2023-10-04T06:15:13,332 Created temporary directory: /tmp/pip-build-tracker-exu8pstn 2023-10-04T06:15:13,333 Initialized build tracking at /tmp/pip-build-tracker-exu8pstn 2023-10-04T06:15:13,334 Created build tracker: /tmp/pip-build-tracker-exu8pstn 2023-10-04T06:15:13,334 Entered build tracker: /tmp/pip-build-tracker-exu8pstn 2023-10-04T06:15:13,334 Created temporary directory: /tmp/pip-wheel-y8r8gv90 2023-10-04T06:15:13,339 Created temporary directory: /tmp/pip-ephem-wheel-cache-2pyj5zyr 2023-10-04T06:15:13,363 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2023-10-04T06:15:13,367 2 location(s) to search for versions of sklearn-quantile: 2023-10-04T06:15:13,367 * https://pypi.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,367 * https://www.piwheels.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,368 Fetching project page and analyzing links: https://pypi.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,368 Getting page https://pypi.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,370 Found index url https://pypi.org/simple/ 2023-10-04T06:15:13,421 Fetched page https://pypi.org/simple/sklearn-quantile/ as application/vnd.pypi.simple.v1+json 2023-10-04T06:15:13,427 Found link https://files.pythonhosted.org/packages/06/c3/29e35ccc20eef8ea1704fbdb741067466fd5c2b6c016f46352bb641699bd/sklearn_quantile-0.0.2.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.2 2023-10-04T06:15:13,427 Found link https://files.pythonhosted.org/packages/30/5f/70cfaeee2ce7fdbe145f35d3acabffda38091c2394fd3d6af3374e791233/sklearn_quantile-0.0.3.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.3 2023-10-04T06:15:13,427 Found link https://files.pythonhosted.org/packages/83/4e/20167b1319a33c2b66afab6d0f9737841f1491948e6ddc03856375b58ef3/sklearn_quantile-0.0.17.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.17 2023-10-04T06:15:13,428 Found link https://files.pythonhosted.org/packages/92/1b/f29e4c789439a7759a8c5b63285c926ef6ae5656f60423bd3338a2611bc8/sklearn_quantile-0.0.18.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.18 2023-10-04T06:15:13,428 Found link https://files.pythonhosted.org/packages/a2/e8/768c3d4e4a60805d56cce4b52fc69aacdfa335c326cd366d7398431a1e0a/sklearn_quantile-0.0.19.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.19 2023-10-04T06:15:13,428 Found link https://files.pythonhosted.org/packages/38/e4/459a643b6d981bccbfeb44495fc9afc99fcdaa41b196fa2d7959a3ae5114/sklearn_quantile-0.0.20.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.20 2023-10-04T06:15:13,428 Found link https://files.pythonhosted.org/packages/52/55/47ec9442a1bb289bc66b7c8405726ce567bc6afe03a827af86b3d395dcde/sklearn_quantile-0.0.21.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.21 2023-10-04T06:15:13,429 Found link https://files.pythonhosted.org/packages/64/ad/84858b02254615cebe14e46629a00b43b84c64f4438f9a87183ff0d0fca0/sklearn_quantile-0.0.23.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.23 2023-10-04T06:15:13,429 Found link https://files.pythonhosted.org/packages/fe/42/bfa18b961ba2133e5a0576db09361d7e7b42aae7a59c54518615ffb1a05c/sklearn_quantile-0.0.24.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.24 2023-10-04T06:15:13,429 Found link https://files.pythonhosted.org/packages/13/fd/fc473363300ca0d3f16a748e769c95cb5573d21d43d0a1e6b2dd73d25186/sklearn_quantile-0.0.25.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.25 2023-10-04T06:15:13,430 Found link https://files.pythonhosted.org/packages/64/11/8eb0758480f8d9068e4140a5515268aef98474ec1c5c280736b0cd891797/sklearn-quantile-0.0.26.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.26 2023-10-04T06:15:13,430 Found link https://files.pythonhosted.org/packages/42/3c/5150acbe7d22e91f301b7f171954eac765cd36958ade66e0f6eb39925154/sklearn-quantile-0.0.27.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.27 2023-10-04T06:15:13,430 Found link https://files.pythonhosted.org/packages/79/23/7c9c2d771099895993cd6c314a05dcaef28ae824af01e98d7b8d855f7229/sklearn-quantile-0.0.28.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.28 2023-10-04T06:15:13,431 Found link https://files.pythonhosted.org/packages/7f/c9/99fc6bd632ec3333087c783225c4a2cb851b4e181dc1a213ebb60740cfcb/sklearn-quantile-0.0.29.tar.gz (from https://pypi.org/simple/sklearn-quantile/), version: 0.0.29 2023-10-04T06:15:13,431 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/74/38/83d825976bc4f32363dab44ef6a2f43f26fc94161b588eafe8962c77f1b1/sklearn_quantile-0.0.29-cp310-cp310-macosx_11_0_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,431 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/32/c6/c2b646b1b3b72b2dc6b56a0a4e6c61052b565c13967f9f18b01cb84572e6/sklearn_quantile-0.0.29-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,431 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/40/91/f476cd9e91b0f71f06da9c2662fca778f8e4612a90c82a4da322056fdf06/sklearn_quantile-0.0.29-cp310-cp310-win_amd64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,432 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/46/78/a3a0fdb8cd28b165df82b66e9701ea172c9240962feba7ebf3988495958f/sklearn_quantile-0.0.29-cp311-cp311-macosx_10_9_universal2.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,432 Skipping link: No binaries permitted for sklearn-quantile: 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https://files.pythonhosted.org/packages/b2/79/7153b1ba1cd99f23b8407ba4d91694b7fe9f7795a01025d32596db71a72c/sklearn_quantile-0.0.29-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,432 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/5a/26/99e35e57dfb7dc02b160ee588db43b3736ec1a281f983df0d93d931e7c96/sklearn_quantile-0.0.29-cp38-cp38-win_amd64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,433 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/d6/e5/ab130eac59c45c05d8323d15539433ebb523ff8d9553a6bccf7d0cf92536/sklearn_quantile-0.0.29-cp39-cp39-macosx_11_0_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,433 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/93/9e/af92ab638d1bfb5631febe9f5c62de0fccece081649940af55f0f2487f73/sklearn_quantile-0.0.29-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,433 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/43/cc/8e292766881bfaad4b159fed348e89569bc45bc57ba311be7002e49596b7/sklearn_quantile-0.0.29-cp39-cp39-win_amd64.whl (from https://pypi.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,433 Fetching project page and analyzing links: https://www.piwheels.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,434 Getting page https://www.piwheels.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,435 Found index url https://www.piwheels.org/simple/ 2023-10-04T06:15:13,509 Fetched page https://www.piwheels.org/simple/sklearn-quantile/ as text/html 2023-10-04T06:15:13,525 Skipping link: No binaries permitted for sklearn-quantile: 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https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.19-cp39-cp39-linux_armv7l.whl#sha256=e73c754374326fdaf4c041a0e3d53f44dc38544bfbfb3feaf02c107eb1058a26 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,532 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.19-cp39-cp39-linux_armv6l.whl#sha256=e73c754374326fdaf4c041a0e3d53f44dc38544bfbfb3feaf02c107eb1058a26 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,532 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.19-cp37-cp37m-linux_armv7l.whl#sha256=1c415f25f3e6e8af8c9f65889783533403ffb7d056fe4b6581b1280a24d117e2 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,532 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.19-cp37-cp37m-linux_armv6l.whl#sha256=1c415f25f3e6e8af8c9f65889783533403ffb7d056fe4b6581b1280a24d117e2 