2023-10-04T09:19:35,387 Created temporary directory: /tmp/pip-build-tracker-55lip3ic 2023-10-04T09:19:35,388 Initialized build tracking at /tmp/pip-build-tracker-55lip3ic 2023-10-04T09:19:35,389 Created build tracker: /tmp/pip-build-tracker-55lip3ic 2023-10-04T09:19:35,389 Entered build tracker: /tmp/pip-build-tracker-55lip3ic 2023-10-04T09:19:35,390 Created temporary directory: /tmp/pip-wheel-8fc7obgx 2023-10-04T09:19:35,393 Created temporary directory: /tmp/pip-ephem-wheel-cache-y2qqhyvx 2023-10-04T09:19:35,415 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2023-10-04T09:19:35,418 2 location(s) to search for versions of skself: 2023-10-04T09:19:35,418 * https://pypi.org/simple/skself/ 2023-10-04T09:19:35,418 * https://www.piwheels.org/simple/skself/ 2023-10-04T09:19:35,419 Fetching project page and analyzing links: https://pypi.org/simple/skself/ 2023-10-04T09:19:35,420 Getting page https://pypi.org/simple/skself/ 2023-10-04T09:19:35,422 Found index url https://pypi.org/simple/ 2023-10-04T09:19:40,705 Fetched page https://pypi.org/simple/skself/ as application/vnd.pypi.simple.v1+json 2023-10-04T09:19:40,706 Skipping link: No binaries permitted for skself: https://files.pythonhosted.org/packages/8d/f5/58efab19ac7f706b22d6b7830de5e10b99e80196182624089a40cb9038bc/skself-0.1.0-py3-none-any.whl (from https://pypi.org/simple/skself/) 2023-10-04T09:19:40,707 Found link https://files.pythonhosted.org/packages/ce/8b/2a7a3b4ccf0e29c0afd556d8cf2d006a463c237163fa4c22a6494600a9ac/skself-0.1.0.tar.gz (from https://pypi.org/simple/skself/), version: 0.1.0 2023-10-04T09:19:40,708 Fetching project page and analyzing links: https://www.piwheels.org/simple/skself/ 2023-10-04T09:19:40,708 Getting page https://www.piwheels.org/simple/skself/ 2023-10-04T09:19:40,710 Found index url https://www.piwheels.org/simple/ 2023-10-04T09:19:40,870 Fetched page https://www.piwheels.org/simple/skself/ as text/html 2023-10-04T09:19:40,871 Skipping link: not a file: https://www.piwheels.org/simple/skself/ 2023-10-04T09:19:40,872 Skipping link: not a file: https://pypi.org/simple/skself/ 2023-10-04T09:19:40,892 Given no hashes to check 1 links for project 'skself': discarding no candidates 2023-10-04T09:19:40,911 Collecting skself==0.1.0 2023-10-04T09:19:40,914 Created temporary directory: /tmp/pip-unpack-hahkvt2y 2023-10-04T09:19:41,141 Downloading skself-0.1.0.tar.gz (24 kB) 2023-10-04T09:19:41,189 Added skself==0.1.0 from https://files.pythonhosted.org/packages/ce/8b/2a7a3b4ccf0e29c0afd556d8cf2d006a463c237163fa4c22a6494600a9ac/skself-0.1.0.tar.gz to build tracker '/tmp/pip-build-tracker-55lip3ic' 2023-10-04T09:19:41,191 Running setup.py (path:/tmp/pip-wheel-8fc7obgx/skself_56d97416f3884163ad85352260746a1d/setup.py) egg_info for package skself 2023-10-04T09:19:41,192 Created temporary directory: /tmp/pip-pip-egg-info-wezdpt0m 2023-10-04T09:19:41,193 Preparing metadata (setup.py): started 2023-10-04T09:19:41,194 Running command python setup.py egg_info 2023-10-04T09:19:42,342 UNDER CONSTRUCTION 2023-10-04T09:19:42,344 .. figure:: skself/assets/images/logo.png 2023-10-04T09:19:42,345 :align: center 2023-10-04T09:19:42,345 :alt: 2023-10-04T09:19:42,346 :scale: 50 % 2023-10-04T09:19:42,349 .. image:: https://readthedocs.org/projects/skself/badge/?version=latest 2023-10-04T09:19:42,349 :target: https://tfds-defect-detection.readthedocs.io/en/latest/README.html 2023-10-04T09:19:42,350 :alt: Documentation Status 2023-10-04T09:19:42,351 .. image:: https://img.shields.io/pypi/v/skself 2023-10-04T09:19:42,352 :target: https://pypi.org/project/tfds-defect-detection/ 2023-10-04T09:19:42,353 .. image:: https://img.shields.io/pypi/pyversions/skself 2023-10-04T09:19:42,353 :alt: PyPI - Python Version 2023-10-04T09:19:42,355 ======================================== 2023-10-04T09:19:42,356 Self-supervised learning sklearn-style 2023-10-04T09:19:42,357 ======================================== 2023-10-04T09:19:42,358 To directly jump into the code look at the sample notebook 2023-10-04T09:19:42,360 .. class:: center 2023-10-04T09:19:42,362 |Open in Colab| 2023-10-04T09:19:42,363 .. |Open in Colab| image:: https://img.shields.io/badge/Open%20In-Colab-orange?style=for-the-badge&logo=data:image/png;base64,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 2023-10-04T09:19:42,364 :target: https://colab.research.google.com/drive/1KGR3EeF6eV-dgO07DZ_NCqSgrAJbzhCs?usp=sharing 2023-10-04T09:19:42,365 .. admonition:: Features 2023-10-04T09:19:42,367 - TBD 2023-10-04T09:19:42,370 Provides a Model inheriting sklearn.base.BaseEstimator for 2023-10-04T09:19:42,371 ----------------------------------------------------------------- 2023-10-04T09:19:42,373 +--------+-------+-----+ 2023-10-04T09:19:42,374 | Method | Paper | API | 2023-10-04T09:19:42,375 +========+=======+=====+ 2023-10-04T09:19:42,375 | ... | ... | ... | 2023-10-04T09:19:42,376 +--------+-------+-----+ 2023-10-04T09:19:42,378 Install 2023-10-04T09:19:42,379 ------- 2023-10-04T09:19:42,380 Create a new python=3.9 env and install `skself` from pip 2023-10-04T09:19:42,382 .. code-block:: bash 2023-10-04T09:19:42,383 pip install skself 2023-10-04T09:19:42,386 Examples 2023-10-04T09:19:42,387 ----------- 2023-10-04T09:19:42,388 .. code-block:: python 2023-10-04T09:19:42,389 import skself 2023-10-04T09:19:42,390 ... TBD 2023-10-04T09:19:42,393 Usage 2023-10-04T09:19:42,394 ----------- 2023-10-04T09:19:42,395 All parmeters 2023-10-04T09:19:42,397 .. code-block:: python 2023-10-04T09:19:42,398 import skself 2023-10-04T09:19:42,398 ... TBD 2023-10-04T09:19:42,400 .. figure:: tfds_defect_detection/assets/images/example.png 2023-10-04T09:19:42,400 :align: center 2023-10-04T09:19:42,401 :alt: 2023-10-04T09:19:42,402 :scale: 50 % 2023-10-04T09:19:42,404 Docs 2023-10-04T09:19:42,405 ---- 2023-10-04T09:19:42,406 FOR API Reference see 2023-10-04T09:19:42,407 https://sklef.readthedocs.io/en/latest/autoapi/skself/index.html 2023-10-04T09:19:42,409 Cite 2023-10-04T09:19:42,410 ---- 2023-10-04T09:19:42,412 If this project helped you during your work: 2023-10-04T09:19:42,413 Until a publication is available, please cite as 2023-10-04T09:19:42,414 Tobias Schiele et al. (2023). skself - Self-supervised learning sklearn-style. https://github.com/thetoby9944/skself. 