From 4de6ef920642d07af443deda6f723e6254a2334b Mon Sep 17 00:00:00 2001
From: adrinjalali <adrin.jalali@gmail.com>
Date: Tue, 22 Jul 2025 08:12:22 +0200
Subject: [PATCH 1/5] MNT update CI

---
 pixi.lock      | 8787 +++++++++++++++++++++++++++++++++++++-----------
 pyproject.toml |   29 +-
 2 files changed, 6860 insertions(+), 1956 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index 3437b12c..3672ef96 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,5 +1,569 @@
 version: 6
 environments:
+  ci-sklearn-nightly:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    indexes:
+    - https://pypi.org/simple
+    - https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
+    packages:
+      linux-64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.14-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.1.0-hb9d3cd8_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.1.0-hb9d3cd8_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h2ec8cdc_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.7.14-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-h3394656_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.3.2-py312h68727a3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coverage-7.9.2-py312h178313f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.28-hd9c7081_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-h3c4dab8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/double-conversion-3.3.1-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.18.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/flaky-3.8.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.15.0-h7e30c49_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.59.0-py312h8a5da7c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.13.3-ha770c72_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.14-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-11.3.2-hbb57e21_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/identify-2.6.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.1-h166bdaf_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/kiwisolver-1.4.8-py312h68727a3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libclang13-20.1.8-default_ha444ac7_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.24-h86f0d12_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libdrm-2.4.125-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libegl-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.1-hecca717_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype-2.13.3-ha770c72_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype6-2.13.3-h48d6fc4_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_3.conda
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-15.1.0-h69a702a_3.conda
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libllvm20-20.1.8-hecd9e04_0.conda
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-  md5: 38ab121f341a1d8613c3898f36efecab
+- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h14b76d3_3.conda
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-  - libcxx >=17
-  - python >=3.13.0rc1,<3.14.0a0
+  - libcxx >=18
+  - python >=3.13,<3.14.0a0
   - python_abi 3.13.* *_cp313
   constrains:
-  - libbrotlicommon 1.1.0 h00291cd_2
-  arch: x86_64
-  platform: osx
+  - libbrotlicommon 1.1.0 h6e16a3a_3
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/brotli?source=hash-mapping
+  size: 366909
+  timestamp: 1749230725855
+- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h9ea2907_2.conda
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+  md5: 38ab121f341a1d8613c3898f36efecab
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+  - python_abi 3.13.* *_cp313
+  constrains:
+  - libbrotlicommon 1.1.0 h00291cd_2
   license: MIT
   license_family: MIT
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   license: MIT
   license_family: MIT
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   size: 339067
   timestamp: 1725268603536
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py313h928ef07_3.conda
+  sha256: 0f2f3c7b3f6a19a27b2878b58bfd16af69cea90d0d3052a2a0b4e0a2cbede8f9
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+  - python >=3.13,<3.14.0a0 *_cp313
+  - python_abi 3.13.* *_cp313
+  constrains:
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+  license: MIT
+  license_family: MIT
+  purls:
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 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py39hfa9831e_2.conda
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   license_family: MIT
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   timestamp: 1725268431915
+- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py313h5813708_3.conda
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+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
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+  license: MIT
+  license_family: MIT
+  purls:
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 - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py39ha51f57c_2.conda
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-  arch: x86_64
-  platform: linux
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   purls: []
   size: 158144
   timestamp: 1738298224464
+- conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.7.14-h4c7d964_0.conda
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+  purls: []
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+  timestamp: 1752482396143
+- conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.7.14-hbd8a1cb_0.conda
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+  md5: d16c90324aef024877d8713c0b7fea5b
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-  arch: x86_64
-  platform: linux
   license: LGPL-2.1-only or MPL-1.1
   purls: []
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   timestamp: 1733790976384
+- conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-h3394656_0.conda
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+  - libpng >=1.6.47,<1.7.0a0
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   timestamp: 1733791233860
+- conda: https://conda.anaconda.org/conda-forge/osx-64/cairo-1.18.4-h950ec3b_0.conda
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-  platform: win
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   license: Apache-2.0
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   size: 47400970
   timestamp: 1738185567527
+- conda: https://conda.anaconda.org/conda-forge/linux-64/catboost-1.2.8-cuda120_py313h5ec372d_104.conda
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+  - pandas >=0.24.0
+  - plotly
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+  - python-graphviz
+  - python_abi 3.13.* *_cp313
+  - scipy
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-  platform: linux
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   timestamp: 1738114033763
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-  platform: osx
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-  platform: osx
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+  - mkl <2025
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   size: 186859
   timestamp: 1738317649432
+- conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
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-  platform: linux
   license: LGPL-3.0-only
   license_family: LGPL
   purls: []
   size: 51627124
   timestamp: 1735624057807
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+  license_family: MIT
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+  - pkg:pypi/rich?source=hash-mapping
+  size: 200323
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+  - conda-lock==3.0.1 ; extra == 'maintenance'
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+- pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/scipy/1.17.0.dev0/scipy-1.17.0.dev0-cp312-cp312-macosx_12_0_arm64.whl
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   - jupyterlite-pyodide-kernel ; extra == 'doc'
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   - typing-extensions ; extra == 'dev'
   - types-psutil ; extra == 'dev'
   - pycodestyle ; extra == 'dev'
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-  - rich-click ; extra == 'dev'
-  - doit>=0.36.0 ; extra == 'dev'
-  - pydevtool ; extra == 'dev'
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+  name: scipy
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+  - numpy>=1.26.4
+  - pytest ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - asv ; extra == 'test'
+  - mpmath ; extra == 'test'
+  - gmpy2 ; extra == 'test'
+  - threadpoolctl ; extra == 'test'
+  - scikit-umfpack ; extra == 'test'
+  - pooch ; extra == 'test'
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+  - array-api-strict>=2.3.1 ; extra == 'test'
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+  - meson ; extra == 'test'
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+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
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+  - numpydoc ; extra == 'doc'
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+  - mypy==1.10.0 ; extra == 'dev'
+  - typing-extensions ; extra == 'dev'
+  - types-psutil ; extra == 'dev'
+  - pycodestyle ; extra == 'dev'
+  - ruff>=0.0.292 ; extra == 'dev'
+  - cython-lint>=0.12.2 ; extra == 'dev'
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+  - libwinpthread >=12.0.0.r4.gg4f2fc60ca
+  - ucrt >=10.0.20348.0
+  - xorg-libice >=1.1.2,<2.0a0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 97096
+  timestamp: 1741896840170
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.10-h4f16b4b_1.conda
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-  arch: x86_64
-  platform: linux
   license: MIT
   license_family: MIT
   purls: []
   size: 837524
   timestamp: 1733324962639
+- conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.12-h4f16b4b_0.conda
+  sha256: 51909270b1a6c5474ed3978628b341b4d4472cd22610e5f22b506855a5e20f67
+  md5: db038ce880f100acc74dba10302b5630
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=13
+  - libxcb >=1.17.0,<2.0a0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 835896
+  timestamp: 1741901112627
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   - ucrt >=10.0.20348.0
-  arch: x86_64
-  platform: win
   license: MIT
   license_family: MIT
   purls: []
   size: 945067
   timestamp: 1733326138609
+- conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libx11-1.8.12-hf48077a_0.conda
+  sha256: 3f0854bc592d31a5742c6c4550914a976c89d73b74d052545b418521d21b3043
+  md5: c4f435ac09fd41606bba9f0deb12e412
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+  - libwinpthread >=12.0.0.r4.gg4f2fc60ca
+  - libxcb >=1.17.0,<2.0a0
+  - ucrt >=10.0.20348.0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 951392
+  timestamp: 1741902072732
 - conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libx11-1.8.9-h0076a8d_1.conda
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   md5: 0296a4de2235cad9ad3112134f8e4519
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   - xorg-xproto
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-  platform: win
   license: MIT
   license_family: MIT
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   - m2w64-gcc-libs-core
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   - xorg-libxfixes >=6.0.1,<7.0a0
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-  platform: linux
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   - xorg-libxrender >=0.9.11,<0.10.0a0
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-  platform: linux
   license: MIT
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   - xorg-libxfixes >=6.0.1,<7.0a0
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-  platform: linux
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-  platform: linux