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,532 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.19-cp35-cp35m-linux_armv7l.whl#sha256=017f2d7450afd9afd3f35bc21e3351d3cf2191ddd92aaa53ee67d0fd0c8c7154 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,533 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.19-cp35-cp35m-linux_armv6l.whl#sha256=017f2d7450afd9afd3f35bc21e3351d3cf2191ddd92aaa53ee67d0fd0c8c7154 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,533 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.18-cp39-cp39-linux_armv7l.whl#sha256=33bc9cd05372cda3a5706bf551ddfd5aa865f65401572171ceabe1a47fd596ff (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,533 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.18-cp39-cp39-linux_armv6l.whl#sha256=33bc9cd05372cda3a5706bf551ddfd5aa865f65401572171ceabe1a47fd596ff (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,533 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.18-cp37-cp37m-linux_armv7l.whl#sha256=21961808bd5800e14294a854dbcf844fe613dab2dd12fe6bb2de01121dcdc697 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,533 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.18-cp37-cp37m-linux_armv6l.whl#sha256=21961808bd5800e14294a854dbcf844fe613dab2dd12fe6bb2de01121dcdc697 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,534 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.18-cp35-cp35m-linux_armv7l.whl#sha256=14a626645f8e15109a548e245fee0ebbe10c1dccdb80138ec66a67f2b498f7be (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,534 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.18-cp35-cp35m-linux_armv6l.whl#sha256=14a626645f8e15109a548e245fee0ebbe10c1dccdb80138ec66a67f2b498f7be (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,534 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.17-cp39-cp39-linux_armv7l.whl#sha256=e60900f5fe58a2328548ba611f9a3566bc9c10f6d7229a4f928d90d3cf0e690f (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,534 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.17-cp39-cp39-linux_armv6l.whl#sha256=e60900f5fe58a2328548ba611f9a3566bc9c10f6d7229a4f928d90d3cf0e690f (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,534 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.17-cp37-cp37m-linux_armv7l.whl#sha256=320e853a2008c227283c12ec0e76b18160b4d924819f96a11a69c23fc0cde446 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,535 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.17-cp37-cp37m-linux_armv6l.whl#sha256=320e853a2008c227283c12ec0e76b18160b4d924819f96a11a69c23fc0cde446 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,535 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.17-cp35-cp35m-linux_armv7l.whl#sha256=7966c577c2361c6cbf319a0f08d5a43fa11c4bff69e493b3bb36cfaeed061e1a (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,535 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.17-cp35-cp35m-linux_armv6l.whl#sha256=7966c577c2361c6cbf319a0f08d5a43fa11c4bff69e493b3bb36cfaeed061e1a (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,535 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.3-cp39-cp39-linux_armv7l.whl#sha256=7036c89ed866386518c9f900edf4209da6517388baa4ab3df0774de49cce72ea (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,535 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.3-cp39-cp39-linux_armv6l.whl#sha256=7036c89ed866386518c9f900edf4209da6517388baa4ab3df0774de49cce72ea (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,536 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.3-cp37-cp37m-linux_armv7l.whl#sha256=e0247abd122030747b7546fa043c11d728363cbbb05e4fa6f0da6ddd6babf84f (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,536 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.3-cp37-cp37m-linux_armv6l.whl#sha256=e0247abd122030747b7546fa043c11d728363cbbb05e4fa6f0da6ddd6babf84f (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,536 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.3-cp35-cp35m-linux_armv7l.whl#sha256=f99b2018014eec8117ef90c285aa3025859b0ecbf535d30ec680903a2c588e02 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,536 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.3-cp35-cp35m-linux_armv6l.whl#sha256=f99b2018014eec8117ef90c285aa3025859b0ecbf535d30ec680903a2c588e02 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,536 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.2-cp39-cp39-linux_armv7l.whl#sha256=b0ce920171d44eea0498f1bbf97bc8f1ef89319ec77d457112f3b92db43bbb2d (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,536 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.2-cp39-cp39-linux_armv6l.whl#sha256=b0ce920171d44eea0498f1bbf97bc8f1ef89319ec77d457112f3b92db43bbb2d (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,537 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.2-cp37-cp37m-linux_armv7l.whl#sha256=b4e0ec7fe19c67af4a0ff20d5413aa1f998e5c809f65f6309a339313af18ae98 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,537 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.2-cp37-cp37m-linux_armv6l.whl#sha256=b4e0ec7fe19c67af4a0ff20d5413aa1f998e5c809f65f6309a339313af18ae98 (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,537 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.2-cp35-cp35m-linux_armv7l.whl#sha256=2538cf35e2db7f4ac2b14e4c7db590e24a6741b2e45960fca80611b92fff20bd (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,537 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.2-cp35-cp35m-linux_armv6l.whl#sha256=2538cf35e2db7f4ac2b14e4c7db590e24a6741b2e45960fca80611b92fff20bd (from https://www.piwheels.org/simple/sklearn-quantile/) 2023-10-04T06:15:13,538 Skipping link: not a file: https://www.piwheels.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,538 Skipping link: not a file: https://pypi.org/simple/sklearn-quantile/ 2023-10-04T06:15:13,555 Given no hashes to check 1 links for project 'sklearn-quantile': discarding no candidates 2023-10-04T06:15:13,571 Collecting sklearn-quantile==0.0.23 2023-10-04T06:15:13,573 Created temporary directory: /tmp/pip-unpack-emthaf8q 2023-10-04T06:15:13,615 Downloading sklearn_quantile-0.0.23.tar.gz (20 kB) 2023-10-04T06:15:13,673 Added sklearn-quantile==0.0.23 from https://files.pythonhosted.org/packages/64/ad/84858b02254615cebe14e46629a00b43b84c64f4438f9a87183ff0d0fca0/sklearn_quantile-0.0.23.tar.gz to build tracker '/tmp/pip-build-tracker-exu8pstn' 2023-10-04T06:15:13,678 Created temporary directory: /tmp/pip-build-env-0qayxjx4 2023-10-04T06:15:13,688 Installing build dependencies: started 2023-10-04T06:15:13,689 Running command pip subprocess to install build dependencies 2023-10-04T06:15:15,335 Using pip 23.2.1 from /usr/local/lib/python3.9/dist-packages/pip (python 3.9) 2023-10-04T06:15:15,868 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2023-10-04T06:15:17,420 Collecting setuptools>=61.2 2023-10-04T06:15:17,498 Using cached https://www.piwheels.org/simple/setuptools/setuptools-68.2.2-py3-none-any.whl (807 kB) 2023-10-04T06:15:19,162 Collecting cython>=3 2023-10-04T06:15:19,934 Using cached https://www.piwheels.org/simple/cython/Cython-3.0.2-cp39-cp39-linux_armv7l.whl (10.7 MB) 2023-10-04T06:15:21,516 Collecting numpy 2023-10-04T06:15:22,838 Using cached https://www.piwheels.org/simple/numpy/numpy-1.26.0-cp39-cp39-linux_armv7l.whl (19.4 MB) 2023-10-04T06:15:25,060 Installing collected packages: setuptools, numpy, cython 2023-10-04T06:15:34,876 Creating /tmp/pip-build-env-0qayxjx4/overlay/bin 2023-10-04T06:15:34,878 changing mode of /tmp/pip-build-env-0qayxjx4/overlay/bin/f2py to 755 2023-10-04T06:15:38,312 changing mode of /tmp/pip-build-env-0qayxjx4/overlay/bin/cygdb to 755 2023-10-04T06:15:38,314 changing mode of /tmp/pip-build-env-0qayxjx4/overlay/bin/cython to 755 2023-10-04T06:15:38,316 changing mode of /tmp/pip-build-env-0qayxjx4/overlay/bin/cythonize to 755 2023-10-04T06:15:38,339 ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. 