2023-09-30T12:34:18,732 Created temporary directory: /tmp/pip-build-tracker-0ynya7jc
2023-09-30T12:34:18,733 Initialized build tracking at /tmp/pip-build-tracker-0ynya7jc
2023-09-30T12:34:18,733 Created build tracker: /tmp/pip-build-tracker-0ynya7jc
2023-09-30T12:34:18,734 Entered build tracker: /tmp/pip-build-tracker-0ynya7jc
2023-09-30T12:34:18,734 Created temporary directory: /tmp/pip-wheel-5eedsya9
2023-09-30T12:34:18,738 Created temporary directory: /tmp/pip-ephem-wheel-cache-7bxe5q25
2023-09-30T12:34:18,760 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-09-30T12:34:18,764 2 location(s) to search for versions of sklearn-quantile:
2023-09-30T12:34:18,764 * https://pypi.org/simple/sklearn-quantile/
2023-09-30T12:34:18,764 * https://www.piwheels.org/simple/sklearn-quantile/
2023-09-30T12:34:18,764 Fetching project page and analyzing links: https://pypi.org/simple/sklearn-quantile/
2023-09-30T12:34:18,765 Getting page https://pypi.org/simple/sklearn-quantile/
2023-09-30T12:34:18,767 Found index url https://pypi.org/simple/
2023-09-30T12:34:19,025 Fetched page https://pypi.org/simple/sklearn-quantile/ as application/vnd.pypi.simple.v1+json
2023-09-30T12:34:19,031 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
2023-09-30T12:34:19,031 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
2023-09-30T12:34:19,032 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
2023-09-30T12:34:19,033 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
2023-09-30T12:34:19,033 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
2023-09-30T12:34:19,034 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
2023-09-30T12:34:19,035 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
2023-09-30T12:34:19,036 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
2023-09-30T12:34:19,036 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
2023-09-30T12:34:19,037 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
2023-09-30T12:34:19,038 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
2023-09-30T12:34:19,039 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
2023-09-30T12:34:19,039 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
2023-09-30T12:34:19,040 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
2023-09-30T12:34:19,041 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/)
2023-09-30T12:34:19,042 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/)
2023-09-30T12:34:19,042 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/)
2023-09-30T12:34:19,043 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/)
2023-09-30T12:34:19,043 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/1e/70/34d1cf8720bb316e612fa90d56435b8478572d2113c8c5ae6828ab841fe2/sklearn_quantile-0.0.29-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,044 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/02/64/e113422dee64f79ff501aae655b4ce995ee863f48fb0285da18af1c8246e/sklearn_quantile-0.0.29-cp311-cp311-win_amd64.whl (from https://pypi.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,044 Skipping link: No binaries permitted for sklearn-quantile: https://files.pythonhosted.org/packages/d2/fe/a31a7779803201ebe63af06778b2957f20fb889c44158a933ea716272072/sklearn_quantile-0.0.29-cp38-cp38-macosx_11_0_x86_64.whl (from https://pypi.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,045 Skipping link: No binaries permitted for sklearn-quantile: 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/)
2023-09-30T12:34:19,046 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/)
2023-09-30T12:34:19,046 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/)
2023-09-30T12:34:19,047 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/)
2023-09-30T12:34:19,047 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/)
2023-09-30T12:34:19,048 Fetching project page and analyzing links: https://www.piwheels.org/simple/sklearn-quantile/
2023-09-30T12:34:19,049 Getting page https://www.piwheels.org/simple/sklearn-quantile/
2023-09-30T12:34:19,051 Found index url https://www.piwheels.org/simple/
2023-09-30T12:34:19,210 Fetched page https://www.piwheels.org/simple/sklearn-quantile/ as text/html
2023-09-30T12:34:19,220 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.21-cp39-cp39-linux_armv7l.whl#sha256=8b8fa82f0907c8fafca723b8de9583a42b9a7cafd4fd03c03c0073bc4c55b029 (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,221 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.21-cp39-cp39-linux_armv6l.whl#sha256=8b8fa82f0907c8fafca723b8de9583a42b9a7cafd4fd03c03c0073bc4c55b029 (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,221 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.21-cp37-cp37m-linux_armv7l.whl#sha256=51e40e0eedfa319d163699308ab779e05aed0330e48c60cf87bfbb32ccd2a355 (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,222 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.21-cp37-cp37m-linux_armv6l.whl#sha256=51e40e0eedfa319d163699308ab779e05aed0330e48c60cf87bfbb32ccd2a355 (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,222 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.20-cp39-cp39-linux_armv7l.whl#sha256=2bd9378483f79019b21d759f283fd78a2eceed2b1c7051d75460df419f851bdb (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,223 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.20-cp39-cp39-linux_armv6l.whl#sha256=2bd9378483f79019b21d759f283fd78a2eceed2b1c7051d75460df419f851bdb (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,223 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.20-cp37-cp37m-linux_armv7l.whl#sha256=776feecf721e87f7e3e5b84d64ab90ad804cf057e67dcf2042ae7cdee7e04fca (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,224 Skipping link: No binaries permitted for sklearn-quantile: https://www.piwheels.org/simple/sklearn-quantile/sklearn_quantile-0.0.20-cp37-cp37m-linux_armv6l.whl#sha256=776feecf721e87f7e3e5b84d64ab90ad804cf057e67dcf2042ae7cdee7e04fca (from https://www.piwheels.org/simple/sklearn-quantile/)
