICENSE.txt)\n[<img src="https://img.shields.io/badge/dif-Py-blue?style=flat&logo=python&labelColor=white&logoWidth=20.svg/"></a>](https://github.com/elisemercury/Duplicate-Image-Finder/)\n\n**Tired of going through all images in a folder and comparing them manually to check if they are duplicates?**\n\n:white_check_mark: The Duplicate Image Finder (difPy) Python package **automates** this task for you!\n\n```python\npip install difPy\n```\n> :point_right: :new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** has been released! Count on signifcant **performance increases**, **new features** and **bug fixes**. Check out the [release notes](https://github.com/elisemercury/Duplicate-Image-Finder/releases/) for a detailed listing. \n\n> :open_hands: Our motto? We :heart: Open Source! **Contributions and new ideas for difPy are always welcome** - check our [Contributor Guidelines](https://github.com/elisemercury/Duplicate-Image-Finder/wiki/Contributing-to-difPy) for more information.\n\nRead more on how the algorithm of difPy works in my Medium article [Finding Duplicate Images with Python](https://towardsdatascience.com/finding-duplicate-images-with-python-71c04ec8051).\n\nCheck out the [difPy package on PyPI.org](https://pypi.org/project/difPy/)\n\n-------\n\n## Description\nDifPy searches for images in **one or more different folders**, compares the images it found and checks whether these are duplicates. It then outputs the **image files classified as duplicates** as well as the **images having the lowest resolutions**, so you know which of the duplicate images are safe to be deleted. You can then either delete them manually, or let difPy delete them for you.\n\n<p align="center">\n  <img src="example_output.png" width="400" title="Example Output: Duplicate Image Finder">\n</p>\n\nDifPy does not compare images based on their hashes. It compares them based on their tensors i. e. the image content - this allows difPy to **not only search for duplicate images, but also for similar images**.\n\n## Basic Usage\nUse the following function to make difPy search for duplicates within one specific folder and its subfolders:\n\n```python\nfrom difPy import dif\nsearch = dif("C:/Path/to/Folder/")\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now supports **multi-folder search**! To search for duplicates within mutliple folders and their subfolders:\n\n```python\nfrom difPy import dif\nsearch = dif(["C:/Path/to/Folder_A/", "C:/Path/to/Folder_B/", "C:/Path/to/Folder_C/", ... ])\n``` \nFolder paths must be specified as standalone Python strings, or within a Python list.\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## Output\nDifPy returns various types of output that you may use depending on your use case: \n\nA **JSON formatted collection** of duplicates/similar images (i. e. **match groups**) that were found, where the keys are a **randomly generated unique id** for each image file:\n\n```python\nsearch.result\n\n> Output:\n{20220819171549 : {"location" : "C:/Path/to/Image/image1.jpg",\n                   "matches" : {30270813251529 : "location": "C:/Path/to/Image/matched_image1.jpg",\n                                                 "mse": 0.0},\n                               {72214282557852 : "location": "C:/Path/to/Image/matched_image2.jpg",\n                                                 "mse": 0.0},\n                   ... }\n ...\n}\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now outputs the **MSE** value for each matched image!\n\nA **list** of duplicates/similar images that have the **lowest quality** among match groups: \n\n```python\nsearch.lower_quality\n\n> Output:\n["C:/Path/to/Image/duplicate_image1.jpg", \n "C:/Path/to/Image/duplicate_image2.jpg", ...]