2023-10-04T06:15:38,339 scipy 1.8.1 requires numpy<1.25.0,>=1.17.3, but you have numpy 1.26.0 which is incompatible. 2023-10-04T06:15:38,340 Successfully installed cython-3.0.2 numpy-1.26.0 setuptools-68.2.2 2023-10-04T06:15:38,937 Installing build dependencies: finished with status 'done' 2023-10-04T06:15:38,942 Getting requirements to build wheel: started 2023-10-04T06:15:38,943 Running command Getting requirements to build wheel 2023-10-04T06:15:41,409 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/Cython/Compiler/Main.py:384: FutureWarning: Cython directive 'language_level' not set, using '3str' for now (Py3). This has changed from earlier releases! File: /tmp/pip-wheel-y8r8gv90/sklearn-quantile_30b2d0d8b3124ca58b0206454a6a9b20/sklearn_quantile/ensemble/maximum.pyx 2023-10-04T06:15:41,410 tree = Parsing.p_module(s, pxd, full_module_name) 2023-10-04T06:15:44,160 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/Cython/Compiler/Main.py:384: FutureWarning: Cython directive 'language_level' not set, using '3str' for now (Py3). This has changed from earlier releases! File: /tmp/pip-wheel-y8r8gv90/sklearn-quantile_30b2d0d8b3124ca58b0206454a6a9b20/sklearn_quantile/ensemble/quantile.pyx 2023-10-04T06:15:44,160 tree = Parsing.p_module(s, pxd, full_module_name) 2023-10-04T06:15:47,774 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/Cython/Compiler/Main.py:384: FutureWarning: Cython directive 'language_level' not set, using '3str' for now (Py3). This has changed from earlier releases! File: /tmp/pip-wheel-y8r8gv90/sklearn-quantile_30b2d0d8b3124ca58b0206454a6a9b20/sklearn_quantile/utils/weighted_quantile.pxd 2023-10-04T06:15:47,774 tree = Parsing.p_module(s, pxd, full_module_name) 2023-10-04T06:15:51,000 Compiling sklearn_quantile/utils/weighted_quantile.pyx because it changed. 2023-10-04T06:15:51,000 Compiling sklearn_quantile/ensemble/quantile.pyx because it changed. 2023-10-04T06:15:51,001 Compiling sklearn_quantile/ensemble/maximum.pyx because it changed. 2023-10-04T06:15:51,001 [1/3] Cythonizing sklearn_quantile/ensemble/maximum.pyx 2023-10-04T06:15:51,001 [2/3] Cythonizing sklearn_quantile/ensemble/quantile.pyx 2023-10-04T06:15:51,001 [3/3] Cythonizing sklearn_quantile/utils/weighted_quantile.pyx 2023-10-04T06:15:51,012 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/dist.py:498: SetuptoolsDeprecationWarning: Invalid dash-separated options 2023-10-04T06:15:51,012 !! 2023-10-04T06:15:51,013 ******************************************************************************** 2023-10-04T06:15:51,013 Usage of dash-separated 'description-file' will not be supported in future 2023-10-04T06:15:51,013 versions. Please use the underscore name 'description_file' instead. 2023-10-04T06:15:51,013 This deprecation is overdue, please update your project and remove deprecated 2023-10-04T06:15:51,013 calls to avoid build errors in the future. 2023-10-04T06:15:51,014 See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details. 2023-10-04T06:15:51,014 ******************************************************************************** 2023-10-04T06:15:51,014 !! 2023-10-04T06:15:51,014 opt = self.warn_dash_deprecation(opt, section) 2023-10-04T06:15:51,582 Getting requirements to build wheel: finished with status 'done' 2023-10-04T06:15:51,602 Installing backend dependencies: started 2023-10-04T06:15:51,603 Running command pip subprocess to install backend dependencies 2023-10-04T06:15:52,863 Using pip 23.2.1 from /usr/local/lib/python3.9/dist-packages/pip (python 3.9) 2023-10-04T06:15:53,417 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple 2023-10-04T06:15:53,712 Collecting packaging 2023-10-04T06:15:53,731 Using cached https://www.piwheels.org/simple/packaging/packaging-23.2-py3-none-any.whl (53 kB) 2023-10-04T06:15:53,968 Collecting wheel 2023-10-04T06:15:53,986 Using cached https://www.piwheels.org/simple/wheel/wheel-0.41.2-py3-none-any.whl (64 kB) 2023-10-04T06:15:55,338 Installing collected packages: wheel, packaging 2023-10-04T06:15:55,556 Creating /tmp/pip-build-env-0qayxjx4/normal/bin 2023-10-04T06:15:55,558 changing mode of /tmp/pip-build-env-0qayxjx4/normal/bin/wheel to 755 2023-10-04T06:15:55,714 Successfully installed packaging-23.2 wheel-0.41.2 2023-10-04T06:15:56,123 Installing backend dependencies: finished with status 'done' 2023-10-04T06:15:56,126 Created temporary directory: /tmp/pip-modern-metadata-e5cxv07u 2023-10-04T06:15:56,128 Preparing metadata (pyproject.toml): started 2023-10-04T06:15:56,129 Running command Preparing metadata (pyproject.toml) 2023-10-04T06:15:57,805 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/dist.py:498: SetuptoolsDeprecationWarning: Invalid dash-separated options 2023-10-04T06:15:57,806 !! 2023-10-04T06:15:57,806 ******************************************************************************** 2023-10-04T06:15:57,807 Usage of dash-separated 'description-file' will not be supported in future 2023-10-04T06:15:57,807 versions. Please use the underscore name 'description_file' instead. 2023-10-04T06:15:57,807 This deprecation is overdue, please update your project and remove deprecated 2023-10-04T06:15:57,807 calls to avoid build errors in the future. 2023-10-04T06:15:57,807 See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details. 2023-10-04T06:15:57,807 ******************************************************************************** 2023-10-04T06:15:57,808 !! 2023-10-04T06:15:57,808 opt = self.warn_dash_deprecation(opt, section) 2023-10-04T06:15:57,871 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:15:57,871 !! 2023-10-04T06:15:57,872 ******************************************************************************** 2023-10-04T06:15:57,872 ########################################################################## 2023-10-04T06:15:57,872 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:15:57,872 ########################################################################## 2023-10-04T06:15:57,872 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:15:57,873 `readme = '[![Documentation Status](https://readthedocs.org/projects/sklearn-quantile/badge/?version=latest)](https://sklearn-quantile.readthedocs.io/en/latest/?badge=latest)\n\nThis module provides quantile machine learning models for python, in a plug-and-play fashion in the sklearn environment. This means that practically the only dependency is sklearn and all its functionality is applicable to the here provided models without code changes.\n\nThe models implemented here share the trait that they are trained in exactly the same way as their non-quantile counterpart. The quantile information is only used in the prediction phase. The advantage of this (over for example Gradient Boosting Quantile Regression) is that several quantiles can be predicted at once without the need for retraining the model, which overall leads to a significantly faster workflow. Note that accuracy of doing this depends on the data. As can be seen in the example in the documentation: with certain data characteristics different quantiles might require different parameter optimisation for optimal performance. This is obviously possible with the implemented models here, but this requires the use of a single quantile during prediction, thus losing the speed advantage described above.\n\nFor guidance see docs (through the link in the badge). They include an example that for quantile regression forests in exactly the same template as used for Gradient Boosting Quantile Regression in sklearn for comparability.