2023-03-12T18:15:03,999 Created temporary directory: /tmp/pip-ephem-wheel-cache-qydr_zgn
2023-03-12T18:15:04,001 Created temporary directory: /tmp/pip-build-tracker-ff96j6x8
2023-03-12T18:15:04,002 Initialized build tracking at /tmp/pip-build-tracker-ff96j6x8
2023-03-12T18:15:04,002 Created build tracker: /tmp/pip-build-tracker-ff96j6x8
2023-03-12T18:15:04,002 Entered build tracker: /tmp/pip-build-tracker-ff96j6x8
2023-03-12T18:15:04,003 Created temporary directory: /tmp/pip-wheel-0qg9hirf
2023-03-12T18:15:04,007 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
2023-03-12T18:15:04,010 Created temporary directory: /tmp/pip-ephem-wheel-cache-bc2ti3ii
2023-03-12T18:15:04,038 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-03-12T18:15:04,041 2 location(s) to search for versions of difpy:
2023-03-12T18:15:04,041 * https://pypi.org/simple/difpy/
2023-03-12T18:15:04,041 * https://www.piwheels.org/simple/difpy/
2023-03-12T18:15:04,042 Fetching project page and analyzing links: https://pypi.org/simple/difpy/
2023-03-12T18:15:04,042 Getting page https://pypi.org/simple/difpy/
2023-03-12T18:15:04,044 Found index url https://pypi.org/simple
2023-03-12T18:15:04,105 Fetched page https://pypi.org/simple/difpy/ as application/vnd.pypi.simple.v1+json
2023-03-12T18:15:04,112   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
2023-03-12T18:15:04,112   Found link https://files.pythonhosted.org/packages/44/a2/3ebf42ff6fb28d32ed439afde5eb23d50069ab5b0073d4427ebc811e9a0d/difPy-1.2.tar.gz (from https://pypi.org/simple/difpy/), version: 1.2
2023-03-12T18:15:04,113   Found link https://files.pythonhosted.org/packages/e1/12/d663f2b8b4e82b4d540525f2d97897cefbfc337d85ad0ae4540117223e7e/difPy-2.0.tar.gz (from https://pypi.org/simple/difpy/), version: 2.0
2023-03-12T18:15:04,113   Found link https://files.pythonhosted.org/packages/79/ab/812accfaf4e5a5e81388fd687a6f6f717db52b4c3a8c6b94699e57acbaa7/difPy-2.2.tar.gz (from https://pypi.org/simple/difpy/), version: 2.2
2023-03-12T18:15:04,114   Found link https://files.pythonhosted.org/packages/da/df/1164ab8c485bd4b3d0b53e23af6c4c13d3b6285e7ab5ce50d1c695713f1c/difPy-2.3.tar.gz (from https://pypi.org/simple/difpy/), version: 2.3
2023-03-12T18:15:04,114   Found link https://files.pythonhosted.org/packages/ad/e0/1c5e4b256c23d175de226ec36b043adb195c4c7103bec13fd1c79ab5fe39/difPy-2.4.tar.gz (from https://pypi.org/simple/difpy/), version: 2.4
2023-03-12T18:15:04,114   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
2023-03-12T18:15:04,115   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
2023-03-12T18:15:04,115   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
2023-03-12T18:15:04,116   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
2023-03-12T18:15:04,116   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
2023-03-12T18:15:04,116   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
2023-03-12T18:15:04,117   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
2023-03-12T18:15:04,117   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
2023-03-12T18:15:04,118   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
2023-03-12T18:15:04,118   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
2023-03-12T18:15:04,119   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
2023-03-12T18:15:04,119   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
2023-03-12T18:15:04,119   Found link https://files.pythonhosted.org/packages/42/36/71556c11e00faca94ed76e557d28793251ac5687d8c67424bf7aad17aff2/difPy-3.0.7.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.7
2023-03-12T18:15:04,120   Skipping link: No binaries permitted for difpy: https://files.pythonhosted.org/packages/71/a6/007ff26611c9401ef7e1bb38c6c34ed0df81115f8fe3982d7d8f1eaf0218/difPy-3.0.8-py3-none-any.whl (from https://pypi.org/simple/difpy/)