2023-09-30T12:34:19,224 Skipping link: No binaries permitted for sklearn-quantile: 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/)
2023-09-30T12:34:19,225 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/)
2023-09-30T12:34:19,226 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/)
2023-09-30T12:34:19,226 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/)
2023-09-30T12:34:19,227 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/)
2023-09-30T12:34:19,228 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/)
2023-09-30T12:34:19,228 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/)
2023-09-30T12:34:19,229 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/)
2023-09-30T12:34:19,229 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/)
2023-09-30T12:34:19,230 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/)
2023-09-30T12:34:19,230 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/)
2023-09-30T12:34:19,231 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/)
2023-09-30T12:34:19,231 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/)
2023-09-30T12:34:19,232 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/)
2023-09-30T12:34:19,232 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/)
2023-09-30T12:34:19,233 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/)
2023-09-30T12:34:19,234 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/)
2023-09-30T12:34:19,234 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/)
2023-09-30T12:34:19,235 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/)
2023-09-30T12:34:19,235 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/)
2023-09-30T12:34:19,236 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/)
2023-09-30T12:34:19,236 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/)
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2023-09-30T12:34:19,264 Given no hashes to check 1 links for project 'sklearn-quantile': discarding no candidates
2023-09-30T12:34:19,283 Collecting sklearn-quantile==0.0.23
2023-09-30T12:34:19,285 Created temporary directory: /tmp/pip-unpack-xroptb_b
2023-09-30T12:34:19,428 Downloading sklearn_quantile-0.0.23.tar.gz (20 kB)
2023-09-30T12:34:19,489 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-0ynya7jc'
2023-09-30T12:34:19,494 Created temporary directory: /tmp/pip-build-env-r937993w
2023-09-30T12:34:19,499 Installing build dependencies: started
2023-09-30T12:34:19,500 Running command pip subprocess to install build dependencies
2023-09-30T12:34:20,645 Using pip 23.2.1 from /home/piwheels/.local/lib/python3.11/site-packages/pip (python 3.11)
2023-09-30T12:34:21,166 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
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2023-09-30T12:34:22,797 Using cached https://www.piwheels.org/simple/setuptools/setuptools-68.2.2-py3-none-any.whl (807 kB)
2023-09-30T12:34:24,196 Collecting cython>=3
2023-09-30T12:34:25,005 Using cached https://www.piwheels.org/simple/cython/Cython-3.0.2-cp311-cp311-linux_armv7l.whl (11.7 MB)
2023-09-30T12:34:26,030 Link requires a different Python (3.11.2 not in: '>=3.7,<3.11'): https://files.pythonhosted.org/packages/3a/be/650f9c091ef71cb01d735775d554e068752d3ff63d7943b26316dc401749/numpy-1.21.2.zip (from https://pypi.org/simple/numpy/) (requires-python:>=3.7,<3.11)
2023-09-30T12:34:26,038 Link requires a different Python (3.11.2 not in: '>=3.7,<3.11'): https://files.pythonhosted.org/packages/5f/d6/ad58ded26556eaeaa8c971e08b6466f17c4ac4d786cd3d800e26ce59cc01/numpy-1.21.3.zip (from https://pypi.org/simple/numpy/) (requires-python:>=3.7,<3.11)
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2023-09-30T12:34:27,804 Using cached https://www.piwheels.org/simple/numpy/numpy-1.26.0-cp311-cp311-linux_armv7l.whl (19.5 MB)
2023-09-30T12:34:31,135 Installing collected packages: setuptools, numpy, cython
2023-09-30T12:34:41,362 Creating /tmp/pip-build-env-r937993w/overlay/local/bin
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2023-09-30T12:34:45,239 Successfully installed cython-3.0.2 numpy-1.26.0 setuptools-68.2.2
2023-09-30T12:34:45,867 Installing build dependencies: finished with status 'done'
2023-09-30T12:34:45,871 Getting requirements to build wheel: started
2023-09-30T12:34:45,872 Running command Getting requirements to build wheel
2023-09-30T12:34:48,251 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-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-5eedsya9/sklearn-quantile_31d770cdd7324f4fa2cc502a241663b5/sklearn_quantile/ensemble/maximum.pyx
2023-09-30T12:34:48,251 tree = Parsing.p_module(s, pxd, full_module_name)
2023-09-30T12:34:50,813 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-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-5eedsya9/sklearn-quantile_31d770cdd7324f4fa2cc502a241663b5/sklearn_quantile/ensemble/quantile.pyx
2023-09-30T12:34:50,814 tree = Parsing.p_module(s, pxd, full_module_name)
2023-09-30T12:34:54,144 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-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-5eedsya9/sklearn-quantile_31d770cdd7324f4fa2cc502a241663b5/sklearn_quantile/utils/weighted_quantile.pxd
2023-09-30T12:34:54,145 tree = Parsing.p_module(s, pxd, full_module_name)
2023-09-30T12:34:57,100 Compiling sklearn_quantile/utils/weighted_quantile.pyx because it changed.
2023-09-30T12:34:57,100 Compiling sklearn_quantile/ensemble/quantile.pyx because it changed.
2023-09-30T12:34:57,101 Compiling sklearn_quantile/ensemble/maximum.pyx because it changed.
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2023-09-30T12:34:57,110 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/dist.py:498: SetuptoolsDeprecationWarning: Invalid dash-separated options
2023-09-30T12:34:57,111 !!