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   - xorg-xextproto
-  arch: x86_64
-  platform: win
   license: MIT
   license_family: MIT
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-  platform: win
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   - xorg-libxfixes >=6.0.1,<7.0a0
-  arch: x86_64
-  platform: linux
   license: MIT
   license_family: MIT
   purls: []
   size: 47179
   timestamp: 1727799254088
+- conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxinerama-1.1.5-h5888daf_1.conda
+  sha256: 1b9141c027f9d84a9ee5eb642a0c19457c788182a5a73c5a9083860ac5c20a8c
+  md5: 5e2eb9bf77394fc2e5918beefec9f9ab
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=13
+  - libstdcxx >=13
+  - xorg-libx11 >=1.8.10,<2.0a0
+  - xorg-libxext >=1.3.6,<2.0a0
+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 13891
+  timestamp: 1727908521531
 - conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libxpm-3.5.17-h0e40799_1.conda
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   md5: e8b816fb37bc61aa3f1c08034331ef53
@@ -20847,8 +25697,6 @@ packages:
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   - xorg-libxt >=1.3.0,<2.0a0
-  arch: x86_64
-  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -20865,8 +25713,6 @@ packages:
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   - xorg-xextproto >=7.3.0,<8.0a0
   - xorg-xproto
-  arch: x86_64
-  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -20881,8 +25727,6 @@ packages:
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   - xorg-libxext >=1.3.6,<2.0a0
   - xorg-libxrender >=0.9.11,<0.10.0a0
-  arch: x86_64
-  platform: linux
   license: MIT
   license_family: MIT
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   - libgcc >=13
   - xorg-libx11 >=1.8.10,<2.0a0
-  arch: x86_64
-  platform: linux
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@@ -20913,8 +25755,6 @@ packages:
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   - xorg-libx11 >=1.8.6,<2.0a0
   - xorg-xproto
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-  platform: win
   license: MIT
   license_family: MIT
   purls: []
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   - xorg-libsm >=1.2.4,<2.0a0
   - xorg-libx11 >=1.8.10,<2.0a0
-  arch: x86_64
-  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -20946,8 +25784,6 @@ packages:
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   - xorg-libxext >=1.3.6,<2.0a0
   - xorg-libxi >=1.7.10,<2.0a0
-  arch: x86_64
-  platform: linux
   license: MIT
   license_family: MIT
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   - xorg-libxext >=1.3.6,<2.0a0
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-  platform: linux
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-  arch: x86_64
-  platform: linux
   license: MIT
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@@ -21007,8 +25835,6 @@ packages:
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   md5: d7e08fcf8259d742156188e8762b4d20
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   md5: 4bb3f014845110883a3c5ee811fd84b4
-  arch: arm64
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   - vs2015_runtime >=14.16.27012
-  arch: x86_64
-  platform: win
   license: MIT
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-  arch: x86_64
-  platform: linux
   license: BSD-3-Clause
   license_family: BSD
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   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 417923
   timestamp: 1725305669690
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py312h66e93f0_2.conda
+  sha256: ff62d2e1ed98a3ec18de7e5cf26c0634fd338cb87304cf03ad8cbafe6fe674ba
+  md5: 630db208bc7bbb96725ce9832c7423bb
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - cffi >=1.11
+  - libgcc >=13
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 732224
+  timestamp: 1745869780524
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py312hef9b889_1.conda
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-  arch: x86_64
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   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 419552
   timestamp: 1725305670210
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py313h536fd9c_2.conda
+  sha256: ea9c542ef78c9e3add38bf1032e8ca5d18703114db353f6fca5c498f923f8ab8
+  md5: a026ac7917310da90a98eac2c782723c
+  depends:
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+  - cffi >=1.11
+  - libgcc >=13
+  - python >=3.13,<3.14.0a0
+  - python_abi 3.13.* *_cp313
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 736909
+  timestamp: 1745869790689
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py313h80202fe_1.conda
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   md5: c178558ff516cd507763ffee230c20b2
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-  arch: x86_64
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   license: BSD-3-Clause
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@@ -21135,8 +25979,6 @@ packages:
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   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: linux
   license: BSD-3-Clause
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@@ -21153,8 +25995,6 @@ packages:
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-  platform: osx
   license: BSD-3-Clause
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   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 410873
   timestamp: 1725305688706
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py313h63b0ddb_2.conda
+  sha256: ab53cc54d0af1a8d85a50510209595d09c584101668f35c0fd3c4fbd59c4ece2
+  md5: 3babd14037340de278106b258fdb28d9
+  depends:
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+  - cffi >=1.11
+  - python >=3.13,<3.14.0a0
+  - python_abi 3.13.* *_cp313
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 696588
+  timestamp: 1745869877231
 - conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py313hab0894d_1.conda
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-  arch: x86_64
-  platform: osx
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@@ -21225,8 +26073,6 @@ packages:
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   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: osx
   license: BSD-3-Clause
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@@ -21244,8 +26090,6 @@ packages:
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   - zstd >=1.5.6,<1.6.0a0
-  arch: arm64
-  platform: osx
   license: BSD-3-Clause
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@@ -21263,8 +26107,6 @@ packages:
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   - zstd >=1.5.6,<1.6.0a0
-  arch: arm64
-  platform: osx
   license: BSD-3-Clause
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   - zstd >=1.5.6,<1.6.0a0
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   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 330788
   timestamp: 1725305806565
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py313h90d716c_2.conda
+  sha256: 70ed0c931f9cfad3e3a75a1faf557c5fc5bf638675c6afa2fb8673e4f88fb2c5
+  md5: 1f465c71f83bd92cfe9df941437dcd7c
+  depends:
+  - __osx >=11.0
+  - cffi >=1.11
+  - python >=3.13,<3.14.0a0
+  - python >=3.13,<3.14.0a0 *_cp313
+  - python_abi 3.13.* *_cp313
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 536612
+  timestamp: 1745870248616
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py313hf2da073_1.conda
   sha256: 12b4e34acff24d291e2626c6610dfd819b8d99a461025ae59affcb6e84bc1d57
   md5: deebca66926691fadaaf16da05ecb5f9
@@ -21301,8 +26156,6 @@ packages:
   - python_abi 3.13.* *_cp313
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: arm64
-  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -21320,8 +26173,6 @@ packages:
   - python_abi 3.9.* *_cp39
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: arm64
-  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -21340,8 +26191,6 @@ packages:
   - vc14_runtime >=14.29.30139
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -21360,8 +26209,6 @@ packages:
   - vc14_runtime >=14.29.30139
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -21380,8 +26227,6 @@ packages:
   - vc14_runtime >=14.29.30139
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -21400,14 +26245,28 @@ packages:
   - vc14_runtime >=14.29.30139
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 325703
   timestamp: 1725305947138
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py313ha7868ed_2.conda
+  sha256: b7bfe264fe3810b1abfe7f80c0f21f470d7cc730ada7ce3b3d08a90cb871999c
+  md5: b4d967b4d695a2ba8554738b3649d754
+  depends:
+  - cffi >=1.11
+  - python >=3.13,<3.14.0a0
+  - python_abi 3.13.* *_cp313
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard?source=hash-mapping
+  size: 449871
+  timestamp: 1745870298072
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py39h9bf74da_1.conda
   sha256: 1446c0495565d6d7b364e0b2021d0309d21a34cb7d6bd19eced1a483fabfb915
   md5: 5f1f0f75ebd24882ccf44d145939b104
@@ -21420,8 +26279,6 @@ packages:
   - vc14_runtime >=14.29.30139
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
-  arch: x86_64
-  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -21435,39 +26292,68 @@ packages:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
   - libzlib >=1.2.13,<2.0.0a0
-  arch: x86_64
-  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
   size: 554846
   timestamp: 1714722996770
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
+  sha256: a4166e3d8ff4e35932510aaff7aa90772f84b4d07e9f6f83c614cba7ceefe0eb
+  md5: 6432cb5d4ac0046c3ac0a8a0f95842f9
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=13
+  - libstdcxx >=13
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 567578
+  timestamp: 1742433379869
 - conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
   sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
   md5: 4cb2cd56f039b129bb0e491c1164167e
   depends:
   - __osx >=10.9
   - libzlib >=1.2.13,<2.0.0a0
-  arch: x86_64
-  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
   size: 498900
   timestamp: 1714723303098
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h8210216_2.conda
+  sha256: c171c43d0c47eed45085112cb00c8c7d4f0caa5a32d47f2daca727e45fb98dca
+  md5: cd60a4a5a8d6a476b30d8aa4bb49251a
+  depends:
+  - __osx >=10.13
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 485754
+  timestamp: 1742433356230
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
   sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
   md5: d96942c06c3e84bfcc5efb038724a7fd
   depends:
   - __osx >=11.0
   - libzlib >=1.2.13,<2.0.0a0
-  arch: arm64
-  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
   size: 405089
   timestamp: 1714723101397
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
+  sha256: 0d02046f57f7a1a3feae3e9d1aa2113788311f3cf37a3244c71e61a93177ba67
+  md5: e6f69c7bcccdefa417f056fa593b40f0
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 399979
+  timestamp: 1742433432699
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
   sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
   md5: 9a17230f95733c04dc40a2b1e5491d74
@@ -21476,10 +26362,21 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
-  arch: x86_64
-  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
   size: 349143
   timestamp: 1714723445995
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
+  sha256: bc64864377d809b904e877a98d0584f43836c9f2ef27d3d2a1421fa6eae7ca04
+  md5: 21f56217d6125fb30c3c3f10c786d751
+  depends:
+  - libzlib >=1.3.1,<2.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 354697
+  timestamp: 1742433568506
diff --git a/pyproject.toml b/pyproject.toml
index 3cb1eeff..f3b69877 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -194,17 +194,23 @@ python = "~=3.12.0"
 quantile-forest = "~=1.3.11"
 