\n``` \nA **JSON formatted collection** with statistics on the completed difPy process:\n\n```python\nsearch.stats\n\n> Output:\n{"directory" : ("C:/Path/to/Folder_A/", "C:/Path/to/Folder_B/", ... ),\n "duration" : {"start_date": "2023-02-15",\n               "start_time" : "18:44:19",\n               "end_date" : "2023-02-15",\n               "end_time" : "18:44:38",\n               "seconds_elapsed" : 18.6113},\n "fast_search": True,\n "recursive" : True,\n "match_mse" : 200,\n "files_searched" : 1032,\n "matches_found" : 852,\n "invalid_files": {"count": 4}}\n``` \n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now outputs the count of **invalid files** in the target directory that could not be processed as images, as well as information on whether difPy\'s **Fast Search Algorithm (FSA)** was used.\n\n## Additional Parameters\nDifPy supports the following parameters:\n\n```python\ndif(*directory, fast_search=True, recursive=True, similarity=\'normal\', px_size=50, move_to=None,\n    show_progress=True, show_output=False, delete=False, silent_del=False, logs=False)\n```\n:new: **[difPy v3.0](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.1)** now supports the use of its new **Fast Search Algorithm (FSA)**, capable of providing significant performance increases.\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## CLI Usage\nYou can make use of difPy through a CLI interface by using the following commands:\n\n```python\npython dif.py -D "C:/Path/to/Folder/"\n\npython dif.py -D"C:/Path/to/Folder_A/" "C:/Path/to/Folder_B/" "C:/Path/to/Folder_C/"\n```\nIt supports the following arguments:\n\n```python\ndif.py [-h] -D DIRECTORY [-Z OUTPUT_DIRECTORY] [-f {True,False}]\n       [-r {True,False}] [-s SIMILARITY] [-px PX_SIZE] \n       [-p {True,False}] [-o {True,False}] [-mv MOVE_TO]\n       [-d {True,False}] [-sd {True,False}] [-l {True,False}]\n```\n\n| | Parameter | | Parameter |\n| :---: | ------ | :---: | ------ | \n| `-D` | directory | `-px` | px_size |  \n| `-Z` | output_directory | `-p` | show_progress |\n| `-f`| fast_search | `-o` | show_output |\n| `-r`| recursive | `-d` | delete |\n| `-s` | similarity |  `-sd` | silent_del |\n\n\nWhen running from the CLI, the output of difPy is  written to files and saved in the working directory by default. To change the default output directory, specify the `-Z / -output_directory` parameter. The "xxx" in the output filenames is a unique timestamp:\n\n```python\ndifPy_results_xxx.json\ndifPy_lower_quality_xxx.csv\ndifPy_stats_xxx.json\n```\n\n:notebook: For a **detailed usage guide**, please view the official **[difPy Usage Documentation](https://difpy.readthedocs.io/)**.\n\n## Related Projects\n\nThe below sections feature third-party work that has been **built with** or **inspired by** difPy. We would like to express a big thank you for any contributions made to difPy!\n\n-------\n\n### I. DifPy as Webapp\n\n[A Streamlit based Webapp to find duplicate images from single/multiple directories](https://github.com/prateekralhan/Streamlit-based-Duplicate-Images-Finder) by @prateekralhan - :dna: **built with difPy**\n\n<p align="left">\n  <img src="https://user-images.githubusercontent.com/29462447/174408835-438234d9-5ff6-4159-a5e3-b908d885a8bc.gif" width="800" title="Single Directory Example">\n</p>\n\n### II. photosdup - Mac Photos Tool to Find Duplicates\n\n[Tool to scan a Mac Photos library for duplicates, thumbnails etc.](https://github.com/peter-sk/photosdup) by @peter-sk - :sparkles: **inspired by difPy**\n\n-------\n\n<p align="center"><b>\n:thought_balloon: Also want to be featured in the "Related Projects" section? Check our <a href="https://github.com/elisemercury/Duplicate-Image-Finder/wiki/Contributing-to-difPy#be-featured-as-difpy-related-project">Contributor Guidelines</a> to find out how!\n</b></p>\n\n-------\n\n<p align="center"><b>\nWe :heart: Open Source\n</b></p>\n'`