2023-09-30T12:34:57,112 ********************************************************************************
2023-09-30T12:34:57,113 Usage of dash-separated 'description-file' will not be supported in future
2023-09-30T12:34:57,114 versions. Please use the underscore name 'description_file' instead.
2023-09-30T12:34:57,115 This deprecation is overdue, please update your project and remove deprecated
2023-09-30T12:34:57,115 calls to avoid build errors in the future.
2023-09-30T12:34:57,117 See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details.
2023-09-30T12:34:57,117 ********************************************************************************
2023-09-30T12:34:57,118 !!
2023-09-30T12:34:57,119 opt = self.warn_dash_deprecation(opt, section)
2023-09-30T12:34:57,719 Getting requirements to build wheel: finished with status 'done'
2023-09-30T12:34:57,762 Installing backend dependencies: started
2023-09-30T12:34:57,764 Running command pip subprocess to install backend dependencies
2023-09-30T12:34:58,979 Using pip 23.2.1 from /home/piwheels/.local/lib/python3.11/site-packages/pip (python 3.11)
2023-09-30T12:34:59,494 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2023-09-30T12:34:59,999 Collecting wheel
2023-09-30T12:35:00,018 Using cached https://www.piwheels.org/simple/wheel/wheel-0.41.2-py3-none-any.whl (64 kB)
2023-09-30T12:35:00,186 Collecting packaging
2023-09-30T12:35:00,237 Using cached https://www.piwheels.org/simple/packaging/packaging-23.1-py3-none-any.whl (48 kB)
2023-09-30T12:35:02,829 Installing collected packages: wheel, packaging
2023-09-30T12:35:03,051 Creating /tmp/pip-build-env-r937993w/normal/local/bin
2023-09-30T12:35:03,053 changing mode of /tmp/pip-build-env-r937993w/normal/local/bin/wheel to 755
2023-09-30T12:35:03,201 Successfully installed packaging-23.1 wheel-0.41.2
2023-09-30T12:35:03,655 Installing backend dependencies: finished with status 'done'
2023-09-30T12:35:03,657 Created temporary directory: /tmp/pip-modern-metadata-ucu3mtmm
2023-09-30T12:35:03,660 Preparing metadata (pyproject.toml): started
2023-09-30T12:35:03,661 Running command Preparing metadata (pyproject.toml)
2023-09-30T12:35:05,233 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/dist.py:498: SetuptoolsDeprecationWarning: Invalid dash-separated options
2023-09-30T12:35:05,233 !!
2023-09-30T12:35:05,234 ********************************************************************************
2023-09-30T12:35:05,235 Usage of dash-separated 'description-file' will not be supported in future
2023-09-30T12:35:05,235 versions. Please use the underscore name 'description_file' instead.
2023-09-30T12:35:05,236 This deprecation is overdue, please update your project and remove deprecated
2023-09-30T12:35:05,237 calls to avoid build errors in the future.
2023-09-30T12:35:05,238 See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details.
2023-09-30T12:35:05,238 ********************************************************************************
2023-09-30T12:35:05,239 !!
2023-09-30T12:35:05,239 opt = self.warn_dash_deprecation(opt, section)
2023-09-30T12:35:05,292 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:05,292 !!
2023-09-30T12:35:05,293 ********************************************************************************
2023-09-30T12:35:05,294 ##########################################################################
2023-09-30T12:35:05,295 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:05,295 ##########################################################################
2023-09-30T12:35:05,297 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:05,298 `readme = '[](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'`
2023-09-30T12:35:05,299 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:05,300 consider this value unless `readme` is listed as `dynamic`.
2023-09-30T12:35:05,301 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:05,302 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:05,302 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:05,303 follow strictly the standard.
2023-09-30T12:35:05,304 To prevent this warning, you can list `readme` under `dynamic` or alternatively
2023-09-30T12:35:05,305 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:05,306 configuration.
2023-09-30T12:35:05,307 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:05,307 or your builds will no longer be supported.
2023-09-30T12:35:05,308 ********************************************************************************
2023-09-30T12:35:05,309 !!
2023-09-30T12:35:05,310 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:05,311 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `license` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:05,311 !!
2023-09-30T12:35:05,313 ********************************************************************************
2023-09-30T12:35:05,313 ##########################################################################
2023-09-30T12:35:05,314 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:05,314 ##########################################################################
2023-09-30T12:35:05,315 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:05,316 `license = 'BSD 3 clause'`
2023-09-30T12:35:05,318 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:05,318 consider this value unless `license` is listed as `dynamic`.
2023-09-30T12:35:05,319 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:05,321 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:05,321 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:05,322 follow strictly the standard.
2023-09-30T12:35:05,323 To prevent this warning, you can list `license` under `dynamic` or alternatively
2023-09-30T12:35:05,324 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:05,324 configuration.
2023-09-30T12:35:05,325 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:05,326 or your builds will no longer be supported.
2023-09-30T12:35:05,326 ********************************************************************************
2023-09-30T12:35:05,327 !!
2023-09-30T12:35:05,327 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:05,328 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `authors` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:05,328 !!
2023-09-30T12:35:05,329 ********************************************************************************
2023-09-30T12:35:05,330 ##########################################################################
2023-09-30T12:35:05,330 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:05,331 ##########################################################################
2023-09-30T12:35:05,332 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:05,333 `authors = 'Jasper Roebroek'`
2023-09-30T12:35:05,334 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:05,335 consider this value unless `authors` is listed as `dynamic`.