 [tool.pixi.feature.sklearn16.dependencies]
-scikit-learn = "*"
+scikit-learn = "~=1.6.0"
 fairlearn = "~=0.11.0"
 pandas = "~=2.2.0"
 numpy = "~=2.1.0"
 scipy = "~=1.14.0"
-# add when catboost supports 3.13
-# https://github.com/catboost/catboost/issues/2748
-# catboost = ">=1.0"
-# add quantile-forest when it's released
-# https://github.com/zillow/quantile-forest/issues/103
-# quantile-forest = "~=1.4.0"
+catboost = ">=1.0"
+quantile-forest = "~=1.4.0"
+python = "~=3.13.0"
+
+[tool.pixi.feature.sklearn17.dependencies]
+scikit-learn = "~=1.7.0"
+fairlearn = "~=0.12.0"
+pandas = "~=2.3.0"
+numpy = "~=2.3.0"
+scipy = "~=1.16.0"
+catboost = ">=1.0"
+quantile-forest = "~=1.4.0"
 python = "~=3.13.0"
 
 
@@ -216,13 +222,13 @@ python = "~=3.13.0"
 # ]
 
 
-[tool.pixi.feature.sklearn17.pypi-options]
+[tool.pixi.feature.sklearn-nightly.pypi-options]
 # This is for the nightly channel to test the dev version of scikit-learn.
 extra-index-urls = ["https://pypi.anaconda.org/scientific-python-nightly-wheels/simple"]
 
-[tool.pixi.feature.sklearn17.pypi-dependencies]
+[tool.pixi.feature.sklearn-nightly.pypi-dependencies]
 # The version value here needs to be exact, hence == instead of ~=
-scikit-learn = "==1.7.dev0"
+scikit-learn = "==1.8.dev0"
 fairlearn = "*"
 pandas = "*"
 numpy = "*"
@@ -235,7 +241,7 @@ lint = { cmd = "pre-commit install && pre-commit run -v --all-files --show-diff-
 tests = { cmd = "pytest -vsl --cov=skops --cov-report=xml --cov-report=term-missing -m \"not inference\" skops" }
 
 [tool.pixi.environments]
-default = ["docs", "tests", "lint", "rich", "dev", "sklearn17"]
+default = ["docs", "tests", "lint", "rich", "dev", "sklearn-nightly"]
 lint = ["lint"]
 docs = ["docs"]
 ci-sklearn12 = ["rich", "tests", "lint", "sklearn12"]
@@ -244,3 +250,4 @@ ci-sklearn14 = ["rich", "tests", "lint", "sklearn14"]
 ci-sklearn15 = ["rich", "tests", "lint", "sklearn15"]
 ci-sklearn16 = ["rich", "tests", "lint", "sklearn16"]
 ci-sklearn17 = ["rich", "tests", "lint", "sklearn17"]
+ci-sklearn-nightly = ["rich", "tests", "lint", "sklearn-nightly"]

From 8d7db9989ecea0053bb85a2c96f76d163f59a658 Mon Sep 17 00:00:00 2001
From: adrinjalali <adrin.jalali@gmail.com>
Date: Tue, 22 Jul 2025 08:14:20 +0200
Subject: [PATCH 2/5] ...