\n\nImplemented:\n- Random Forest Quantile Regression \n - RandomForestQuantileRegressor: the main implementation\n - SampleRandomForestQuantileRegressor: an approximation, that is much faster than the main implementation.\n - RandomForestMaximumRegressor: mathematically equivalent to the main implementation but much faster.\n\n- Extra Trees Quantile Regression\n - ExtraTreesQuantileRegressor: the main implementation\n - SampleExtraTreesQuantileRegressor: an approximation, that is much faster than the main implementation.\n\n- Quantile K-nearest neighbors (KNeighborsQuantileRegressor)\n\n# Installation\n\nThe package can be installed with conda:\n\n```\nconda install --channel conda-forge sklearn-quantile\n```\n\n# Example\n\nAn example of Random Forest Quantile Regression in action (both the main implementation and its approximation):\n\n\n\n# Usage example\n\nRandom Forest Quantile Regressor predicting the 5th, 50th and 95th percentile of the California housing dataset.\n\n```\nfrom sklearn.datasets import fetch_california_housing\nfrom sklearn.model_selection import train_test_split\nfrom sklearn_quantile import RandomForestQuantileRegressor\n\nX, y = fetch_california_housing(return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.5, random_state=0)\n\nqrf = RandomForestQuantileRegressor(q=[0.05, 0.50, 0.95])\nqrf.fit(X_train, y_train)\n\ny_pred_5, y_pred_median, y_pred_95 = qrf.predict(X_test)\nqrf.score(X_test, y_test)\n```\n\n# Important links\n\n- API reference: https://sklearn-quantile.readthedocs.io/en/latest/api.html\n- Documentation: https://sklearn-quantile.readthedocs.io/en/latest/index.html\n'` 2023-10-04T06:15:57,873 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:15:57,873 consider this value unless `readme` is listed as `dynamic`. 2023-10-04T06:15:57,873 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:15:57,874 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:15:57,874 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:15:57,874 follow strictly the standard. 2023-10-04T06:15:57,874 To prevent this warning, you can list `readme` under `dynamic` or alternatively 2023-10-04T06:15:57,874 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:15:57,874 configuration. 2023-10-04T06:15:57,875 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:15:57,875 or your builds will no longer be supported. 2023-10-04T06:15:57,875 ******************************************************************************** 2023-10-04T06:15:57,875 !! 2023-10-04T06:15:57,875 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:15:57,875 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `license` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:15:57,876 !! 2023-10-04T06:15:57,876 ******************************************************************************** 2023-10-04T06:15:57,876 ########################################################################## 2023-10-04T06:15:57,876 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:15:57,876 ########################################################################## 2023-10-04T06:15:57,877 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:15:57,877 `license = 'BSD 3 clause'` 2023-10-04T06:15:57,877 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:15:57,877 consider this value unless `license` is listed as `dynamic`. 2023-10-04T06:15:57,877 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:15:57,878 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:15:57,878 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:15:57,878 follow strictly the standard. 2023-10-04T06:15:57,878 To prevent this warning, you can list `license` under `dynamic` or alternatively 2023-10-04T06:15:57,879 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:15:57,879 configuration. 2023-10-04T06:15:57,879 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:15:57,879 or your builds will no longer be supported. 2023-10-04T06:15:57,879 ******************************************************************************** 2023-10-04T06:15:57,880 !! 2023-10-04T06:15:57,880 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:15:57,880 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `authors` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:15:57,880 !! 2023-10-04T06:15:57,880 ******************************************************************************** 2023-10-04T06:15:57,880 ########################################################################## 2023-10-04T06:15:57,881 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:15:57,881 ########################################################################## 2023-10-04T06:15:57,881 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:15:57,881 `authors = 'Jasper Roebroek'` 2023-10-04T06:15:57,882 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:15:57,882 consider this value unless `authors` is listed as `dynamic`. 2023-10-04T06:15:57,882 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:15:57,882 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:15:57,882 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:15:57,883 follow strictly the standard. 2023-10-04T06:15:57,883 To prevent this warning, you can list `authors` under `dynamic` or alternatively 2023-10-04T06:15:57,883 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:15:57,883 configuration. 2023-10-04T06:15:57,883 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:15:57,884 or your builds will no longer be supported. 2023-10-04T06:15:57,884 ******************************************************************************** 2023-10-04T06:15:57,884 !! 2023-10-04T06:15:57,884 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:15:57,884 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `dependencies` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:15:57,884 !! 2023-10-04T06:15:57,885 ******************************************************************************** 2023-10-04T06:15:57,885 ########################################################################## 2023-10-04T06:15:57,885 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:15:57,885 ########################################################################## 2023-10-04T06:15:57,885 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:15:57,885 `dependencies = ['scikit-learn>=1.0', 'cython']` 2023-10-04T06:15:57,886 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:15:57,886 consider this value unless `dependencies` is listed as `dynamic`. 2023-10-04T06:15:57,886 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:15:57,886 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:15:57,886 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:15:57,887 follow strictly the standard. 2023-10-04T06:15:57,887 To prevent this warning, you can list `dependencies` under `dynamic` or alternatively 2023-10-04T06:15:57,887 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:15:57,887 configuration. 2023-10-04T06:15:57,887 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:15:57,887 or your builds will no longer be supported. 2023-10-04T06:15:57,888 ******************************************************************************** 2023-10-04T06:15:57,888 !! 2023-10-04T06:15:57,888 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:15:57,888 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `optional-dependencies` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:15:57,888 !! 