2023-09-30T12:35:05,336 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:05,337 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:05,337 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:05,338 follow strictly the standard.
2023-09-30T12:35:05,339 To prevent this warning, you can list `authors` under `dynamic` or alternatively
2023-09-30T12:35:05,340 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:05,340 configuration.
2023-09-30T12:35:05,341 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:05,342 or your builds will no longer be supported.
2023-09-30T12:35:05,343 ********************************************************************************
2023-09-30T12:35:05,344 !!
2023-09-30T12:35:05,345 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:05,345 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `dependencies` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:05,346 !!
2023-09-30T12:35:05,347 ********************************************************************************
2023-09-30T12:35:05,348 ##########################################################################
2023-09-30T12:35:05,348 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:05,349 ##########################################################################
2023-09-30T12:35:05,350 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:05,351 `dependencies = ['scikit-learn>=1.0', 'cython']`
2023-09-30T12:35:05,353 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:05,353 consider this value unless `dependencies` is listed as `dynamic`.
2023-09-30T12:35:05,355 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:05,356 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:05,357 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:05,357 follow strictly the standard.
2023-09-30T12:35:05,358 To prevent this warning, you can list `dependencies` under `dynamic` or alternatively
2023-09-30T12:35:05,359 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:05,359 configuration.
2023-09-30T12:35:05,360 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:05,360 or your builds will no longer be supported.
2023-09-30T12:35:05,361 ********************************************************************************
2023-09-30T12:35:05,362 !!
2023-09-30T12:35:05,362 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:05,363 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `optional-dependencies` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:05,363 !!
2023-09-30T12:35:05,364 ********************************************************************************
2023-09-30T12:35:05,364 ##########################################################################
2023-09-30T12:35:05,365 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:05,365 ##########################################################################
2023-09-30T12:35:05,366 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:05,368 `optional-dependencies = {'develop': ['cython', 'scikit-learn>=1.0', 'sphinx', 'sphinx_rtd_theme', 'numpydoc', 'jupyter', 'matplotlib', 'pandas', 'packaging']}`
2023-09-30T12:35:05,369 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:05,370 consider this value unless `optional-dependencies` is listed as `dynamic`.
2023-09-30T12:35:05,371 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:05,372 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:05,372 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:05,373 follow strictly the standard.
2023-09-30T12:35:05,376 To prevent this warning, you can list `optional-dependencies` under `dynamic` or alternatively
2023-09-30T12:35:05,376 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:05,377 configuration.
2023-09-30T12:35:05,378 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:05,378 or your builds will no longer be supported.
2023-09-30T12:35:05,379 ********************************************************************************
2023-09-30T12:35:05,380 !!
2023-09-30T12:35:05,381 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:05,556 running dist_info
2023-09-30T12:35:05,562 creating /tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info
2023-09-30T12:35:05,567 writing /tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/PKG-INFO
2023-09-30T12:35:05,573 writing dependency_links to /tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/dependency_links.txt
2023-09-30T12:35:05,576 writing requirements to /tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/requires.txt
2023-09-30T12:35:05,577 writing top-level names to /tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/top_level.txt
2023-09-30T12:35:05,579 writing manifest file '/tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/SOURCES.txt'
2023-09-30T12:35:05,602 reading manifest file '/tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/SOURCES.txt'
2023-09-30T12:35:05,604 reading manifest template 'MANIFEST.in'
2023-09-30T12:35:05,610 adding license file 'LICENSE'
2023-09-30T12:35:05,612 writing manifest file '/tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile.egg-info/SOURCES.txt'
2023-09-30T12:35:05,613 creating '/tmp/pip-modern-metadata-ucu3mtmm/sklearn_quantile-0.0.23.dist-info'
2023-09-30T12:35:05,840 Preparing metadata (pyproject.toml): finished with status 'done'
2023-09-30T12:35:05,845 Source in /tmp/pip-wheel-5eedsya9/sklearn-quantile_31d770cdd7324f4fa2cc502a241663b5 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
2023-09-30T12:35:05,846 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-0ynya7jc'
2023-09-30T12:35:05,849 Created temporary directory: /tmp/pip-unpack-l9t2012b
2023-09-30T12:35:05,850 Created temporary directory: /tmp/pip-unpack-tj7pmgwr
2023-09-30T12:35:05,881 Building wheels for collected packages: sklearn-quantile
2023-09-30T12:35:05,886 Created temporary directory: /tmp/pip-wheel-9q33hzj4
2023-09-30T12:35:05,886 Destination directory: /tmp/pip-wheel-9q33hzj4
2023-09-30T12:35:05,888 Building wheel for sklearn-quantile (pyproject.toml): started
2023-09-30T12:35:05,890 Running command Building wheel for sklearn-quantile (pyproject.toml)
2023-09-30T12:35:07,442 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/dist.py:498: SetuptoolsDeprecationWarning: Invalid dash-separated options
2023-09-30T12:35:07,443 !!
2023-09-30T12:35:07,444 ********************************************************************************
2023-09-30T12:35:07,445 Usage of dash-separated 'description-file' will not be supported in future
2023-09-30T12:35:07,445 versions. Please use the underscore name 'description_file' instead.
2023-09-30T12:35:07,446 This deprecation is overdue, please update your project and remove deprecated
2023-09-30T12:35:07,447 calls to avoid build errors in the future.