---
 pixi.lock | 15240 ++++++++++++++++++----------------------------------
 1 file changed, 5321 insertions(+), 9919 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index 3672ef96..cff51cfa 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -573,33 +573,36 @@ environments:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.13-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/adwaita-icon-theme-48.1-unix_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.14-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-core-2.40.3-h0630a04_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/atk-1.0-2.38.0-h04ea711_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.1.0-hb9d3cd8_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.1.0-hb9d3cd8_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py39hf88036b_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.1.0-hb9d3cd8_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.1.0-hb9d3cd8_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py39hf88036b_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2025.1.31-hbcca054_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.2-h3394656_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/catboost-1.2.7-cuda118_py39h9be2cae_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.7.14-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-h3394656_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/catboost-1.2.8-cuda118_py39hf2b1c79_104.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.7.14-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py39h15c3d72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.3.0-py39h74842e3_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/coverage-7.6.10-py39h9399b63_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coverage-7.9.2-py39h9399b63_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cudatoolkit-11.8.0-h4ba93d1_13.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.27-h54b06d7_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.13.6-h5008d03_3.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.3.9-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/double-conversion-3.3.0-h59595ed_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.4-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.28-hd9c7081_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-h3c4dab8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/double-conversion-3.3.1-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/epoxy-1.5.10-h166bdaf_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/fairlearn-0.9.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.1.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.18.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/flaky-3.8.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
@@ -608,80 +611,84 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.15.0-h7e30c49_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.55.8-py39h9399b63_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.12.1-h267a509_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.59.0-py39heb7d2ae_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.13.3-ha770c72_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fribidi-1.0.10-h36c2ea0_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/gdk-pixbuf-2.42.12-hb9ae30d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.13-h59595ed_1003.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphviz-12.0.0-hba01fac_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/gtk2-2.24.33-h8ee276e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/gdk-pixbuf-2.42.12-h7b179bb_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/glib-tools-2.84.2-h4833e2c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.14-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphviz-13.1.1-h87b6fe6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/gtk3-3.24.43-h0c6a113_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gts-0.7.6-h977cf35_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.1.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-10.2.0-h4bba637_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-11.3.2-hbb57e21_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/hicolor-icon-theme-0.17-ha770c72_2.tar.bz2
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   size: 21405
   timestamp: 1749230949991
-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py310hf71b8c6_2.conda
-  sha256: 14f1e89d3888d560a553f40ac5ba83e4435a107552fa5b2b2029a7472554c1ef
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-  - libgcc >=13
-  - libstdcxx >=13
-  - python >=3.10,<3.11.0a0
-  - python_abi 3.10.* *_cp310
-  constrains:
-  - libbrotlicommon 1.1.0 hb9d3cd8_2
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=hash-mapping
-  size: 349668
-  timestamp: 1725267875087
-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311hfdbb021_2.conda
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-  md5: d21daab070d76490cb39a8f1d1729d79
+- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py310hf71b8c6_3.conda
+  sha256: 313cd446b1a42b55885741534800a1d69bd3816eeef662f41fc3ac26e16d537e
+  md5: 63d24a5dd21c738d706f91569dbd1892
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   - libgcc >=13
-  - libstdcxx >=13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
+  - libstdcxx >=13
+  - python >=3.10,<3.11.0a0
+  - python_abi 3.10.* *_cp310
   constrains:
-  - libbrotlicommon 1.1.0 hb9d3cd8_2
+  - libbrotlicommon 1.1.0 hb9d3cd8_3
   license: MIT
   license_family: MIT
   purls:
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-  size: 350367
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-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h2ec8cdc_2.conda
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-  md5: b0b867af6fc74b2a0aa206da29c0f3cf
+  size: 351561
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311hfdbb021_3.conda
+  sha256: 4fab04fcc599853efb2904ea3f935942108613c7515f7dd57e7f034650738c52
+  md5: 8565f7297b28af62e5de2d968ca32e31
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   - libgcc >=13
   - libstdcxx >=13
-  - python >=3.12,<3.13.0a0
-  - python_abi 3.12.* *_cp312
+  - python >=3.11,<3.12.0a0
+  - python_abi 3.11.* *_cp311
   constrains:
-  - libbrotlicommon 1.1.0 hb9d3cd8_2
+  - libbrotlicommon 1.1.0 hb9d3cd8_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 349867
-  timestamp: 1725267732089
+  size: 350166
+  timestamp: 1749230304421
 - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h2ec8cdc_3.conda
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@@ -6409,23 +6360,6 @@ packages:
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   size: 351721
   timestamp: 1749230265727
-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h46c70d0_2.conda
-  sha256: da92e5e904465fce33a7a55658b13caa5963cc463c430356373deeda8b2dbc46
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-  - libgcc >=13
-  - libstdcxx >=13
-  - python >=3.13.0rc1,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - libbrotlicommon 1.1.0 hb9d3cd8_2
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=hash-mapping
-  size: 350424
-  timestamp: 1725267803672
 - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h46c70d0_3.conda