2023-10-04T09:19:42,417 .. code-block:: latex 2023-10-04T09:19:42,419 @misc{Schiele2019, 2023-10-04T09:19:42,420 author = {Tobias Schiele, Daria Kern, Prof. Dr. Ulrich Klauck}, 2023-10-04T09:19:42,421 title = {Skself - Self-supervised learning sklearn-style}, 2023-10-04T09:19:42,422 year = {2022}, 2023-10-04T09:19:42,423 publisher = {GitHub}, 2023-10-04T09:19:42,424 journal = {GitHub repository}, 2023-10-04T09:19:42,425 howpublished = {\url{https://github.com/thetoby9944/skself}}, 2023-10-04T09:19:42,426 } 2023-10-04T09:19:42,463 Preparing metadata (setup.py): finished with status 'done' 2023-10-04T09:19:42,468 Source in /tmp/pip-wheel-8fc7obgx/skself_56d97416f3884163ad85352260746a1d has version 0.1.0, which satisfies requirement skself==0.1.0 from https://files.pythonhosted.org/packages/ce/8b/2a7a3b4ccf0e29c0afd556d8cf2d006a463c237163fa4c22a6494600a9ac/skself-0.1.0.tar.gz 2023-10-04T09:19:42,469 Removed skself==0.1.0 from https://files.pythonhosted.org/packages/ce/8b/2a7a3b4ccf0e29c0afd556d8cf2d006a463c237163fa4c22a6494600a9ac/skself-0.1.0.tar.gz from build tracker '/tmp/pip-build-tracker-55lip3ic' 2023-10-04T09:19:42,474 Created temporary directory: /tmp/pip-unpack-3gs5d37i 2023-10-04T09:19:42,475 Created temporary directory: /tmp/pip-unpack-fb5jjvj5 2023-10-04T09:19:42,490 Building wheels for collected packages: skself 2023-10-04T09:19:42,494 Created temporary directory: /tmp/pip-wheel-xmlvhekq 2023-10-04T09:19:42,495 Building wheel for skself (setup.py): started 2023-10-04T09:19:42,496 Destination directory: /tmp/pip-wheel-xmlvhekq 2023-10-04T09:19:42,497 Running command python setup.py bdist_wheel 2023-10-04T09:19:42,907 UNDER CONSTRUCTION 2023-10-04T09:19:42,909 .. figure:: skself/assets/images/logo.png 2023-10-04T09:19:42,909 :align: center 2023-10-04T09:19:42,910 :alt: 2023-10-04T09:19:42,911 :scale: 50 % 2023-10-04T09:19:42,913 .. image:: https://readthedocs.org/projects/skself/badge/?version=latest 2023-10-04T09:19:42,913 :target: https://tfds-defect-detection.readthedocs.io/en/latest/README.html 2023-10-04T09:19:42,914 :alt: Documentation Status 2023-10-04T09:19:42,914 .. image:: https://img.shields.io/pypi/v/skself 2023-10-04T09:19:42,915 :target: https://pypi.org/project/tfds-defect-detection/ 2023-10-04T09:19:42,916 .. image:: https://img.shields.io/pypi/pyversions/skself 2023-10-04T09:19:42,917 :alt: PyPI - Python Version 2023-10-04T09:19:42,918 ======================================== 2023-10-04T09:19:42,918 Self-supervised learning sklearn-style 2023-10-04T09:19:42,918 ======================================== 2023-10-04T09:19:42,919 To directly jump into the code look at the sample notebook 2023-10-04T09:19:42,920 .. class:: center 2023-10-04T09:19:42,921 |Open in Colab| 2023-10-04T09:19:42,922 .. |Open in Colab| image:: https://img.shields.io/badge/Open%20In-Colab-orange?style=for-the-badge&logo=data:image/png;base64,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 2023-10-04T09:19:42,923 :target: https://colab.research.google.com/drive/1KGR3EeF6eV-dgO07DZ_NCqSgrAJbzhCs?usp=sharing 2023-10-04T09:19:42,924 .. admonition:: Features 2023-10-04T09:19:42,925 - TBD 2023-10-04T09:19:42,926 Provides a Model inheriting sklearn.base.BaseEstimator for 2023-10-04T09:19:42,927 ----------------------------------------------------------------- 2023-10-04T09:19:42,928 +--------+-------+-----+ 2023-10-04T09:19:42,928 | Method | Paper | API | 2023-10-04T09:19:42,928 +========+=======+=====+ 2023-10-04T09:19:42,929 | ... | ... | ... | 2023-10-04T09:19:42,929 +--------+-------+-----+ 2023-10-04T09:19:42,931 Install 2023-10-04T09:19:42,931 ------- 2023-10-04T09:19:42,932 Create a new python=3.9 env and install `skself` from pip 2023-10-04T09:19:42,933 .. code-block:: bash 2023-10-04T09:19:42,934 pip install skself 2023-10-04T09:19:42,936 Examples 2023-10-04T09:19:42,936 ----------- 2023-10-04T09:19:42,937 .. code-block:: python 2023-10-04T09:19:42,938 import skself 2023-10-04T09:19:42,939 ... TBD 2023-10-04T09:19:42,941 Usage 2023-10-04T09:19:42,942 ----------- 2023-10-04T09:19:42,943 All parmeters 2023-10-04T09:19:42,944 .. code-block:: python 2023-10-04T09:19:42,945 import skself 2023-10-04T09:19:42,945 ... TBD 2023-10-04T09:19:42,946 .. figure:: tfds_defect_detection/assets/images/example.png 2023-10-04T09:19:42,947 :align: center 2023-10-04T09:19:42,948 :alt: 2023-10-04T09:19:42,948 :scale: 50 % 2023-10-04T09:19:42,950 Docs 2023-10-04T09:19:42,951 ---- 2023-10-04T09:19:42,952 FOR API Reference see 2023-10-04T09:19:42,953 https://sklef.readthedocs.io/en/latest/autoapi/skself/index.html 2023-10-04T09:19:42,955 Cite 2023-10-04T09:19:42,955 ---- 2023-10-04T09:19:42,957 If this project helped you during your work: 2023-10-04T09:19:42,957 Until a publication is available, please cite as 2023-10-04T09:19:42,958 Tobias Schiele et al. (2023). skself - Self-supervised learning sklearn-style. https://github.com/thetoby9944/skself. 2023-10-04T09:19:42,960 .. code-block:: latex 2023-10-04T09:19:42,961 @misc{Schiele2019, 2023-10-04T09:19:42,962 author = {Tobias Schiele, Daria Kern, Prof. Dr. Ulrich Klauck}, 2023-10-04T09:19:42,962 title = {Skself - Self-supervised learning sklearn-style}, 2023-10-04T09:19:42,963 year = {2022}, 2023-10-04T09:19:42,964 publisher = {GitHub}, 2023-10-04T09:19:42,964 journal = {GitHub repository}, 2023-10-04T09:19:42,965 howpublished = {\url{https://github.com/thetoby9944/skself}}, 2023-10-04T09:19:42,965 } 2023-10-04T09:19:43,779 /usr/local/lib/python3.11/dist-packages/setuptools/_distutils/cmd.py:66: SetuptoolsDeprecationWarning: setup.py install is deprecated. 2023-10-04T09:19:43,779 !! 2023-10-04T09:19:43,781 ******************************************************************************** 2023-10-04T09:19:43,781 Please avoid running ``setup.py`` directly. 2023-10-04T09:19:43,782 Instead, use pypa/build, pypa/installer or other 2023-10-04T09:19:43,782 standards-based tools. 2023-10-04T09:19:43,784 See https://blog.ganssle.io/articles/2021/10/setup-py-deprecated.html for details. 2023-10-04T09:19:43,784 ******************************************************************************** 2023-10-04T09:19:43,785 !! 2023-10-04T09:19:43,786 self.initialize_options() 2023-10-04T09:19:44,067 Building wheel for skself (setup.py): finished with status 'done' 2023-10-04T09:19:44,070 Created wheel for skself: filename=skself-0.1.0-py3-none-any.whl size=20679 sha256=0b3930f385816c9d52049fd1a8b1a6e6497be35e928f657063e789351d1255a1 2023-10-04T09:19:44,071 Stored in directory: /tmp/pip-ephem-wheel-cache-y2qqhyvx/wheels/a2/49/3f/d5cd4d822a44e0e26d105bb17136bf9ac8689bf883aa9a6314 2023-10-04T09:19:44,082 Successfully built skself 2023-10-04T09:19:44,085 Removed build tracker: '/tmp/pip-build-tracker-55lip3ic'