2023-03-12T18:15:04,120   Found link https://files.pythonhosted.org/packages/d6/5a/2cae5a3585488d5aa5c6ad4ba6c7089756bb88dc272bc0b8ef143e620a1e/difPy-3.0.8.tar.gz (from https://pypi.org/simple/difpy/), version: 3.0.8
2023-03-12T18:15:04,121 Fetching project page and analyzing links: https://www.piwheels.org/simple/difpy/
2023-03-12T18:15:04,121 Getting page https://www.piwheels.org/simple/difpy/
2023-03-12T18:15:04,122 Found index url https://www.piwheels.org/simple
2023-03-12T18:15:04,306 Fetched page https://www.piwheels.org/simple/difpy/ as text/html
2023-03-12T18:15:04,312   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.7-py3-none-any.whl#sha256=be8b2a5560264a34083b9b8d67fc2f14719d7cd58f1ee48f882ebf140675f3f3 (from https://www.piwheels.org/simple/difpy/)
2023-03-12T18:15:04,312   Skipping link: No binaries permitted for difpy: https://www.piwheels.org/simple/difpy/difPy-3.0.6-py3-none-any.whl#sha256=5f32a7749a1beeba4373fd818e042d102ef116bca36e15bb9ae4d20734297a05 (from https://www.piwheels.org/simple/difpy/)
2023-03-12T18:15:04,313   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/)
2023-03-12T18:15:04,313   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/)
2023-03-12T18:15:04,313   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/)
2023-03-12T18:15:04,313   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/)
2023-03-12T18:15:04,313   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/)
2023-03-12T18:15:04,314   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/)
2023-03-12T18:15:04,314   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/)
2023-03-12T18:15:04,314   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/)
2023-03-12T18:15:04,314   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/)
2023-03-12T18:15:04,314   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/)
2023-03-12T18:15:04,315   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/)
2023-03-12T18:15:04,315   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/)
2023-03-12T18:15:04,315   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/)
2023-03-12T18:15:04,315   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/)
2023-03-12T18:15:04,315   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/)
2023-03-12T18:15:04,316   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/)
2023-03-12T18:15:04,316   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/)
2023-03-12T18:15:04,316 Skipping link: not a file: https://www.piwheels.org/simple/difpy/
2023-03-12T18:15:04,316 Skipping link: not a file: https://pypi.org/simple/difpy/
2023-03-12T18:15:04,344 Given no hashes to check 1 links for project 'difpy': discarding no candidates
2023-03-12T18:15:04,361 Collecting difpy==3.0.8
2023-03-12T18:15:04,363   Created temporary directory: /tmp/pip-unpack-361fs2ec
2023-03-12T18:15:04,407   Downloading difPy-3.0.8.tar.gz (13 kB)
2023-03-12T18:15:04,448   Added difpy==3.0.8 from https://files.pythonhosted.org/packages/d6/5a/2cae5a3585488d5aa5c6ad4ba6c7089756bb88dc272bc0b8ef143e620a1e/difPy-3.0.8.tar.gz to build tracker '/tmp/pip-build-tracker-ff96j6x8'
2023-03-12T18:15:04,455   Created temporary directory: /tmp/pip-build-env-_yvw6b27
2023-03-12T18:15:04,466   Installing build dependencies: started
2023-03-12T18:15:04,467   Running command pip subprocess to install build dependencies
2023-03-12T18:15:05,670   Using pip 23.0.1 from /usr/local/lib/python3.9/dist-packages/pip (python 3.9)
2023-03-12T18:15:06,252   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
2023-03-12T18:15:06,280   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-03-12T18:15:07,760   Collecting numpy>=1.24.2
2023-03-12T18:15:08,890     Using cached https://www.piwheels.org/simple/numpy/numpy-1.24.2-cp39-cp39-linux_armv7l.whl (12.3 MB)
2023-03-12T18:15:10,221   Collecting matplotlib>=3.7.0