2023-10-04T06:15:57,888 ******************************************************************************** 2023-10-04T06:15:57,889 ########################################################################## 2023-10-04T06:15:57,889 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:15:57,889 ########################################################################## 2023-10-04T06:15:57,889 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:15:57,889 `optional-dependencies = {'develop': ['cython', 'scikit-learn>=1.0', 'sphinx', 'sphinx_rtd_theme', 'numpydoc', 'jupyter', 'matplotlib', 'pandas', 'packaging']}` 2023-10-04T06:15:57,890 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:15:57,890 consider this value unless `optional-dependencies` is listed as `dynamic`. 2023-10-04T06:15:57,890 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:15:57,890 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:15:57,890 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:15:57,891 follow strictly the standard. 2023-10-04T06:15:57,891 To prevent this warning, you can list `optional-dependencies` under `dynamic` or alternatively 2023-10-04T06:15:57,891 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:15:57,891 configuration. 2023-10-04T06:15:57,891 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:15:57,892 or your builds will no longer be supported. 2023-10-04T06:15:57,892 ******************************************************************************** 2023-10-04T06:15:57,892 !! 2023-10-04T06:15:57,892 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:15:58,130 running dist_info 2023-10-04T06:15:58,137 creating /tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info 2023-10-04T06:15:58,142 writing /tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/PKG-INFO 2023-10-04T06:15:58,150 writing dependency_links to /tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/dependency_links.txt 2023-10-04T06:15:58,154 writing requirements to /tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/requires.txt 2023-10-04T06:15:58,155 writing top-level names to /tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/top_level.txt 2023-10-04T06:15:58,157 writing manifest file '/tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/SOURCES.txt' 2023-10-04T06:15:58,183 reading manifest file '/tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/SOURCES.txt' 2023-10-04T06:15:58,185 reading manifest template 'MANIFEST.in' 2023-10-04T06:15:58,192 adding license file 'LICENSE' 2023-10-04T06:15:58,194 writing manifest file '/tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile.egg-info/SOURCES.txt' 2023-10-04T06:15:58,195 creating '/tmp/pip-modern-metadata-e5cxv07u/sklearn_quantile-0.0.23.dist-info' 2023-10-04T06:15:58,390 Preparing metadata (pyproject.toml): finished with status 'done' 2023-10-04T06:15:58,397 Source in /tmp/pip-wheel-y8r8gv90/sklearn-quantile_30b2d0d8b3124ca58b0206454a6a9b20 has version 0.0.23, which satisfies requirement sklearn-quantile==0.0.23 from https://files.pythonhosted.org/packages/64/ad/84858b02254615cebe14e46629a00b43b84c64f4438f9a87183ff0d0fca0/sklearn_quantile-0.0.23.tar.gz 2023-10-04T06:15:58,398 Removed sklearn-quantile==0.0.23 from https://files.pythonhosted.org/packages/64/ad/84858b02254615cebe14e46629a00b43b84c64f4438f9a87183ff0d0fca0/sklearn_quantile-0.0.23.tar.gz from build tracker '/tmp/pip-build-tracker-exu8pstn' 2023-10-04T06:15:58,402 Created temporary directory: /tmp/pip-unpack-dt6e22_n 2023-10-04T06:15:58,403 Created temporary directory: /tmp/pip-unpack-nf_3c8lj 2023-10-04T06:15:58,436 Building wheels for collected packages: sklearn-quantile 2023-10-04T06:15:58,440 Created temporary directory: /tmp/pip-wheel-hz3367zs 2023-10-04T06:15:58,440 Destination directory: /tmp/pip-wheel-hz3367zs 2023-10-04T06:15:58,443 Building wheel for sklearn-quantile (pyproject.toml): started 2023-10-04T06:15:58,444 Running command Building wheel for sklearn-quantile (pyproject.toml) 2023-10-04T06:16:00,063 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/dist.py:498: SetuptoolsDeprecationWarning: Invalid dash-separated options 2023-10-04T06:16:00,063 !! 2023-10-04T06:16:00,063 ******************************************************************************** 2023-10-04T06:16:00,064 Usage of dash-separated 'description-file' will not be supported in future 2023-10-04T06:16:00,064 versions. Please use the underscore name 'description_file' instead. 2023-10-04T06:16:00,064 This deprecation is overdue, please update your project and remove deprecated 2023-10-04T06:16:00,064 calls to avoid build errors in the future. 2023-10-04T06:16:00,064 See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details. 2023-10-04T06:16:00,065 ******************************************************************************** 2023-10-04T06:16:00,065 !! 2023-10-04T06:16:00,065 opt = self.warn_dash_deprecation(opt, section) 2023-10-04T06:16:00,125 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:16:00,125 !! 2023-10-04T06:16:00,126 ******************************************************************************** 2023-10-04T06:16:00,126 ########################################################################## 2023-10-04T06:16:00,126 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:16:00,126 ########################################################################## 2023-10-04T06:16:00,126 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:16:00,126 `readme = '[![Documentation Status](https://readthedocs.org/projects/sklearn-quantile/badge/?version=latest)](https://sklearn-quantile.readthedocs.io/en/latest/?badge=latest)\n\nThis module provides quantile machine learning models for python, in a plug-and-play fashion in the sklearn environment. This means that practically the only dependency is sklearn and all its functionality is applicable to the here provided models without code changes.\n\nThe models implemented here share the trait that they are trained in exactly the same way as their non-quantile counterpart. The quantile information is only used in the prediction phase. The advantage of this (over for example Gradient Boosting Quantile Regression) is that several quantiles can be predicted at once without the need for retraining the model, which overall leads to a significantly faster workflow. Note that accuracy of doing this depends on the data. As can be seen in the example in the documentation: with certain data characteristics different quantiles might require different parameter optimisation for optimal performance. This is obviously possible with the implemented models here, but this requires the use of a single quantile during prediction, thus losing the speed advantage described above.\n\nFor guidance see docs (through the link in the badge). They include an example that for quantile regression forests in exactly the same template as used for Gradient Boosting Quantile Regression in sklearn for comparability.\n\nImplemented:\n- Random Forest Quantile Regression \n - RandomForestQuantileRegressor: the main implementation\n - SampleRandomForestQuantileRegressor: an approximation, that is much faster than the main implementation.\n - RandomForestMaximumRegressor: mathematically equivalent to the main implementation but much faster.\n\n- Extra Trees Quantile Regression\n - ExtraTreesQuantileRegressor: the main implementation\n - SampleExtraTreesQuantileRegressor: an approximation, that is much faster than the main implementation.\n\n- Quantile K-nearest neighbors (KNeighborsQuantileRegressor)\n\n# Installation\n\nThe package can be installed with conda:\n\n```\nconda install --channel conda-forge sklearn-quantile\n```\n\n# Example\n\nAn example of Random Forest Quantile Regression in action (both the main implementation and its approximation):\n\n\n\n# Usage example\n\nRandom Forest Quantile Regressor predicting the 5th, 50th and 95th percentile of the California housing dataset.