2023-09-30T12:35:07,448 See https://setuptools.pypa.io/en/latest/userguide/declarative_config.html for details.
2023-09-30T12:35:07,449 ********************************************************************************
2023-09-30T12:35:07,450 !!
2023-09-30T12:35:07,451 opt = self.warn_dash_deprecation(opt, section)
2023-09-30T12:35:07,500 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `readme` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:07,500 !!
2023-09-30T12:35:07,501 ********************************************************************************
2023-09-30T12:35:07,502 ##########################################################################
2023-09-30T12:35:07,503 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:07,503 ##########################################################################
2023-09-30T12:35:07,504 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:07,506 `readme = '[](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'`
2023-09-30T12:35:07,507 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:07,508 consider this value unless `readme` is listed as `dynamic`.
2023-09-30T12:35:07,509 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:07,510 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:07,510 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:07,511 follow strictly the standard.
2023-09-30T12:35:07,512 To prevent this warning, you can list `readme` under `dynamic` or alternatively
2023-09-30T12:35:07,512 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:07,513 configuration.
2023-09-30T12:35:07,514 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:07,515 or your builds will no longer be supported.
2023-09-30T12:35:07,515 ********************************************************************************
2023-09-30T12:35:07,517 !!
2023-09-30T12:35:07,517 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:07,518 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `license` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:07,519 !!
2023-09-30T12:35:07,520 ********************************************************************************
2023-09-30T12:35:07,520 ##########################################################################
2023-09-30T12:35:07,521 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:07,521 ##########################################################################
2023-09-30T12:35:07,522 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:07,523 `license = 'BSD 3 clause'`
2023-09-30T12:35:07,524 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:07,524 consider this value unless `license` is listed as `dynamic`.
2023-09-30T12:35:07,525 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:07,526 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:07,526 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:07,527 follow strictly the standard.
2023-09-30T12:35:07,528 To prevent this warning, you can list `license` under `dynamic` or alternatively
2023-09-30T12:35:07,528 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:07,529 configuration.
2023-09-30T12:35:07,530 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:07,530 or your builds will no longer be supported.
2023-09-30T12:35:07,531 ********************************************************************************
2023-09-30T12:35:07,532 !!
2023-09-30T12:35:07,533 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:07,534 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `authors` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:07,534 !!
2023-09-30T12:35:07,535 ********************************************************************************
2023-09-30T12:35:07,536 ##########################################################################
2023-09-30T12:35:07,537 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:07,537 ##########################################################################
2023-09-30T12:35:07,539 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:07,540 `authors = 'Jasper Roebroek'`
2023-09-30T12:35:07,541 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:07,542 consider this value unless `authors` is listed as `dynamic`.
2023-09-30T12:35:07,543 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:07,544 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:07,544 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:07,545 follow strictly the standard.
2023-09-30T12:35:07,546 To prevent this warning, you can list `authors` under `dynamic` or alternatively
2023-09-30T12:35:07,547 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:07,548 configuration.
2023-09-30T12:35:07,549 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:07,550 or your builds will no longer be supported.
2023-09-30T12:35:07,550 ********************************************************************************
2023-09-30T12:35:07,552 !!
2023-09-30T12:35:07,552 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:07,553 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `dependencies` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:07,553 !!
2023-09-30T12:35:07,554 ********************************************************************************
2023-09-30T12:35:07,555 ##########################################################################
2023-09-30T12:35:07,555 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:07,556 ##########################################################################
2023-09-30T12:35:07,557 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:07,558 `dependencies = ['scikit-learn>=1.0', 'cython']`
2023-09-30T12:35:07,559 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:07,559 consider this value unless `dependencies` is listed as `dynamic`.
2023-09-30T12:35:07,560 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:07,561 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:07,562 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:07,562 follow strictly the standard.
2023-09-30T12:35:07,564 To prevent this warning, you can list `dependencies` under `dynamic` or alternatively
2023-09-30T12:35:07,565 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:07,565 configuration.
2023-09-30T12:35:07,567 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:07,567 or your builds will no longer be supported.
2023-09-30T12:35:07,568 ********************************************************************************
2023-09-30T12:35:07,569 !!
2023-09-30T12:35:07,570 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:07,570 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/setuptools/config/_apply_pyprojecttoml.py:73: _WouldIgnoreField: `optional-dependencies` defined outside of `pyproject.toml` would be ignored.
2023-09-30T12:35:07,571 !!
2023-09-30T12:35:07,572 ********************************************************************************
2023-09-30T12:35:07,573 ##########################################################################
2023-09-30T12:35:07,574 # configuration would be ignored/result in error due to `pyproject.toml` #
2023-09-30T12:35:07,574 ##########################################################################
2023-09-30T12:35:07,575 The following seems to be defined outside of `pyproject.toml`:
2023-09-30T12:35:07,577 `optional-dependencies = {'develop': ['cython', 'scikit-learn>=1.0', 'sphinx', 'sphinx_rtd_theme', 'numpydoc', 'jupyter', 'matplotlib', 'pandas', 'packaging']}`
2023-09-30T12:35:07,578 According to the spec (see the link below), however, setuptools CANNOT
2023-09-30T12:35:07,579 consider this value unless `optional-dependencies` is listed as `dynamic`.