2023-03-12T18:15:11,450     Using cached https://www.piwheels.org/simple/matplotlib/matplotlib-3.7.1-cp39-cp39-linux_armv7l.whl (10.6 MB)
2023-03-12T18:15:13,264   Collecting Pillow>=9.4.0
2023-03-12T18:15:13,440     Using cached https://www.piwheels.org/simple/pillow/Pillow-9.4.0-cp39-cp39-linux_armv7l.whl (1.1 MB)
2023-03-12T18:15:14,952   Collecting setuptools>=40.8.0
2023-03-12T18:15:15,054     Using cached https://www.piwheels.org/simple/setuptools/setuptools-67.6.0-py3-none-any.whl (1.1 MB)
2023-03-12T18:15:15,257   Collecting cycler>=0.10
2023-03-12T18:15:15,280     Using cached https://www.piwheels.org/simple/cycler/cycler-0.11.0-py3-none-any.whl (6.4 kB)
2023-03-12T18:15:15,504   Collecting pyparsing>=2.3.1
2023-03-12T18:15:15,524     Using cached https://www.piwheels.org/simple/pyparsing/pyparsing-3.0.9-py3-none-any.whl (98 kB)
2023-03-12T18:15:16,079   Collecting fonttools>=4.22.0
2023-03-12T18:15:16,176     Using cached https://www.piwheels.org/simple/fonttools/fonttools-4.39.0-py3-none-any.whl (1.0 MB)
2023-03-12T18:15:16,352   Collecting python-dateutil>=2.7
2023-03-12T18:15:16,379     Using cached https://www.piwheels.org/simple/python-dateutil/python_dateutil-2.8.2-py2.py3-none-any.whl (247 kB)
2023-03-12T18:15:16,677   Collecting importlib-resources>=3.2.0
2023-03-12T18:15:16,695     Using cached https://www.piwheels.org/simple/importlib-resources/importlib_resources-5.12.0-py3-none-any.whl (36 kB)
2023-03-12T18:15:16,994   Collecting kiwisolver>=1.0.1
2023-03-12T18:15:17,098     Using cached https://www.piwheels.org/simple/kiwisolver/kiwisolver-1.4.4-cp39-cp39-linux_armv7l.whl (1.1 MB)
2023-03-12T18:15:17,482   Collecting contourpy>=1.0.1
2023-03-12T18:15:17,510     Using cached https://www.piwheels.org/simple/contourpy/contourpy-1.0.7-cp39-cp39-linux_armv7l.whl (224 kB)
2023-03-12T18:15:17,701   Collecting packaging>=20.0
2023-03-12T18:15:17,718     Using cached https://www.piwheels.org/simple/packaging/packaging-23.0-py3-none-any.whl (42 kB)
2023-03-12T18:15:18,237   Collecting zipp>=3.1.0
2023-03-12T18:15:18,324     Using cached https://www.piwheels.org/simple/zipp/zipp-3.15.0-py3-none-any.whl (6.8 kB)
2023-03-12T18:15:18,476   Collecting six>=1.5
2023-03-12T18:15:18,491     Using cached https://www.piwheels.org/simple/six/six-1.16.0-py2.py3-none-any.whl (11 kB)
2023-03-12T18:15:20,802   Installing collected packages: zipp, six, setuptools, pyparsing, Pillow, packaging, numpy, kiwisolver, fonttools, cycler, python-dateutil, importlib-resources, contourpy, matplotlib
2023-03-12T18:15:33,497     Creating /tmp/pip-build-env-_yvw6b27/overlay/bin
2023-03-12T18:15:33,499     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/f2py to 755
2023-03-12T18:15:33,501     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/f2py3 to 755
2023-03-12T18:15:33,504     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/f2py3.9 to 755
2023-03-12T18:15:36,879     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/fonttools to 755
2023-03-12T18:15:36,882     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/pyftmerge to 755
2023-03-12T18:15:36,884     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/pyftsubset to 755
2023-03-12T18:15:36,886     changing mode of /tmp/pip-build-env-_yvw6b27/overlay/bin/ttx to 755
2023-03-12T18:15:43,556   Successfully installed Pillow-9.4.0 contourpy-1.0.7 cycler-0.11.0 fonttools-4.39.0 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-67.6.0 six-1.16.0 zipp-3.15.0
2023-03-12T18:15:44,290   Installing build dependencies: finished with status 'done'
2023-03-12T18:15:44,333   Getting requirements to build wheel: started
2023-03-12T18:15:44,334   Running command Getting requirements to build wheel
2023-03-12T18:15:45,055   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'readme' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:45,055       !!