   sha256: e510ad1db7ea882505712e815ff02514490560fd74b5ec3a45a6c7cf438f754d
   md5: 2babfedd9588ad40c7113ddfe6a5ca82
@@ -6443,9 +6377,9 @@ packages:
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   size: 350295
   timestamp: 1749230225293
-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py39hf88036b_2.conda
-  sha256: 6b5ad1d89519f926138cd146bc475d42ccbd8239849fa8677031160e17f30202
-  md5: 8ea5af6ac902f1a4429190970d9099ce
+- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py39hf88036b_3.conda
+  sha256: 863936a37317bf62e9aa96c631a0fc6e1f8bfddfc39f9ea7191ed5c698d6759b
+  md5: 1ccd2aba673acca7aa2f289266efe2db
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   - libgcc >=13
@@ -6453,61 +6387,61 @@ packages:
   - python >=3.9,<3.10.0a0
   - python_abi 3.9.* *_cp39
   constrains:
-  - libbrotlicommon 1.1.0 hb9d3cd8_2
+  - libbrotlicommon 1.1.0 hb9d3cd8_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 349166
-  timestamp: 1725267838006
-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py310h53e7c6a_2.conda
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-  md5: c64cd414df458e3c8342f2c602fc34e6
+  size: 350112
+  timestamp: 1749230342584
+- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py310h6954a95_3.conda
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+  md5: edbc5225cf9117cf971f2685b3867b88
   depends:
   - __osx >=10.13
-  - libcxx >=17
+  - libcxx >=18
   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
   constrains:
-  - libbrotlicommon 1.1.0 h00291cd_2
+  - libbrotlicommon 1.1.0 h6e16a3a_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py311hd89902b_2.conda
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-  md5: d75f06ee06001794aa83a05e885f1520
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+- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py311hc356e98_3.conda
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+  md5: 7259b2f4870cab602f1512562e5cbb30
   depends:
   - __osx >=10.13
-  - libcxx >=17
+  - libcxx >=18
   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
   constrains:
-  - libbrotlicommon 1.1.0 h00291cd_2
+  - libbrotlicommon 1.1.0 h6e16a3a_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 363793
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py312h5861a67_2.conda
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+  size: 367210
+  timestamp: 1749230581348
+- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py312haafddd8_3.conda
+  sha256: d1a8635422d99b4b7cc1b35d62d1a5c392ae0a4d74e0a44bf190916a21180ba3
+  md5: 11489c0fc22f550acf63da5e7ec7304d
   depends:
   - __osx >=10.13
-  - libcxx >=17
+  - libcxx >=18
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   constrains:
-  - libbrotlicommon 1.1.0 h00291cd_2
+  - libbrotlicommon 1.1.0 h6e16a3a_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 363178
-  timestamp: 1725267893889
+  size: 367262
+  timestamp: 1749230495846
 - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h14b76d3_3.conda
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   md5: b48636a1c2074e650b7a930e3a68f104
@@ -6524,106 +6458,73 @@ packages:
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   timestamp: 1749230725855
-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h9ea2907_2.conda
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-  depends:
-  - __osx >=10.13
-  - libcxx >=17
-  - python >=3.13.0rc1,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - libbrotlicommon 1.1.0 h00291cd_2
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=hash-mapping
-  size: 363156
-  timestamp: 1725268004102
-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py39h7c0e7c0_2.conda
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-  md5: a764df072b4bfa295ae771b28d284cf7
+- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py39hdf37715_3.conda
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+  md5: 36e6628967b39442ea15a5353875bf62
   depends:
   - __osx >=10.13
-  - libcxx >=17
+  - libcxx >=18
   - python >=3.9,<3.10.0a0
   - python_abi 3.9.* *_cp39
   constrains:
-  - libbrotlicommon 1.1.0 h00291cd_2
+  - libbrotlicommon 1.1.0 h6e16a3a_3
   license: MIT
   license_family: MIT
   purls:
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-  size: 362967
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py310hb4ad77e_2.conda
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+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py310h853098b_3.conda
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+  - libcxx >=18
   - python >=3.10,<3.11.0a0
   - python >=3.10,<3.11.0a0 *_cpython
   - python_abi 3.10.* *_cp310
   constrains:
-  - libbrotlicommon 1.1.0 hd74edd7_2
+  - libbrotlicommon 1.1.0 h5505292_3
   license: MIT
   license_family: MIT
   purls:
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py311h3f08180_2.conda
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+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py311h155a34a_3.conda
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+  - libcxx >=18
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   - python >=3.11,<3.12.0a0 *_cpython
   - python_abi 3.11.* *_cp311
   constrains:
-  - libbrotlicommon 1.1.0 hd74edd7_2
+  - libbrotlicommon 1.1.0 h5505292_3
   license: MIT
   license_family: MIT
   purls:
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-  size: 339584
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-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py312hde4cb15_2.conda
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+  size: 338502
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+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py312hd8f9ff3_3.conda
+  sha256: 35df7079768b4c51764149c42b14ccc25c4415e4365ecc06c38f74562d9e4d16
+  md5: c7c728df70dc05a443f1e337c28de22d
   depends:
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-  - libcxx >=17
+  - libcxx >=18
   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
   constrains:
-  - libbrotlicommon 1.1.0 hd74edd7_2
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=hash-mapping
-  size: 339360
-  timestamp: 1725268143995
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py313h3579c5c_2.conda
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-  - python >=3.13.0rc1,<3.14.0a0
-  - python >=3.13.0rc1,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - libbrotlicommon 1.1.0 hd74edd7_2
+  - libbrotlicommon 1.1.0 h5505292_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 339067
-  timestamp: 1725268603536
+  size: 339365
+  timestamp: 1749230606596
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py313h928ef07_3.conda
   sha256: 0f2f3c7b3f6a19a27b2878b58bfd16af69cea90d0d3052a2a0b4e0a2cbede8f9
   md5: 3030bcec50cc407b596f9311eeaa611f
@@ -6641,26 +6542,26 @@ packages:
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   size: 338938
   timestamp: 1749230456550
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py39hfa9831e_2.conda
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-  md5: e6297328cb55064f9923dbe19c354b4a
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py39h941272d_3.conda
+  sha256: 1f3abbf6fce94855c235edfbe0164ea66dead112bf23e61a666da704def0927f
+  md5: 6581ffa02a1d9da83ec31c69edc0c2e1
   depends:
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-  - libcxx >=17
+  - libcxx >=18
   - python >=3.9,<3.10.0a0
   - python >=3.9,<3.10.0a0 *_cpython
   - python_abi 3.9.* *_cp39
   constrains:
-  - libbrotlicommon 1.1.0 hd74edd7_2
+  - libbrotlicommon 1.1.0 h5505292_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 338488
-  timestamp: 1725268478900
-- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py310h9e98ed7_2.conda
-  sha256: 1b7893a07f2323410b09b63b4627103efa86163be835ac94966333b37741cdc7
-  md5: 3a10a1d0cf3ece273195f26191fd6cc6
+  size: 338173
+  timestamp: 1749230698330
+- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py310h9e98ed7_3.conda
+  sha256: 6eac109d40bd36d158064a552babc3da069662ad93712453eb43320f330b7c82
+  md5: 52d37d0f3a9286d295fbf72cf0aa99ee
   depends:
   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
@@ -6668,16 +6569,16 @@ packages:
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   constrains:
-  - libbrotlicommon 1.1.0 h2466b09_2
+  - libbrotlicommon 1.1.0 h2466b09_3
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/brotli?source=hash-mapping
-  size: 321576
-  timestamp: 1725268612274
-- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py311hda3d55a_2.conda
-  sha256: aa3ac5dbf63db2f145235708973c626c2189ee4040d769fdf0076286fa45dc26
-  md5: a0ea2839841a06740a1c110ba3317b42
+  size: 321491
+  timestamp: 1749231194190
+- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py311hda3d55a_3.conda
+  sha256: a602b15fe1b3a6b40aab7d99099a410b69ccad9bb273779531cef00fc52d762e
+  md5: 2d99144abeb3b6b65608fdd7810dbcbd
   depends:
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   - python_abi 3.11.* *_cp311
@@ -6685,16 +6586,16 @@ packages:
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
   constrains:
-  - libbrotlicommon 1.1.0 h2466b09_2
+  - libbrotlicommon 1.1.0 h2466b09_3
   license: MIT
   license_family: MIT
   purls:
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-  size: 322114
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-- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py312h275cf98_2.conda
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-  timestamp: 1725306039901
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py311h53056dc_1.conda
-  sha256: a93584e6167c3598854a47f3bf8276fa646a3bb4d12fcfc23a54e37d5879f35c
-  md5: 7d4c123cbb5e6293dd4dd2f8d30f0de4
+  size: 435740
+  timestamp: 1745870314659
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py311he736701_2.conda
+  sha256: aaae40057eac5b5996db4e6b3d8eb00d38455e67571e796135d29702a19736bd
+  md5: 8355ec073f73581e29adf77c49096aed
   depends:
   - cffi >=1.11
   - python >=3.11,<3.12.0a0
@@ -26207,17 +21680,15 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
-  - zstd >=1.5.6,<1.5.7.0a0
-  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
-  size: 321357
-  timestamp: 1725305930669
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py312h7606c53_1.conda
-  sha256: 3e0c718aa18dcac7f080844dbe0aea41a9cea75083019ce02e8a784926239826
-  md5: a92cc3435b2fd6f51463f5a4db5c50b1
+  size: 445673
+  timestamp: 1745870127079
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py312h4389bb4_2.conda
+  sha256: 10f25f85f856dbc776b4a2cf801d31edd07cbfaa45b9cca14dd776a9f2887cb5
+  md5: 24554d76d0efcca11faa0a013c16ed5a
   depends:
   - cffi >=1.11
   - python >=3.12,<3.13.0a0
@@ -26225,32 +21696,12 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
-  - zstd >=1.5.6,<1.5.7.0a0
-  - zstd >=1.5.6,<1.6.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 320624
-  timestamp: 1725305934189
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py313h574b89f_1.conda
-  sha256: 1d2744ec0e91da267ce749e19142081472539cb140a7dad0646cd249246691fe
-  md5: 8e017aca933f4dd25491151edd3e7820
-  depends:
-  - cffi >=1.11
-  - python >=3.13.0rc1,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  - zstd >=1.5.6,<1.5.7.0a0
-  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
-  size: 325703
-  timestamp: 1725305947138
+  size: 444685
+  timestamp: 1745870132644
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py313ha7868ed_2.conda
   sha256: b7bfe264fe3810b1abfe7f80c0f21f470d7cc730ada7ce3b3d08a90cb871999c
   md5: b4d967b4d695a2ba8554738b3649d754
@@ -26267,9 +21718,9 @@ packages:
   - pkg:pypi/zstandard?source=hash-mapping
   size: 449871
   timestamp: 1745870298072
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py39h9bf74da_1.conda
-  sha256: 1446c0495565d6d7b364e0b2021d0309d21a34cb7d6bd19eced1a483fabfb915
-  md5: 5f1f0f75ebd24882ccf44d145939b104
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py39ha55e580_2.conda
+  sha256: ed4c519631217832e1ca8212235dd6dd2c4e9e8125a49952a768ffc960d4801d
+  md5: 918838bc36618bdfbc9081cb84949b3b
   depends:
   - cffi >=1.11
   - python >=3.9,<3.10.0a0
@@ -26277,26 +21728,12 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
-  - zstd >=1.5.6,<1.5.7.0a0
-  - zstd >=1.5.6,<1.6.0a0
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/zstandard?source=hash-mapping
-  size: 311116
-  timestamp: 1725305993710
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
-  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
-  md5: 4d056880988120e29d75bfff282e0f45
-  depends:
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  - libzlib >=1.2.13,<2.0.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 554846
-  timestamp: 1714722996770
+  size: 435286
+  timestamp: 1745870109478
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
   sha256: a4166e3d8ff4e35932510aaff7aa90772f84b4d07e9f6f83c614cba7ceefe0eb
   md5: 6432cb5d4ac0046c3ac0a8a0f95842f9
@@ -26310,17 +21747,6 @@ packages:
   purls: []
   size: 567578
   timestamp: 1742433379869
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
-  sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
-  md5: 4cb2cd56f039b129bb0e491c1164167e
-  depends:
-  - __osx >=10.9
-  - libzlib >=1.2.13,<2.0.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 498900
-  timestamp: 1714723303098
 - conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h8210216_2.conda
   sha256: c171c43d0c47eed45085112cb00c8c7d4f0caa5a32d47f2daca727e45fb98dca
   md5: cd60a4a5a8d6a476b30d8aa4bb49251a
@@ -26332,17 +21758,6 @@ packages:
   purls: []
   size: 485754
   timestamp: 1742433356230
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
-  sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
-  md5: d96942c06c3e84bfcc5efb038724a7fd
-  depends:
-  - __osx >=11.0
-  - libzlib >=1.2.13,<2.0.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 405089
-  timestamp: 1714723101397
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
   sha256: 0d02046f57f7a1a3feae3e9d1aa2113788311f3cf37a3244c71e61a93177ba67
   md5: e6f69c7bcccdefa417f056fa593b40f0
@@ -26354,19 +21769,6 @@ packages:
   purls: []
   size: 399979
   timestamp: 1742433432699
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
-  sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
-  md5: 9a17230f95733c04dc40a2b1e5491d74
-  depends:
-  - libzlib >=1.2.13,<2.0.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 349143
-  timestamp: 1714723445995
 - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
   sha256: bc64864377d809b904e877a98d0584f43836c9f2ef27d3d2a1421fa6eae7ca04
   md5: 21f56217d6125fb30c3c3f10c786d751