2023-03-05T17:07:14,299       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:14,299       consider this value unless 'readme' is listed as `dynamic`.

2023-03-05T17:07:14,300       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:14,300       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:14,300       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:14,300       follow strictly the standard.

2023-03-05T17:07:14,301       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2023-03-05T17:07:14,301       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:14,301       configuration.


2023-03-05T17:07:14,301   !!

2023-03-05T17:07:14,301     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:14,302   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'license' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:14,302       !!


2023-03-05T17:07:14,302       ##########################################################################
2023-03-05T17:07:14,302       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:14,302       ##########################################################################

2023-03-05T17:07:14,303       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:14,303       `license = 'MIT'`

2023-03-05T17:07:14,303       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:14,303       consider this value unless 'license' is listed as `dynamic`.

2023-03-05T17:07:14,304       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:14,304       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:14,304       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:14,304       follow strictly the standard.

2023-03-05T17:07:14,304       To prevent this warning, you can list 'license' under `dynamic` or alternatively
2023-03-05T17:07:14,304       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:14,305       configuration.


2023-03-05T17:07:14,305   !!

2023-03-05T17:07:14,305     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:14,305   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'keywords' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:14,305       !!


2023-03-05T17:07:14,306       ##########################################################################
2023-03-05T17:07:14,306       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:14,306       ##########################################################################

2023-03-05T17:07:14,306       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:14,307       `keywords = ['duplicate', 'image', 'finder', 'similarity', 'pictures']`

2023-03-05T17:07:14,307       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:14,307       consider this value unless 'keywords' is listed as `dynamic`.

2023-03-05T17:07:14,307       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:14,307       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:14,308       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:14,308       follow strictly the standard.

2023-03-05T17:07:14,308       To prevent this warning, you can list 'keywords' under `dynamic` or alternatively
2023-03-05T17:07:14,308       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:14,308       configuration.


2023-03-05T17:07:14,309   !!

2023-03-05T17:07:14,309     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:14,309   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'classifiers' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:14,309       !!


2023-03-05T17:07:14,310       ##########################################################################
2023-03-05T17:07:14,310       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:14,310       ##########################################################################

2023-03-05T17:07:14,310       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:14,310       `classifiers = ['Development Status :: 5 - Production/Stable', 'Intended Audience :: Developers', 'Topic :: Software Development :: Build Tools', 'License :: OSI Approved :: MIT License', 'Programming Language :: Python :: 3.8', 'Programming Language :: Python :: 3.9', 'Programming Language :: Python :: 3.10', 'Programming Language :: Python :: 3.11']`

2023-03-05T17:07:14,311       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:14,311       consider this value unless 'classifiers' is listed as `dynamic`.

2023-03-05T17:07:14,311       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:14,311       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:14,311       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:14,312       follow strictly the standard.

2023-03-05T17:07:14,312       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2023-03-05T17:07:14,312       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:14,312       configuration.


2023-03-05T17:07:14,313   !!

2023-03-05T17:07:14,313     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:14,313   /tmp/pip-build-env-f6bs6_4v/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'dependencies' defined outside of `pyproject.toml` would be ignored.
2023-03-05T17:07:14,313       !!


2023-03-05T17:07:14,313       ##########################################################################
2023-03-05T17:07:14,314       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-05T17:07:14,314       ##########################################################################

2023-03-05T17:07:14,314       The following seems to be defined outside of `pyproject.toml`:

2023-03-05T17:07:14,314       `dependencies = ['matplotlib', 'numpy', 'Pillow']`

2023-03-05T17:07:14,314       According to the spec (see the link below), however, setuptools CANNOT
2023-03-05T17:07:14,315       consider this value unless 'dependencies' is listed as `dynamic`.

2023-03-05T17:07:14,315       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-05T17:07:14,315       For the time being, `setuptools` will still consider the given value (as a
2023-03-05T17:07:14,315       **transitional** measure), but please note that future releases of setuptools will
2023-03-05T17:07:14,315       follow strictly the standard.

2023-03-05T17:07:14,316       To prevent this warning, you can list 'dependencies' under `dynamic` or alternatively
2023-03-05T17:07:14,316       remove the `[project]` table from your file and rely entirely on other means of
2023-03-05T17:07:14,316       configuration.


2023-03-05T17:07:14,316   !!