2023-03-12T18:15:45,056       ##########################################################################
2023-03-12T18:15:45,056       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:45,057       ##########################################################################

2023-03-12T18:15:45,057       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:45,057       `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" : 0,\n "px_size" : 50,\n "files_searched" : 1032,\n "matches_found" : {\'duplicates\': 52, \n                    \'similar\': 0},\n "invalid_files": {"count": 4}}\n```\n\n:new: **[difPy v3.0.8](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.8)** outputs the ``match_count`` of **duplicates** and **similar** images it found.\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=\'duplicates\', px_size=50, move_to=None, \n    show_progress=True, show_output=False, delete=False, silent_del=False, logs=False)\n```\n\n:new: Since **[difPy v3.0.8](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.8)**, the `similarity` parameter accepts `\'duplicates\'` and `\'similar\'` as input options.\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 | `-p` | show_progress |  \n| `-Z` | output_directory | `-o` | show_output |\n| `-f`| fast_search | `-mv` | move_to |\n| `-r`| recursive | `-d` | delete |\n| `-s` | similarity |  `-sd` | silent_del |\n| `-px` | px_size | `-l` | logs |\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'`

2023-03-12T18:15:45,058       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:45,058       consider this value unless 'readme' is listed as `dynamic`.

2023-03-12T18:15:45,059       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:45,059       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:45,059       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:45,059       follow strictly the standard.

2023-03-12T18:15:45,059       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2023-03-12T18:15:45,060       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:45,060       configuration.


2023-03-12T18:15:45,060   !!

2023-03-12T18:15:45,060     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:45,060   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'license' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:45,061       !!


2023-03-12T18:15:45,061       ##########################################################################
2023-03-12T18:15:45,061       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:45,061       ##########################################################################

2023-03-12T18:15:45,061       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:45,062       `license = 'MIT'`

2023-03-12T18:15:45,062       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:45,062       consider this value unless 'license' is listed as `dynamic`.

2023-03-12T18:15:45,062       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:45,063       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:45,063       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:45,063       follow strictly the standard.

2023-03-12T18:15:45,063       To prevent this warning, you can list 'license' under `dynamic` or alternatively
2023-03-12T18:15:45,063       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:45,063       configuration.


2023-03-12T18:15:45,064   !!

2023-03-12T18:15:45,064     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:45,064   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'keywords' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:45,064       !!


2023-03-12T18:15:45,065       ##########################################################################
2023-03-12T18:15:45,065       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:45,065       ##########################################################################

2023-03-12T18:15:45,065       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:45,065       `keywords = ['duplicate', 'image', 'finder', 'similarity', 'pictures']`

2023-03-12T18:15:45,066       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:45,066       consider this value unless 'keywords' is listed as `dynamic`.

2023-03-12T18:15:45,066       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:45,066       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:45,066       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:45,067       follow strictly the standard.

2023-03-12T18:15:45,067       To prevent this warning, you can list 'keywords' under `dynamic` or alternatively
2023-03-12T18:15:45,067       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:45,067       configuration.


2023-03-12T18:15:45,068   !!

2023-03-12T18:15:45,068     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:45,068   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'classifiers' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:45,068       !!


2023-03-12T18:15:45,069       ##########################################################################
2023-03-12T18:15:45,069       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:45,069       ##########################################################################

2023-03-12T18:15:45,069       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:45,069       `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']`

2023-03-12T18:15:45,070       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:45,070       consider this value unless 'classifiers' is listed as `dynamic`.

2023-03-12T18:15:45,070       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:45,070       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:45,071       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:45,071       follow strictly the standard.

2023-03-12T18:15:45,071       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2023-03-12T18:15:45,071       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:45,071       configuration.


2023-03-12T18:15:45,072   !!

2023-03-12T18:15:45,072     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:45,072   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'dependencies' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:45,072       !!


2023-03-12T18:15:45,073       ##########################################################################
2023-03-12T18:15:45,073       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:45,073       ##########################################################################

2023-03-12T18:15:45,073       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:45,074       `dependencies = ['matplotlib', 'numpy', 'Pillow']`

2023-03-12T18:15:45,074       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:45,074       consider this value unless 'dependencies' is listed as `dynamic`.

2023-03-12T18:15:45,075       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:45,075       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:45,075       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:45,075       follow strictly the standard.

2023-03-12T18:15:45,076       To prevent this warning, you can list 'dependencies' under `dynamic` or alternatively
2023-03-12T18:15:45,076       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:45,076       configuration.


2023-03-12T18:15:45,076   !!