From 520e7a061b2792ae8351f8c03e44b8ead608f419 Mon Sep 17 00:00:00 2001
From: adrinjalali <adrin.jalali@gmail.com>
Date: Tue, 22 Jul 2025 14:13:28 +0200
Subject: [PATCH 3/5] ...

---
 .github/workflows/build-test.yml |  3 ++-
 skops/card/_model_card.py        |  6 +++---
 skops/card/tests/test_card.py    | 10 ++++++----
 skops/io/tests/_utils.py         |  4 ++--
 skops/io/tests/test_persist.py   |  2 +-
 5 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/build-test.yml b/.github/workflows/build-test.yml
index 47ac969f..2674cc1c 100644
--- a/.github/workflows/build-test.yml
+++ b/.github/workflows/build-test.yml
@@ -22,7 +22,8 @@ jobs:
           ci-sklearn14,
           ci-sklearn15,
           ci-sklearn16,
-          ci-sklearn17
+          ci-sklearn17,
+          ci-sklearn-nightly
         ]
 
     # Timeout: https://stackoverflow.com/a/59076067/4521646
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index c635f0a3..cb98cd21 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -333,7 +333,7 @@ class Card:
     >>> from sklearn.linear_model import LogisticRegression
     >>> from skops.card import Card
     >>> X, y = load_iris(return_X_y=True)
-    >>> model = LogisticRegression(solver="liblinear", random_state=0).fit(X, y)
+    >>> model = LogisticRegression(solver="saga", random_state=0).fit(X, y)
     >>> model_card = Card(model)
     >>> y_pred = model.predict(X)
     >>> model_card.add_metrics(**{
@@ -364,7 +364,7 @@ class Card:
     >>> # add new subsection to an existing section by using "/"
     >>> model_card.add(**{"Model description/Model name": "This model is called Bob"})
     Card(
-      model=LogisticRegression(random_state=0, solver='liblinear'),
+      model=LogisticRegression(random_state=0, solver='saga'),
       ...
     )
     >>> # save the card to a README.md file
@@ -1022,7 +1022,7 @@ def add_permutation_importances(
             ax,
             x=permutation_importances.importances[sorted_importances_idx].T,
             tick_labels=columns[sorted_importances_idx],
-            vert=False,
+            vert="horizontal",
         )
         ax.set_title(plot_name)
         ax.set_xlabel("Decrease in Score")
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 93e6e22d..0eea01ba 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -1068,7 +1068,7 @@ def expected_lines(self):
         Card(
           model=MyRegressor(param_1=10),
           Model description/Training Procedure/Hyperparameters=TableSection(3x2),
-          Model description/Training Procedure/Model Plot=<style>#sk-co...v></div></div>,
+          Model description/Training Procedure/Model Plot=__anything__,
           Model Card Authors=Jane Doe,
           Figures/ROC=PlotSection(ROC.png),
           Figures/Confusion matrix=PlotSection(confusion_matrix.jpg),
@@ -1077,6 +1077,8 @@ def expected_lines(self):
         )
         """  # noqa: E501
         expected = textwrap.dedent(card_repr).strip()
+        expected = re.escape(expected)
+        expected = expected.replace("__anything__", ".*")
         lines = expected.split("\n")
         return lines
 