\n\n```\nfrom sklearn.datasets import fetch_california_housing\nfrom sklearn.model_selection import train_test_split\nfrom sklearn_quantile import RandomForestQuantileRegressor\n\nX, y = fetch_california_housing(return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.5, random_state=0)\n\nqrf = RandomForestQuantileRegressor(q=[0.05, 0.50, 0.95])\nqrf.fit(X_train, y_train)\n\ny_pred_5, y_pred_median, y_pred_95 = qrf.predict(X_test)\nqrf.score(X_test, y_test)\n```\n\n# Important links\n\n- API reference: https://sklearn-quantile.readthedocs.io/en/latest/api.html\n- Documentation: https://sklearn-quantile.readthedocs.io/en/latest/index.html\n'` 2023-10-04T06:16:00,127 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:16:00,127 consider this value unless `readme` is listed as `dynamic`. 2023-10-04T06:16:00,127 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:16:00,127 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:16:00,128 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:16:00,128 follow strictly the standard. 2023-10-04T06:16:00,128 To prevent this warning, you can list `readme` under `dynamic` or alternatively 2023-10-04T06:16:00,128 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:16:00,128 configuration. 2023-10-04T06:16:00,128 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:16:00,129 or your builds will no longer be supported. 2023-10-04T06:16:00,129 ******************************************************************************** 2023-10-04T06:16:00,129 !! 2023-10-04T06:16:00,129 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:16:00,129 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `license` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:16:00,129 !! 2023-10-04T06:16:00,130 ******************************************************************************** 2023-10-04T06:16:00,130 ########################################################################## 2023-10-04T06:16:00,130 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:16:00,130 ########################################################################## 2023-10-04T06:16:00,130 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:16:00,131 `license = 'BSD 3 clause'` 2023-10-04T06:16:00,131 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:16:00,131 consider this value unless `license` is listed as `dynamic`. 2023-10-04T06:16:00,131 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:16:00,132 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:16:00,132 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:16:00,132 follow strictly the standard. 2023-10-04T06:16:00,132 To prevent this warning, you can list `license` under `dynamic` or alternatively 2023-10-04T06:16:00,132 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:16:00,132 configuration. 2023-10-04T06:16:00,133 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:16:00,133 or your builds will no longer be supported. 2023-10-04T06:16:00,133 ******************************************************************************** 2023-10-04T06:16:00,133 !! 2023-10-04T06:16:00,133 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:16:00,133 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `authors` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:16:00,134 !! 2023-10-04T06:16:00,134 ******************************************************************************** 2023-10-04T06:16:00,134 ########################################################################## 2023-10-04T06:16:00,134 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:16:00,134 ########################################################################## 2023-10-04T06:16:00,135 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:16:00,135 `authors = 'Jasper Roebroek'` 2023-10-04T06:16:00,135 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:16:00,135 consider this value unless `authors` is listed as `dynamic`. 2023-10-04T06:16:00,135 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:16:00,136 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:16:00,136 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:16:00,136 follow strictly the standard. 2023-10-04T06:16:00,136 To prevent this warning, you can list `authors` under `dynamic` or alternatively 2023-10-04T06:16:00,136 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:16:00,136 configuration. 2023-10-04T06:16:00,137 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:16:00,137 or your builds will no longer be supported. 2023-10-04T06:16:00,137 ******************************************************************************** 2023-10-04T06:16:00,137 !! 2023-10-04T06:16:00,137 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:16:00,137 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `dependencies` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:16:00,138 !! 2023-10-04T06:16:00,138 ******************************************************************************** 2023-10-04T06:16:00,138 ########################################################################## 2023-10-04T06:16:00,138 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:16:00,138 ########################################################################## 2023-10-04T06:16:00,139 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:16:00,139 `dependencies = ['scikit-learn>=1.0', 'cython']` 2023-10-04T06:16:00,139 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:16:00,139 consider this value unless `dependencies` is listed as `dynamic`. 2023-10-04T06:16:00,139 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:16:00,140 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:16:00,140 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:16:00,140 follow strictly the standard. 2023-10-04T06:16:00,140 To prevent this warning, you can list `dependencies` under `dynamic` or alternatively 2023-10-04T06:16:00,140 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:16:00,141 configuration. 2023-10-04T06:16:00,141 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:16:00,141 or your builds will no longer be supported. 2023-10-04T06:16:00,141 ******************************************************************************** 2023-10-04T06:16:00,141 !! 2023-10-04T06:16:00,142 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:16:00,142 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `optional-dependencies` defined outside of `pyproject.toml` would be ignored. 2023-10-04T06:16:00,142 !! 2023-10-04T06:16:00,142 ******************************************************************************** 2023-10-04T06:16:00,142 ########################################################################## 2023-10-04T06:16:00,142 # configuration would be ignored/result in error due to `pyproject.toml` # 2023-10-04T06:16:00,143 ########################################################################## 2023-10-04T06:16:00,143 The following seems to be defined outside of `pyproject.toml`: 2023-10-04T06:16:00,143 `optional-dependencies = {'develop': ['cython', 'scikit-learn>=1.0', 'sphinx', 'sphinx_rtd_theme', 'numpydoc', 'jupyter', 'matplotlib', 'pandas', 'packaging']}` 2023-10-04T06:16:00,143 According to the spec (see the link below), however, setuptools CANNOT 2023-10-04T06:16:00,143 consider this value unless `optional-dependencies` is listed as `dynamic`. 2023-10-04T06:16:00,144 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/ 2023-10-04T06:16:00,144 For the time being, `setuptools` will still consider the given value (as a 2023-10-04T06:16:00,144 **transitional** measure), but please note that future releases of setuptools will 2023-10-04T06:16:00,144 follow strictly the standard. 2023-10-04T06:16:00,144 To prevent this warning, you can list `optional-dependencies` under `dynamic` or alternatively 2023-10-04T06:16:00,145 remove the `[project]` table from your file and rely entirely on other means of 2023-10-04T06:16:00,145 configuration. 