2023-03-12T18:15:45,076     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:45,358   running egg_info
2023-03-12T18:15:45,366   writing difPy.egg-info/PKG-INFO
2023-03-12T18:15:45,369   writing dependency_links to difPy.egg-info/dependency_links.txt
2023-03-12T18:15:45,371   writing requirements to difPy.egg-info/requires.txt
2023-03-12T18:15:45,373   writing top-level names to difPy.egg-info/top_level.txt
2023-03-12T18:15:45,397   reading manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-12T18:15:45,399   adding license file 'LICENSE.txt'
2023-03-12T18:15:45,401   writing manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-12T18:15:45,499   Getting requirements to build wheel: finished with status 'done'
2023-03-12T18:15:45,525   Installing backend dependencies: started
2023-03-12T18:15:45,526   Running command pip subprocess to install backend dependencies
2023-03-12T18:15:46,760   Using pip 23.0.1 from /usr/local/lib/python3.9/dist-packages/pip (python 3.9)
2023-03-12T18:15:47,338   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
2023-03-12T18:15:47,373   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-03-12T18:15:47,933   Collecting wheel
2023-03-12T18:15:47,952     Using cached https://www.piwheels.org/simple/wheel/wheel-0.38.4-py3-none-any.whl (36 kB)
2023-03-12T18:15:49,422   Installing collected packages: wheel
2023-03-12T18:15:49,578     Creating /tmp/pip-build-env-_yvw6b27/normal/bin
2023-03-12T18:15:49,581     changing mode of /tmp/pip-build-env-_yvw6b27/normal/bin/wheel to 755
2023-03-12T18:15:49,595   Successfully installed wheel-0.38.4
2023-03-12T18:15:50,027   Installing backend dependencies: finished with status 'done'
2023-03-12T18:15:50,030   Created temporary directory: /tmp/pip-modern-metadata-qfcaca0h
2023-03-12T18:15:50,033   Preparing metadata (pyproject.toml): started
2023-03-12T18:15:50,034   Running command Preparing metadata (pyproject.toml)
2023-03-12T18:15:50,588   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'readme' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:50,589       !!


2023-03-12T18:15:50,589       ##########################################################################
2023-03-12T18:15:50,590       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:50,590       ##########################################################################

2023-03-12T18:15:50,590       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:50,590       `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" : 0,\n "px_size" : 50,\n "files_searched" : 1032,\n "matches_found" : {\'duplicates\': 52, \n                    \'similar\': 0},\n "invalid_files": {"count": 4}}\n```\n\n:new: **[difPy v3.0.8](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.8)** outputs the ``match_count`` of **duplicates** and **similar** images it found.\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=\'duplicates\', px_size=50, move_to=None, \n    show_progress=True, show_output=False, delete=False, silent_del=False, logs=False)\n```\n\n:new: Since **[difPy v3.0.8](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.8)**, the `similarity` parameter accepts `\'duplicates\'` and `\'similar\'` as input options.\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 | `-p` | show_progress |  \n| `-Z` | output_directory | `-o` | show_output |\n| `-f`| fast_search | `-mv` | move_to |\n| `-r`| recursive | `-d` | delete |\n| `-s` | similarity |  `-sd` | silent_del |\n| `-px` | px_size | `-l` | logs |\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'`

2023-03-12T18:15:50,591       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:50,591       consider this value unless 'readme' is listed as `dynamic`.

2023-03-12T18:15:50,591       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:50,591       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:50,592       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:50,592       follow strictly the standard.

2023-03-12T18:15:50,592       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2023-03-12T18:15:50,592       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:50,592       configuration.


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2023-03-12T18:15:50,593     warnings.warn(msg, _WouldIgnoreField)
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2023-03-12T18:15:50,594       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:50,594       `license = 'MIT'`

2023-03-12T18:15:50,594       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:50,595       consider this value unless 'license' is listed as `dynamic`.

2023-03-12T18:15:50,595       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:50,595       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:50,595       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:50,595       follow strictly the standard.

2023-03-12T18:15:50,596       To prevent this warning, you can list 'license' under `dynamic` or alternatively
2023-03-12T18:15:50,596       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:50,596       configuration.


2023-03-12T18:15:50,596   !!

2023-03-12T18:15:50,596     warnings.warn(msg, _WouldIgnoreField)
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2023-03-12T18:15:50,597       ##########################################################################
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2023-03-12T18:15:50,597       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:50,598       `keywords = ['duplicate', 'image', 'finder', 'similarity', 'pictures']`

2023-03-12T18:15:50,598       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:50,598       consider this value unless 'keywords' is listed as `dynamic`.

2023-03-12T18:15:50,598       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:50,599       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:50,599       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:50,599       follow strictly the standard.