2023-03-05T17:07:14,316     warnings.warn(msg, _WouldIgnoreField)
2023-03-05T17:07:14,603   running bdist_wheel
2023-03-05T17:07:14,630   running build
2023-03-05T17:07:14,630   running build_py
2023-03-05T17:07:14,639   creating build
2023-03-05T17:07:14,639   creating build/lib
2023-03-05T17:07:14,640   creating build/lib/difPy
2023-03-05T17:07:14,641   copying difPy/__init__.py -> build/lib/difPy
2023-03-05T17:07:14,644   copying difPy/dif.py -> build/lib/difPy
2023-03-05T17:07:14,646   copying difPy/version.py -> build/lib/difPy
2023-03-05T17:07:14,648   running egg_info
2023-03-05T17:07:14,663   writing difPy.egg-info/PKG-INFO
2023-03-05T17:07:14,665   writing dependency_links to difPy.egg-info/dependency_links.txt
2023-03-05T17:07:14,667   writing requirements to difPy.egg-info/requires.txt
2023-03-05T17:07:14,668   writing top-level names to difPy.egg-info/top_level.txt
2023-03-05T17:07:14,678   reading manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:14,680   adding license file 'LICENSE.txt'
2023-03-05T17:07:14,682   writing manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-05T17:07:14,698   installing to build/bdist.linux-armv7l/wheel
2023-03-05T17:07:14,698   running install
2023-03-05T17:07:14,723   running install_lib
2023-03-05T17:07:14,731   creating build/bdist.linux-armv7l
2023-03-05T17:07:14,731   creating build/bdist.linux-armv7l/wheel
2023-03-05T17:07:14,733   creating build/bdist.linux-armv7l/wheel/difPy
2023-03-05T17:07:14,734   copying build/lib/difPy/__init__.py -> build/bdist.linux-armv7l/wheel/difPy
2023-03-05T17:07:14,736   copying build/lib/difPy/dif.py -> build/bdist.linux-armv7l/wheel/difPy
2023-03-05T17:07:14,739   copying build/lib/difPy/version.py -> build/bdist.linux-armv7l/wheel/difPy
2023-03-05T17:07:14,741   running install_egg_info
2023-03-05T17:07:14,748   Copying difPy.egg-info to build/bdist.linux-armv7l/wheel/difPy-3.0.6-py3.9.egg-info
2023-03-05T17:07:14,760   running install_scripts
2023-03-05T17:07:14,777   creating build/bdist.linux-armv7l/wheel/difPy-3.0.6.dist-info/WHEEL
2023-03-05T17:07:14,780   creating '/tmp/pip-wheel-4g2n47sh/.tmp-jifek3pb/difPy-3.0.6-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2023-03-05T17:07:14,782   adding 'difPy/__init__.py'
2023-03-05T17:07:14,785   adding 'difPy/dif.py'
2023-03-05T17:07:14,787   adding 'difPy/version.py'
2023-03-05T17:07:14,789   adding 'difPy-3.0.6.dist-info/LICENSE.txt'
2023-03-05T17:07:14,791   adding 'difPy-3.0.6.dist-info/METADATA'
2023-03-05T17:07:14,792   adding 'difPy-3.0.6.dist-info/WHEEL'
2023-03-05T17:07:14,793   adding 'difPy-3.0.6.dist-info/top_level.txt'
2023-03-05T17:07:14,794   adding 'difPy-3.0.6.dist-info/RECORD'
2023-03-05T17:07:14,795   removing build/bdist.linux-armv7l/wheel
2023-03-05T17:07:14,901   Building wheel for difpy (pyproject.toml): finished with status 'done'
2023-03-05T17:07:14,908   Created wheel for difpy: filename=difPy-3.0.6-py3-none-any.whl size=11368 sha256=5f32a7749a1beeba4373fd818e042d102ef116bca36e15bb9ae4d20734297a05
2023-03-05T17:07:14,909   Stored in directory: /tmp/pip-ephem-wheel-cache-6x5oa9s2/wheels/72/07/8b/f8ea2bd9f14543c9b310b0f0c8009328cd554f9deb7093bcd5
2023-03-05T17:07:14,921 Successfully built difpy
2023-03-05T17:07:14,925 Removed build tracker: '/tmp/pip-build-tracker-kyb0_dkb'