2023-10-04T06:16:00,145 By 2023-Oct-30, you need to update your project and remove deprecated calls 2023-10-04T06:16:00,145 or your builds will no longer be supported. 2023-10-04T06:16:00,145 ******************************************************************************** 2023-10-04T06:16:00,145 !! 2023-10-04T06:16:00,146 _handle_missing_dynamic(dist, project_table) 2023-10-04T06:16:00,354 running bdist_wheel 2023-10-04T06:16:00,378 running build 2023-10-04T06:16:00,378 running build_py 2023-10-04T06:16:00,384 creating build 2023-10-04T06:16:00,385 creating build/lib.linux-armv7l-cpython-39 2023-10-04T06:16:00,385 creating build/lib.linux-armv7l-cpython-39/sklearn_quantile 2023-10-04T06:16:00,387 copying sklearn_quantile/__init__.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile 2023-10-04T06:16:00,388 copying sklearn_quantile/base.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile 2023-10-04T06:16:00,390 creating build/lib.linux-armv7l-cpython-39/sklearn_quantile/neighbors 2023-10-04T06:16:00,391 copying sklearn_quantile/neighbors/quantile.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/neighbors 2023-10-04T06:16:00,394 copying sklearn_quantile/neighbors/__init__.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/neighbors 2023-10-04T06:16:00,396 creating build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble 2023-10-04T06:16:00,397 copying sklearn_quantile/ensemble/__init__.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble 2023-10-04T06:16:00,400 creating build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils 2023-10-04T06:16:00,400 copying sklearn_quantile/utils/__init__.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils 2023-10-04T06:16:00,402 copying sklearn_quantile/utils/utils.py -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils 2023-10-04T06:16:00,403 running egg_info 2023-10-04T06:16:00,408 writing sklearn_quantile.egg-info/PKG-INFO 2023-10-04T06:16:00,415 writing dependency_links to sklearn_quantile.egg-info/dependency_links.txt 2023-10-04T06:16:00,419 writing requirements to sklearn_quantile.egg-info/requires.txt 2023-10-04T06:16:00,421 writing top-level names to sklearn_quantile.egg-info/top_level.txt 2023-10-04T06:16:00,431 reading manifest file 'sklearn_quantile.egg-info/SOURCES.txt' 2023-10-04T06:16:00,433 reading manifest template 'MANIFEST.in' 2023-10-04T06:16:00,443 adding license file 'LICENSE' 2023-10-04T06:16:00,446 writing manifest file 'sklearn_quantile.egg-info/SOURCES.txt' 2023-10-04T06:16:00,448 copying sklearn_quantile/ensemble/maximum.pyx -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble 2023-10-04T06:16:00,451 copying sklearn_quantile/ensemble/quantile.pyx -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble 2023-10-04T06:16:00,454 copying sklearn_quantile/utils/weighted_quantile.pxd -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils 2023-10-04T06:16:00,456 copying sklearn_quantile/utils/weighted_quantile.pyx -> build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils 2023-10-04T06:16:00,460 running build_ext 2023-10-04T06:16:00,466 building 'sklearn_quantile.utils.weighted_quantile' extension 2023-10-04T06:16:00,467 creating build/temp.linux-armv7l-cpython-39 2023-10-04T06:16:00,467 creating build/temp.linux-armv7l-cpython-39/sklearn_quantile 2023-10-04T06:16:00,468 creating build/temp.linux-armv7l-cpython-39/sklearn_quantile/utils 2023-10-04T06:16:00,469 arm-linux-gnueabihf-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -ffile-prefix-map=/python3.9-3.9.2=. -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include -I/usr/include/python3.9 -c sklearn_quantile/utils/weighted_quantile.c -o build/temp.linux-armv7l-cpython-39/sklearn_quantile/utils/weighted_quantile.o 2023-10-04T06:16:00,810 In file included from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/ndarraytypes.h:1929, 2023-10-04T06:16:00,810 from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/ndarrayobject.h:12, 2023-10-04T06:16:00,810 from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/arrayobject.h:5, 2023-10-04T06:16:00,810 from sklearn_quantile/utils/weighted_quantile.c:1168: 2023-10-04T06:16:00,810 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:17:2: warning: #warning "Using deprecated NumPy API, disable it with " "#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION" [-Wcpp] 2023-10-04T06:16:00,811 17 | #warning "Using deprecated NumPy API, disable it with " \ 2023-10-04T06:16:00,811 | ^~~~~~~ 2023-10-04T06:16:01,075 sklearn_quantile/utils/weighted_quantile.c: In function ‘__pyx_f_16sklearn_quantile_5utils_17weighted_quantile__weighted_quantile_presorted_1D’: 2023-10-04T06:16:01,084 sklearn_quantile/utils/weighted_quantile.c:20304:32: warning: comparison of integer expressions of different signedness: ‘size_t’ {aka ‘unsigned int’} and ‘long int’ [-Wsign-compare] 2023-10-04T06:16:01,085 20304 | __pyx_t_9 = (__pyx_v_q_idx == -1L); 2023-10-04T06:16:01,085 | ^~ 2023-10-04T06:16:13,926 sklearn_quantile/utils/weighted_quantile.c:20537:207: warning: ‘__pyx_v_frac’ may be used uninitialized in this function [-Wmaybe-uninitialized] 2023-10-04T06:16:13,926 20537 | *((float *) ( /* dim=0 */ (__pyx_v_quantiles.data + __pyx_t_11 * __pyx_v_quantiles.strides[0]) )) = ((*((float *) ( /* dim=0 */ (__pyx_v_a.data + __pyx_t_4 * __pyx_v_a.strides[0]) ))) + (__pyx_v_frac * ((*((float *) ( /* dim=0 */ (__pyx_v_a.data + __pyx_t_7 * __pyx_v_a.strides[0]) ))) - (*((float *) ( /* dim=0 */ (__pyx_v_a.data + __pyx_t_10 * __pyx_v_a.strides[0]) )))))); 2023-10-04T06:16:13,927 | ~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ 2023-10-04T06:16:28,700 arm-linux-gnueabihf-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-armv7l-cpython-39/sklearn_quantile/utils/weighted_quantile.o -L/usr/lib -o build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils/weighted_quantile.cpython-39-arm-linux-gnueabihf.so 2023-10-04T06:16:28,869 building 'sklearn_quantile.ensemble.quantile' extension 2023-10-04T06:16:28,870 creating build/temp.linux-armv7l-cpython-39/sklearn_quantile/ensemble 2023-10-04T06:16:28,871 arm-linux-gnueabihf-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -ffile-prefix-map=/python3.9-3.9.2=. -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include -I/usr/include/python3.9 -c sklearn_quantile/ensemble/quantile.c -o build/temp.linux-armv7l-cpython-39/sklearn_quantile/ensemble/quantile.o 2023-10-04T06:16:29,192 In file included from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/ndarraytypes.h:1929, 2023-10-04T06:16:29,193 from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/ndarrayobject.h:12, 2023-10-04T06:16:29,193 from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/arrayobject.h:5, 2023-10-04T06:16:29,193 from sklearn_quantile/ensemble/quantile.c:1168: 2023-10-04T06:16:29,193 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:17:2: warning: #warning "Using deprecated NumPy API, disable it with " "#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION" [-Wcpp] 2023-10-04T06:16:29,193 17 | #warning "Using deprecated NumPy API, disable it with " \ 2023-10-04T06:16:29,194 | ^~~~~~~ 2023-10-04T06:16:29,475 sklearn_quantile/ensemble/quantile.c: In function ‘__pyx_f_16sklearn_quantile_8ensemble_8quantile__quantile_forest_predict’: 2023-10-04T06:16:29,486 sklearn_quantile/ensemble/quantile.c:21109:43: warning: comparison of integer expressions of different signedness: ‘long int’ and ‘size_t’ {aka ‘unsigned int’} [-Wsign-compare] 2023-10-04T06:16:29,486 21109 | for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) { 2023-10-04T06:16:29,486 | ^ 2023-10-04T06:16:29,497 sklearn_quantile/ensemble/quantile.c:21130:45: warning: comparison of integer expressions of different signedness: ‘long int’ and ‘size_t’ {aka ‘unsigned int’} [-Wsign-compare] 2023-10-04T06:16:29,497 21130 | for (__pyx_t_16 = 0; __pyx_t_16 < __pyx_t_15; __pyx_t_16+=1) { 2023-10-04T06:16:29,497 | ^ 2023-10-04T06:16:29,500 sklearn_quantile/ensemble/quantile.c: In function ‘__pyx_f_16sklearn_quantile_8ensemble_8quantile__weighted_random_sample’: 2023-10-04T06:16:29,511 sklearn_quantile/ensemble/quantile.c:21553:39: warning: comparison of integer expressions of different signedness: ‘size_t’ {aka ‘unsigned int’} and ‘long int’ [-Wsign-compare] 2023-10-04T06:16:29,511 21553 | __pyx_t_5 = (__pyx_v_c_leaf == -1L); 2023-10-04T06:16:29,511 | ^~ 2023-10-04T06:17:18,246 arm-linux-gnueabihf-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-armv7l-cpython-39/sklearn_quantile/ensemble/quantile.o -L/usr/lib -o build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/quantile.cpython-39-arm-linux-gnueabihf.so 2023-10-04T06:17:18,433 building 'sklearn_quantile.ensemble.maximum' extension 2023-10-04T06:17:18,434 arm-linux-gnueabihf-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -ffile-prefix-map=/python3.9-3.9.2=. -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include -I/usr/include/python3.9 -c sklearn_quantile/ensemble/maximum.c -o build/temp.linux-armv7l-cpython-39/sklearn_quantile/ensemble/maximum.o 2023-10-04T06:17:18,965 In file included from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/ndarraytypes.h:1929, 2023-10-04T06:17:18,965 from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/ndarrayobject.h:12, 2023-10-04T06:17:18,966 from /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/arrayobject.h:5, 2023-10-04T06:17:18,966 from sklearn_quantile/ensemble/maximum.c:1167: 2023-10-04T06:17:18,966 /tmp/pip-build-env-0qayxjx4/overlay/lib/python3.9/site-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:17:2: warning: #warning "Using deprecated NumPy API, disable it with " "#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION" [-Wcpp] 2023-10-04T06:17:18,966 17 | #warning "Using deprecated NumPy API, disable it with " \ 2023-10-04T06:17:18,966 | ^~~~~~~ 2023-10-04T06:17:50,380 arm-linux-gnueabihf-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fwrapv -O2 build/temp.linux-armv7l-cpython-39/sklearn_quantile/ensemble/maximum.o -L/usr/lib -o build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/maximum.cpython-39-arm-linux-gnueabihf.so 2023-10-04T06:17:50,560 installing to build/bdist.linux-armv7l/wheel 2023-10-04T06:17:50,560 running install 2023-10-04T06:17:50,587 running install_lib 2023-10-04T06:17:50,593 creating build/bdist.linux-armv7l 2023-10-04T06:17:50,593 creating build/bdist.linux-armv7l/wheel 2023-10-04T06:17:50,595 creating build/bdist.linux-armv7l/wheel/sklearn_quantile 2023-10-04T06:17:50,596 creating build/bdist.linux-armv7l/wheel/sklearn_quantile/neighbors 2023-10-04T06:17:50,597 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/neighbors/quantile.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/neighbors 2023-10-04T06:17:50,600 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/neighbors/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/neighbors 2023-10-04T06:17:50,602 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile 2023-10-04T06:17:50,603 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/base.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile 2023-10-04T06:17:50,606 creating build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble 2023-10-04T06:17:50,606 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/maximum.cpython-39-arm-linux-gnueabihf.so -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble 2023-10-04T06:17:50,628 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/maximum.pyx -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble 2023-10-04T06:17:50,631 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/quantile.cpython-39-arm-linux-gnueabihf.so -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble 2023-10-04T06:17:50,670 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble 2023-10-04T06:17:50,672 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/ensemble/quantile.pyx -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble 2023-10-04T06:17:50,676 creating build/bdist.linux-armv7l/wheel/sklearn_quantile/utils 2023-10-04T06:17:50,676 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils/weighted_quantile.pyx -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils 2023-10-04T06:17:50,679 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils 2023-10-04T06:17:50,681 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils/weighted_quantile.pxd -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils 2023-10-04T06:17:50,682 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils/weighted_quantile.cpython-39-arm-linux-gnueabihf.so -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils 2023-10-04T06:17:50,704 copying build/lib.linux-armv7l-cpython-39/sklearn_quantile/utils/utils.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils 2023-10-04T06:17:50,705 running install_egg_info 2023-10-04T06:17:50,711 Copying sklearn_quantile.egg-info to build/bdist.linux-armv7l/wheel/sklearn_quantile-0.0.23-py3.9.egg-info 2023-10-04T06:17:50,721 running install_scripts 2023-10-04T06:17:50,771 creating build/bdist.linux-armv7l/wheel/sklearn_quantile-0.0.23.dist-info/WHEEL 2023-10-04T06:17:50,774 creating '/tmp/pip-wheel-hz3367zs/.tmp-fjyjt7hb/sklearn_quantile-0.0.23-cp39-cp39-linux_armv7l.whl' and adding 'build/bdist.linux-armv7l/wheel' to it 2023-10-04T06:17:50,776 adding 'sklearn_quantile/__init__.py' 2023-10-04T06:17:50,778 adding 'sklearn_quantile/base.py' 2023-10-04T06:17:50,780 adding 'sklearn_quantile/ensemble/__init__.py' 2023-10-04T06:17:51,060 adding 'sklearn_quantile/ensemble/maximum.cpython-39-arm-linux-gnueabihf.so' 2023-10-04T06:17:51,070 adding 'sklearn_quantile/ensemble/maximum.pyx' 2023-10-04T06:17:51,420 adding 'sklearn_quantile/ensemble/quantile.cpython-39-arm-linux-gnueabihf.so' 2023-10-04T06:17:51,436 adding 'sklearn_quantile/ensemble/quantile.pyx' 2023-10-04T06:17:51,438 adding 'sklearn_quantile/neighbors/__init__.py' 2023-10-04T06:17:51,439 adding 'sklearn_quantile/neighbors/quantile.py' 2023-10-04T06:17:51,441 adding 'sklearn_quantile/utils/__init__.py' 2023-10-04T06:17:51,442 adding 'sklearn_quantile/utils/utils.py' 2023-10-04T06:17:51,697 adding 'sklearn_quantile/utils/weighted_quantile.cpython-39-arm-linux-gnueabihf.so' 2023-10-04T06:17:51,706 adding 'sklearn_quantile/utils/weighted_quantile.pxd' 2023-10-04T06:17:51,708 adding 'sklearn_quantile/utils/weighted_quantile.pyx' 2023-10-04T06:17:51,710 adding 'sklearn_quantile-0.0.23.dist-info/LICENSE' 2023-10-04T06:17:51,712 adding 'sklearn_quantile-0.0.23.dist-info/METADATA' 2023-10-04T06:17:51,713 adding 'sklearn_quantile-0.0.23.dist-info/WHEEL' 2023-10-04T06:17:51,714 adding 'sklearn_quantile-0.0.23.dist-info/top_level.txt' 2023-10-04T06:17:51,715 adding 'sklearn_quantile-0.0.23.dist-info/RECORD' 2023-10-04T06:17:51,742 removing build/bdist.linux-armv7l/wheel 2023-10-04T06:17:51,924 Building wheel for sklearn-quantile (pyproject.toml): finished with status 'done' 2023-10-04T06:17:51,975 Created wheel for sklearn-quantile: filename=sklearn_quantile-0.0.23-cp39-cp39-linux_armv7l.whl size=1614073 sha256=ee6ec9e9e84a1cd7be3f67283c3bbc9ea2ee8189010d380484dbb88d83edb9c1 2023-10-04T06:17:51,976 Stored in directory: /tmp/pip-ephem-wheel-cache-2pyj5zyr/wheels/e3/f8/dd/ad1e1dba65a91128120715e48d75b0ab2859e984953c9d03d2 2023-10-04T06:17:51,990 Successfully built sklearn-quantile 2023-10-04T06:17:52,042 Removed build tracker: '/tmp/pip-build-tracker-exu8pstn'