2023-03-12T18:15:50,599       To prevent this warning, you can list 'keywords' under `dynamic` or alternatively
2023-03-12T18:15:50,599       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:50,599       configuration.


2023-03-12T18:15:50,600   !!

2023-03-12T18:15:50,600     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:50,600   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'classifiers' defined outside of `pyproject.toml` would be ignored.
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2023-03-12T18:15:50,601       `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']`

2023-03-12T18:15:50,602       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:50,602       consider this value unless 'classifiers' is listed as `dynamic`.

2023-03-12T18:15:50,602       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:50,602       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:50,602       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:50,603       follow strictly the standard.

2023-03-12T18:15:50,603       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2023-03-12T18:15:50,603       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:50,603       configuration.


2023-03-12T18:15:50,603   !!

2023-03-12T18:15:50,604     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:50,604   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'dependencies' defined outside of `pyproject.toml` would be ignored.
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2023-03-12T18:15:50,605       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:50,605       `dependencies = ['matplotlib', 'numpy', 'Pillow']`

2023-03-12T18:15:50,605       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:50,605       consider this value unless 'dependencies' is listed as `dynamic`.

2023-03-12T18:15:50,606       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:50,606       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:50,606       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:50,606       follow strictly the standard.

2023-03-12T18:15:50,606       To prevent this warning, you can list 'dependencies' under `dynamic` or alternatively
2023-03-12T18:15:50,607       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:50,607       configuration.


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2023-03-12T18:15:50,607     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:50,906   running dist_info
2023-03-12T18:15:50,914   creating /tmp/pip-modern-metadata-qfcaca0h/difPy.egg-info
2023-03-12T18:15:50,922   writing /tmp/pip-modern-metadata-qfcaca0h/difPy.egg-info/PKG-INFO
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2023-03-12T18:15:50,953   reading manifest file '/tmp/pip-modern-metadata-qfcaca0h/difPy.egg-info/SOURCES.txt'
2023-03-12T18:15:50,955   adding license file 'LICENSE.txt'
2023-03-12T18:15:50,958   writing manifest file '/tmp/pip-modern-metadata-qfcaca0h/difPy.egg-info/SOURCES.txt'
2023-03-12T18:15:50,959   creating '/tmp/pip-modern-metadata-qfcaca0h/difPy-3.0.8.dist-info'
2023-03-12T18:15:51,137   Preparing metadata (pyproject.toml): finished with status 'done'
2023-03-12T18:15:51,145   Source in /tmp/pip-wheel-0qg9hirf/difpy_4e7b9cda4bff4dc7943443928d9af48f has version 3.0.8, which satisfies requirement difpy==3.0.8 from https://files.pythonhosted.org/packages/d6/5a/2cae5a3585488d5aa5c6ad4ba6c7089756bb88dc272bc0b8ef143e620a1e/difPy-3.0.8.tar.gz
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2023-03-12T18:15:51,151 Created temporary directory: /tmp/pip-unpack-5xb73acz
2023-03-12T18:15:51,152 Building wheels for collected packages: difpy
2023-03-12T18:15:51,156   Created temporary directory: /tmp/pip-wheel-e3ti3tw7
2023-03-12T18:15:51,157   Destination directory: /tmp/pip-wheel-e3ti3tw7
2023-03-12T18:15:51,159   Building wheel for difpy (pyproject.toml): started
2023-03-12T18:15:51,161   Running command Building wheel for difpy (pyproject.toml)
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2023-03-12T18:15:51,741       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:51,742       `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" : 0,\n "px_size" : 50,\n "files_searched" : 1032,\n "matches_found" : {\'duplicates\': 52, \n                    \'similar\': 0},\n "invalid_files": {"count": 4}}\n```\n\n:new: **[difPy v3.0.8](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.8)** outputs the ``match_count`` of **duplicates** and **similar** images it found.\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=\'duplicates\', px_size=50, move_to=None, \n    show_progress=True, show_output=False, delete=False, silent_del=False, logs=False)\n```\n\n:new: Since **[difPy v3.0.8](https://github.com/elisemercury/Duplicate-Image-Finder/releases/tag/v3.0.8)**, the `similarity` parameter accepts `\'duplicates\'` and `\'similar\'` as input options.\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 | `-p` | show_progress |  \n| `-Z` | output_directory | `-o` | show_output |\n| `-f`| fast_search | `-mv` | move_to |\n| `-r`| recursive | `-d` | delete |\n| `-s` | similarity |  `-sd` | silent_del |\n| `-px` | px_size | `-l` | logs |\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'`

2023-03-12T18:15:51,742       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:51,742       consider this value unless 'readme' is listed as `dynamic`.