2023-09-30T12:35:07,580 https://packaging.python.org/en/latest/specifications/declaring-project-metadata/
2023-09-30T12:35:07,581 For the time being, `setuptools` will still consider the given value (as a
2023-09-30T12:35:07,582 **transitional** measure), but please note that future releases of setuptools will
2023-09-30T12:35:07,583 follow strictly the standard.
2023-09-30T12:35:07,584 To prevent this warning, you can list `optional-dependencies` under `dynamic` or alternatively
2023-09-30T12:35:07,585 remove the `[project]` table from your file and rely entirely on other means of
2023-09-30T12:35:07,585 configuration.
2023-09-30T12:35:07,586 By 2023-Oct-30, you need to update your project and remove deprecated calls
2023-09-30T12:35:07,587 or your builds will no longer be supported.
2023-09-30T12:35:07,587 ********************************************************************************
2023-09-30T12:35:07,588 !!
2023-09-30T12:35:07,589 _handle_missing_dynamic(dist, project_table)
2023-09-30T12:35:07,803 running bdist_wheel
2023-09-30T12:35:07,824 running build
2023-09-30T12:35:07,824 running build_py
2023-09-30T12:35:07,829 creating build
2023-09-30T12:35:07,830 creating build/lib.linux-armv7l-cpython-311
2023-09-30T12:35:07,831 creating build/lib.linux-armv7l-cpython-311/sklearn_quantile
2023-09-30T12:35:07,832 copying sklearn_quantile/__init__.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile
2023-09-30T12:35:07,834 copying sklearn_quantile/base.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile
2023-09-30T12:35:07,836 creating build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble
2023-09-30T12:35:07,836 copying sklearn_quantile/ensemble/__init__.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble
2023-09-30T12:35:07,839 creating build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils
2023-09-30T12:35:07,839 copying sklearn_quantile/utils/__init__.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils
2023-09-30T12:35:07,841 copying sklearn_quantile/utils/utils.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils
2023-09-30T12:35:07,843 creating build/lib.linux-armv7l-cpython-311/sklearn_quantile/neighbors
2023-09-30T12:35:07,844 copying sklearn_quantile/neighbors/__init__.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/neighbors
2023-09-30T12:35:07,846 copying sklearn_quantile/neighbors/quantile.py -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/neighbors
2023-09-30T12:35:07,847 running egg_info
2023-09-30T12:35:07,851 writing sklearn_quantile.egg-info/PKG-INFO
2023-09-30T12:35:07,857 writing dependency_links to sklearn_quantile.egg-info/dependency_links.txt
2023-09-30T12:35:07,860 writing requirements to sklearn_quantile.egg-info/requires.txt
2023-09-30T12:35:07,862 writing top-level names to sklearn_quantile.egg-info/top_level.txt
2023-09-30T12:35:07,871 reading manifest file 'sklearn_quantile.egg-info/SOURCES.txt'
2023-09-30T12:35:07,874 reading manifest template 'MANIFEST.in'
2023-09-30T12:35:07,896 adding license file 'LICENSE'
2023-09-30T12:35:07,898 writing manifest file 'sklearn_quantile.egg-info/SOURCES.txt'
2023-09-30T12:35:07,906 copying sklearn_quantile/ensemble/maximum.pyx -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble
2023-09-30T12:35:07,918 copying sklearn_quantile/ensemble/quantile.pyx -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble
2023-09-30T12:35:07,936 copying sklearn_quantile/utils/weighted_quantile.pxd -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils
2023-09-30T12:35:07,947 copying sklearn_quantile/utils/weighted_quantile.pyx -> build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils
2023-09-30T12:35:07,966 running build_ext
2023-09-30T12:35:07,979 building 'sklearn_quantile.utils.weighted_quantile' extension
2023-09-30T12:35:07,982 creating build/temp.linux-armv7l-cpython-311
2023-09-30T12:35:07,984 creating build/temp.linux-armv7l-cpython-311/sklearn_quantile
2023-09-30T12:35:07,989 creating build/temp.linux-armv7l-cpython-311/sklearn_quantile/utils
2023-09-30T12:35:07,995 arm-linux-gnueabihf-gcc -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include -I/usr/include/python3.11 -c sklearn_quantile/utils/weighted_quantile.c -o build/temp.linux-armv7l-cpython-311/sklearn_quantile/utils/weighted_quantile.o
2023-09-30T12:35:08,512 In file included from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1929,
2023-09-30T12:35:08,512 from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/ndarrayobject.h:12,
2023-09-30T12:35:08,513 from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/arrayobject.h:5,
2023-09-30T12:35:08,513 from sklearn_quantile/utils/weighted_quantile.c:1168:
2023-09-30T12:35:08,514 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-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]
2023-09-30T12:35:08,514 17 | #warning "Using deprecated NumPy API, disable it with " \
2023-09-30T12:35:08,515 | ^~~~~~~
2023-09-30T12:35:08,894 sklearn_quantile/utils/weighted_quantile.c: In function ‘__pyx_f_16sklearn_quantile_5utils_17weighted_quantile__weighted_quantile_presorted_1D’:
2023-09-30T12:35:08,911 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]
2023-09-30T12:35:08,912 20304 | __pyx_t_9 = (__pyx_v_q_idx == -1L);
2023-09-30T12:35:08,912 | ^~
2023-09-30T12:35:24,424 sklearn_quantile/utils/weighted_quantile.c:20537:207: warning: ‘__pyx_v_frac’ may be used uninitialized [-Wmaybe-uninitialized]
2023-09-30T12:35:24,424 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]) ))))));
2023-09-30T12:35:24,425 | ~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
2023-09-30T12:35:24,443 sklearn_quantile/utils/weighted_quantile.c:20155:9: note: ‘__pyx_v_frac’ was declared here
2023-09-30T12:35:24,444 20155 | float __pyx_v_frac;
2023-09-30T12:35:24,444 | ^~~~~~~~~~~~
2023-09-30T12:35:40,201 arm-linux-gnueabihf-gcc -shared -Wl,-O1 -Wl,-Bsymbolic-functions -g -fwrapv -O2 build/temp.linux-armv7l-cpython-311/sklearn_quantile/utils/weighted_quantile.o -L/usr/lib/arm-linux-gnueabihf -o build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils/weighted_quantile.cpython-311-arm-linux-gnueabihf.so
2023-09-30T12:35:40,344 building 'sklearn_quantile.ensemble.quantile' extension
2023-09-30T12:35:40,345 creating build/temp.linux-armv7l-cpython-311/sklearn_quantile/ensemble
2023-09-30T12:35:40,345 arm-linux-gnueabihf-gcc -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include -I/usr/include/python3.11 -c sklearn_quantile/ensemble/quantile.c -o build/temp.linux-armv7l-cpython-311/sklearn_quantile/ensemble/quantile.o
2023-09-30T12:35:40,747 In file included from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1929,
2023-09-30T12:35:40,748 from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/ndarrayobject.h:12,
2023-09-30T12:35:40,749 from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/arrayobject.h:5,
2023-09-30T12:35:40,750 from sklearn_quantile/ensemble/quantile.c:1168:
2023-09-30T12:35:40,750 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-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]
2023-09-30T12:35:40,751 17 | #warning "Using deprecated NumPy API, disable it with " \
2023-09-30T12:35:40,751 | ^~~~~~~
2023-09-30T12:35:41,140 sklearn_quantile/ensemble/quantile.c: In function ‘__pyx_f_16sklearn_quantile_8ensemble_8quantile__quantile_forest_predict’:
2023-09-30T12:35:41,158 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]
2023-09-30T12:35:41,159 21109 | for (__pyx_t_13 = 0; __pyx_t_13 < __pyx_t_12; __pyx_t_13+=1) {
2023-09-30T12:35:41,159 | ^
2023-09-30T12:35:41,177 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]
2023-09-30T12:35:41,177 21130 | for (__pyx_t_16 = 0; __pyx_t_16 < __pyx_t_15; __pyx_t_16+=1) {
2023-09-30T12:35:41,178 | ^
2023-09-30T12:35:41,182 sklearn_quantile/ensemble/quantile.c: In function ‘__pyx_f_16sklearn_quantile_8ensemble_8quantile__weighted_random_sample’:
2023-09-30T12:35:41,201 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]
2023-09-30T12:35:41,201 21553 | __pyx_t_5 = (__pyx_v_c_leaf == -1L);
2023-09-30T12:35:41,202 | ^~
2023-09-30T12:36:35,750 arm-linux-gnueabihf-gcc -shared -Wl,-O1 -Wl,-Bsymbolic-functions -g -fwrapv -O2 build/temp.linux-armv7l-cpython-311/sklearn_quantile/ensemble/quantile.o -L/usr/lib/arm-linux-gnueabihf -o build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/quantile.cpython-311-arm-linux-gnueabihf.so
2023-09-30T12:36:35,913 building 'sklearn_quantile.ensemble.maximum' extension
2023-09-30T12:36:35,913 arm-linux-gnueabihf-gcc -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fstack-protector-strong -Wformat -Werror=format-security -g -fwrapv -O2 -fPIC -I/tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include -I/usr/include/python3.11 -c sklearn_quantile/ensemble/maximum.c -o build/temp.linux-armv7l-cpython-311/sklearn_quantile/ensemble/maximum.o
2023-09-30T12:36:36,300 In file included from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1929,
2023-09-30T12:36:36,301 from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/ndarrayobject.h:12,
2023-09-30T12:36:36,301 from /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-packages/numpy/core/include/numpy/arrayobject.h:5,
2023-09-30T12:36:36,302 from sklearn_quantile/ensemble/maximum.c:1167:
2023-09-30T12:36:36,302 /tmp/pip-build-env-r937993w/overlay/local/lib/python3.11/dist-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]
2023-09-30T12:36:36,303 17 | #warning "Using deprecated NumPy API, disable it with " \
2023-09-30T12:36:36,304 | ^~~~~~~
2023-09-30T12:37:11,614 arm-linux-gnueabihf-gcc -shared -Wl,-O1 -Wl,-Bsymbolic-functions -g -fwrapv -O2 build/temp.linux-armv7l-cpython-311/sklearn_quantile/ensemble/maximum.o -L/usr/lib/arm-linux-gnueabihf -o build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/maximum.cpython-311-arm-linux-gnueabihf.so
2023-09-30T12:37:11,767 installing to build/bdist.linux-armv7l/wheel
2023-09-30T12:37:11,768 running install
2023-09-30T12:37:11,791 running install_lib
2023-09-30T12:37:11,796 creating build/bdist.linux-armv7l
2023-09-30T12:37:11,797 creating build/bdist.linux-armv7l/wheel