2023-03-12T18:15:51,742       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:51,743       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:51,743       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:51,743       follow strictly the standard.

2023-03-12T18:15:51,743       To prevent this warning, you can list 'readme' under `dynamic` or alternatively
2023-03-12T18:15:51,743       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:51,743       configuration.


2023-03-12T18:15:51,744   !!

2023-03-12T18:15:51,744     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:51,744   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'license' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:51,744       !!


2023-03-12T18:15:51,745       ##########################################################################
2023-03-12T18:15:51,745       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:51,745       ##########################################################################

2023-03-12T18:15:51,745       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:51,745       `license = 'MIT'`

2023-03-12T18:15:51,746       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:51,746       consider this value unless 'license' is listed as `dynamic`.

2023-03-12T18:15:51,746       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:51,746       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:51,746       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:51,746       follow strictly the standard.

2023-03-12T18:15:51,747       To prevent this warning, you can list 'license' under `dynamic` or alternatively
2023-03-12T18:15:51,747       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:51,747       configuration.


2023-03-12T18:15:51,747   !!

2023-03-12T18:15:51,748     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:51,748   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'keywords' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:51,748       !!


2023-03-12T18:15:51,748       ##########################################################################
2023-03-12T18:15:51,748       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:51,748       ##########################################################################

2023-03-12T18:15:51,749       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:51,749       `keywords = ['duplicate', 'image', 'finder', 'similarity', 'pictures']`

2023-03-12T18:15:51,749       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:51,749       consider this value unless 'keywords' is listed as `dynamic`.

2023-03-12T18:15:51,750       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:51,750       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:51,750       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:51,750       follow strictly the standard.

2023-03-12T18:15:51,750       To prevent this warning, you can list 'keywords' under `dynamic` or alternatively
2023-03-12T18:15:51,750       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:51,751       configuration.


2023-03-12T18:15:51,751   !!

2023-03-12T18:15:51,751     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:51,751   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'classifiers' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:51,751       !!


2023-03-12T18:15:51,752       ##########################################################################
2023-03-12T18:15:51,752       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:51,752       ##########################################################################

2023-03-12T18:15:51,752       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:51,753       `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']`

2023-03-12T18:15:51,753       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:51,753       consider this value unless 'classifiers' is listed as `dynamic`.

2023-03-12T18:15:51,753       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:51,753       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:51,754       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:51,754       follow strictly the standard.

2023-03-12T18:15:51,754       To prevent this warning, you can list 'classifiers' under `dynamic` or alternatively
2023-03-12T18:15:51,754       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:51,754       configuration.


2023-03-12T18:15:51,755   !!

2023-03-12T18:15:51,755     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:51,755   /tmp/pip-build-env-_yvw6b27/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:103: _WouldIgnoreField: 'dependencies' defined outside of `pyproject.toml` would be ignored.
2023-03-12T18:15:51,755       !!


2023-03-12T18:15:51,755       ##########################################################################
2023-03-12T18:15:51,756       # configuration would be ignored/result in error due to `pyproject.toml` #
2023-03-12T18:15:51,756       ##########################################################################

2023-03-12T18:15:51,756       The following seems to be defined outside of `pyproject.toml`:

2023-03-12T18:15:51,756       `dependencies = ['matplotlib', 'numpy', 'Pillow']`

2023-03-12T18:15:51,756       According to the spec (see the link below), however, setuptools CANNOT
2023-03-12T18:15:51,757       consider this value unless 'dependencies' is listed as `dynamic`.

2023-03-12T18:15:51,757       https://packaging.python.org/en/latest/specifications/declaring-project-metadata/

2023-03-12T18:15:51,757       For the time being, `setuptools` will still consider the given value (as a
2023-03-12T18:15:51,757       **transitional** measure), but please note that future releases of setuptools will
2023-03-12T18:15:51,757       follow strictly the standard.

2023-03-12T18:15:51,757       To prevent this warning, you can list 'dependencies' under `dynamic` or alternatively
2023-03-12T18:15:51,758       remove the `[project]` table from your file and rely entirely on other means of
2023-03-12T18:15:51,758       configuration.


2023-03-12T18:15:51,758   !!

2023-03-12T18:15:51,758     warnings.warn(msg, _WouldIgnoreField)
2023-03-12T18:15:52,049   running bdist_wheel
2023-03-12T18:15:52,075   running build
2023-03-12T18:15:52,075   running build_py
2023-03-12T18:15:52,084   creating build
2023-03-12T18:15:52,084   creating build/lib
2023-03-12T18:15:52,085   creating build/lib/difPy
2023-03-12T18:15:52,086   copying difPy/__init__.py -> build/lib/difPy
2023-03-12T18:15:52,089   copying difPy/dif.py -> build/lib/difPy
2023-03-12T18:15:52,092   copying difPy/version.py -> build/lib/difPy
2023-03-12T18:15:52,094   running egg_info
2023-03-12T18:15:52,109   writing difPy.egg-info/PKG-INFO
2023-03-12T18:15:52,111   writing dependency_links to difPy.egg-info/dependency_links.txt
2023-03-12T18:15:52,113   writing requirements to difPy.egg-info/requires.txt
2023-03-12T18:15:52,114   writing top-level names to difPy.egg-info/top_level.txt
2023-03-12T18:15:52,125   reading manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-12T18:15:52,126   adding license file 'LICENSE.txt'
2023-03-12T18:15:52,129   writing manifest file 'difPy.egg-info/SOURCES.txt'
2023-03-12T18:15:52,144   installing to build/bdist.linux-armv7l/wheel
2023-03-12T18:15:52,144   running install
2023-03-12T18:15:52,169   running install_lib
2023-03-12T18:15:52,177   creating build/bdist.linux-armv7l
2023-03-12T18:15:52,177   creating build/bdist.linux-armv7l/wheel
2023-03-12T18:15:52,179   creating build/bdist.linux-armv7l/wheel/difPy
2023-03-12T18:15:52,180   copying build/lib/difPy/__init__.py -> build/bdist.linux-armv7l/wheel/difPy
2023-03-12T18:15:52,182   copying build/lib/difPy/dif.py -> build/bdist.linux-armv7l/wheel/difPy
2023-03-12T18:15:52,185   copying build/lib/difPy/version.py -> build/bdist.linux-armv7l/wheel/difPy
2023-03-12T18:15:52,186   running install_egg_info
2023-03-12T18:15:52,194   Copying difPy.egg-info to build/bdist.linux-armv7l/wheel/difPy-3.0.8-py3.9.egg-info
2023-03-12T18:15:52,205   running install_scripts
2023-03-12T18:15:52,221   creating build/bdist.linux-armv7l/wheel/difPy-3.0.8.dist-info/WHEEL
2023-03-12T18:15:52,224   creating '/tmp/pip-wheel-e3ti3tw7/.tmp-0jd308_g/difPy-3.0.8-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2023-03-12T18:15:52,226   adding 'difPy/__init__.py'
2023-03-12T18:15:52,230   adding 'difPy/dif.py'
2023-03-12T18:15:52,231   adding 'difPy/version.py'
2023-03-12T18:15:52,234   adding 'difPy-3.0.8.dist-info/LICENSE.txt'
2023-03-12T18:15:52,235   adding 'difPy-3.0.8.dist-info/METADATA'
2023-03-12T18:15:52,236   adding 'difPy-3.0.8.dist-info/WHEEL'
2023-03-12T18:15:52,237   adding 'difPy-3.0.8.dist-info/top_level.txt'
2023-03-12T18:15:52,238   adding 'difPy-3.0.8.dist-info/RECORD'
2023-03-12T18:15:52,239   removing build/bdist.linux-armv7l/wheel
2023-03-12T18:15:52,346   Building wheel for difpy (pyproject.toml): finished with status 'done'
2023-03-12T18:15:52,352   Created wheel for difpy: filename=difPy-3.0.8-py3-none-any.whl size=11643 sha256=d7d546bf49e6609fd2ba5559bcb84c1fe420ad25c95b6c32408bcea439f80448
2023-03-12T18:15:52,353   Stored in directory: /tmp/pip-ephem-wheel-cache-bc2ti3ii/wheels/e3/45/96/7c1d11b473917c82b771b7110123468cfa19e2fb5af1e76feb
2023-03-12T18:15:52,365 Successfully built difpy
2023-03-12T18:15:52,369 Removed build tracker: '/tmp/pip-build-tracker-ff96j6x8'