2023-09-30T12:37:11,798 creating build/bdist.linux-armv7l/wheel/sklearn_quantile
2023-09-30T12:37:11,799 creating build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble
2023-09-30T12:37:11,800 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble
2023-09-30T12:37:11,802 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/quantile.pyx -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble
2023-09-30T12:37:11,805 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/maximum.pyx -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble
2023-09-30T12:37:11,807 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/quantile.cpython-311-arm-linux-gnueabihf.so -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble
2023-09-30T12:37:11,835 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/ensemble/maximum.cpython-311-arm-linux-gnueabihf.so -> build/bdist.linux-armv7l/wheel/sklearn_quantile/ensemble
2023-09-30T12:37:11,855 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile
2023-09-30T12:37:11,856 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/base.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile
2023-09-30T12:37:11,859 creating build/bdist.linux-armv7l/wheel/sklearn_quantile/utils
2023-09-30T12:37:11,859 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils
2023-09-30T12:37:11,861 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils/weighted_quantile.pxd -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils
2023-09-30T12:37:11,863 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils/utils.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils
2023-09-30T12:37:11,864 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils/weighted_quantile.pyx -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils
2023-09-30T12:37:11,867 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/utils/weighted_quantile.cpython-311-arm-linux-gnueabihf.so -> build/bdist.linux-armv7l/wheel/sklearn_quantile/utils
2023-09-30T12:37:11,891 creating build/bdist.linux-armv7l/wheel/sklearn_quantile/neighbors
2023-09-30T12:37:11,892 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/neighbors/__init__.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/neighbors
2023-09-30T12:37:11,894 copying build/lib.linux-armv7l-cpython-311/sklearn_quantile/neighbors/quantile.py -> build/bdist.linux-armv7l/wheel/sklearn_quantile/neighbors
2023-09-30T12:37:11,896 running install_egg_info
2023-09-30T12:37:11,901 Copying sklearn_quantile.egg-info to build/bdist.linux-armv7l/wheel/sklearn_quantile-0.0.23-py3.11.egg-info
2023-09-30T12:37:11,911 running install_scripts
2023-09-30T12:37:11,961 creating build/bdist.linux-armv7l/wheel/sklearn_quantile-0.0.23.dist-info/WHEEL
2023-09-30T12:37:11,963 creating '/tmp/pip-wheel-9q33hzj4/.tmp-lazgiujo/sklearn_quantile-0.0.23-cp311-cp311-linux_armv7l.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2023-09-30T12:37:11,966 adding 'sklearn_quantile/__init__.py'
2023-09-30T12:37:11,967 adding 'sklearn_quantile/base.py'
2023-09-30T12:37:11,969 adding 'sklearn_quantile/ensemble/__init__.py'
2023-09-30T12:37:12,231 adding 'sklearn_quantile/ensemble/maximum.cpython-311-arm-linux-gnueabihf.so'
2023-09-30T12:37:12,242 adding 'sklearn_quantile/ensemble/maximum.pyx'
2023-09-30T12:37:12,598 adding 'sklearn_quantile/ensemble/quantile.cpython-311-arm-linux-gnueabihf.so'
2023-09-30T12:37:12,615 adding 'sklearn_quantile/ensemble/quantile.pyx'
2023-09-30T12:37:12,617 adding 'sklearn_quantile/neighbors/__init__.py'
2023-09-30T12:37:12,619 adding 'sklearn_quantile/neighbors/quantile.py'
2023-09-30T12:37:12,621 adding 'sklearn_quantile/utils/__init__.py'
2023-09-30T12:37:12,622 adding 'sklearn_quantile/utils/utils.py'
2023-09-30T12:37:12,882 adding 'sklearn_quantile/utils/weighted_quantile.cpython-311-arm-linux-gnueabihf.so'
2023-09-30T12:37:12,893 adding 'sklearn_quantile/utils/weighted_quantile.pxd'
2023-09-30T12:37:12,895 adding 'sklearn_quantile/utils/weighted_quantile.pyx'
2023-09-30T12:37:12,897 adding 'sklearn_quantile-0.0.23.dist-info/LICENSE'
2023-09-30T12:37:12,898 adding 'sklearn_quantile-0.0.23.dist-info/METADATA'
2023-09-30T12:37:12,899 adding 'sklearn_quantile-0.0.23.dist-info/WHEEL'
2023-09-30T12:37:12,899 adding 'sklearn_quantile-0.0.23.dist-info/top_level.txt'
2023-09-30T12:37:12,900 adding 'sklearn_quantile-0.0.23.dist-info/RECORD'
2023-09-30T12:37:12,919 removing build/bdist.linux-armv7l/wheel
2023-09-30T12:37:13,125 Building wheel for sklearn-quantile (pyproject.toml): finished with status 'done'
2023-09-30T12:37:13,168 Created wheel for sklearn-quantile: filename=sklearn_quantile-0.0.23-cp311-cp311-linux_armv7l.whl size=1698630 sha256=bacc9544df713e2cf106959dbaebddd0fcee2404da2b4bddfe133bab0912b3e8
2023-09-30T12:37:13,169 Stored in directory: /tmp/pip-ephem-wheel-cache-7bxe5q25/wheels/e6/5e/32/35e397eb2b686f86b68ba77356ef224d7fcba314e8f238cc64
2023-09-30T12:37:13,179 Successfully built sklearn-quantile
2023-09-30T12:37:13,224 Removed build tracker: '/tmp/pip-build-tracker-0ynya7jc'