@@ -1084,7 +1086,7 @@ def expected_lines(self):
     def test_card_repr(self, card: Card, meth, expected_lines):
         result = meth(card)
         expected = "\n".join(expected_lines)
-        assert reprs_equal(expected, result)
+        assert re.match(expected, result)
 
     @pytest.mark.parametrize("meth", [repr, str])
     def test_card_repr_empty_card(self, meth):
@@ -1112,7 +1114,7 @@ def test_very_long_lines_are_shortened(self, card: Card, meth, expected_lines):
         expected = "\n".join(expected_lines)
 
         result = meth(card)
-        assert reprs_equal(expected, result)
+        assert re.match(expected, result)
 
     @pytest.mark.parametrize("meth", [repr, str])
     def test_without_model_attribute(self, card: Card, meth, expected_lines):
@@ -1123,7 +1125,7 @@ def test_without_model_attribute(self, card: Card, meth, expected_lines):
         expected = "\n".join(expected_lines)
 
         result = meth(card)
-        assert reprs_equal(expected, result)
+        assert re.match(expected, result)
 
 
 class TestCardModelAttributeIsPath:
diff --git a/skops/io/tests/_utils.py b/skops/io/tests/_utils.py
index 66dbf47f..5d998e22 100644
--- a/skops/io/tests/_utils.py
+++ b/skops/io/tests/_utils.py
@@ -96,8 +96,8 @@ def _assert_vals_equal(val1, val2, path=""):
     elif isinstance(val1, (np.ndarray, np.generic)):
         if len(val1.dtype) == 0:
             # for arrays with at least 2 dimensions, check that contiguity is
-            # preserved
-            if val1.squeeze().ndim > 1:
+            # preserved, but only if the array is not a view
+            if val1.squeeze().ndim > 1 and val1.flags["OWNDATA"]:
                 assert (
                     val1.flags["C_CONTIGUOUS"] is val2.flags["C_CONTIGUOUS"]
                 ), f"Path: {path}.flags"
diff --git a/skops/io/tests/test_persist.py b/skops/io/tests/test_persist.py
index ad028bdb..482b84ab 100644
--- a/skops/io/tests/test_persist.py
+++ b/skops/io/tests/test_persist.py
@@ -897,7 +897,7 @@ def test_disk_and_memory_are_identical(tmp_path):
                 ("scale", MinMaxScaler()),
             ])),
         ])),
-        ("clf", LogisticRegression(random_state=0, solver="liblinear")),
+        ("clf", LogisticRegression(random_state=0, solver="saga")),
     ]).fit([[0, 1], [2, 3], [4, 5]], [0, 1, 2])
     # fmt: on
 

From 536c322796a2765aa4e89b756ec0ce657e85b3db Mon Sep 17 00:00:00 2001
From: adrinjalali <adrin.jalali@gmail.com>
Date: Tue, 22 Jul 2025 14:31:04 +0200
Subject: [PATCH 4/5] ...

---
 skops/io/tests/test_visualize.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/io/tests/test_visualize.py b/skops/io/tests/test_visualize.py
index 469b0e0b..54ef1ab0 100644
--- a/skops/io/tests/test_visualize.py
+++ b/skops/io/tests/test_visualize.py
@@ -56,7 +56,7 @@ def unsafe_function(x):
                     ("scale", MinMaxScaler()),
                 ])),
             ])),
-            ("clf", LogisticRegression(random_state=0, solver="liblinear")),
+            ("clf", LogisticRegression(random_state=0, solver="saga")),
         ]).fit([[0, 1], [2, 3], [4, 5]], [0, 1, 2])
         # fmt: on
         return pipeline

From 27e99dee61534d36193614219dede1f86899549f Mon Sep 17 00:00:00 2001
From: adrinjalali <adrin.jalali@gmail.com>
Date: Tue, 22 Jul 2025 15:10:54 +0200
Subject: [PATCH 5/5] ...

---
 pixi.lock | 346 +++++++++++++++++++++++++++++++++++++++++-------------
 1 file changed, 265 insertions(+), 81 deletions(-)

diff --git a/pixi.lock b/pixi.lock
index cff51cfa..79209101 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -196,28 +196,28 @@ environments:
       osx-64:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-1.1.0-h6e16a3a_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-bin-1.1.0-h6e16a3a_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h14b76d3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py312haafddd8_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-hfdf4475_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.7.14-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py313h49682b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py312hf857d28_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/contourpy-1.3.2-py313ha0b1807_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/coverage-7.9.2-py313h717bdf5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/contourpy-1.3.2-py312hc47a885_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/coverage-7.9.2-py312h3520af0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.18.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/flake8-7.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/flaky-3.8.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/fonttools-4.59.0-py313h4db2fa4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/fonttools-4.59.0-py312h3d55d04_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/freetype-2.13.3-h694c41f_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.2.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/identify-2.6.12-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/kiwisolver-1.4.8-py313ha0b1807_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/kiwisolver-1.4.8-py312hc47a885_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/lcms2-2.17-h72f5680_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/lerc-4.0.0-hcca01a6_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.9.0-32_h7f60823_openblas.conda
@@ -236,7 +236,6 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libjpeg-turbo-3.1.0-h6e16a3a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblapack-3.9.0-32_h236ab99_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.8.1-hd471939_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libmpdec-4.0.0-h6e16a3a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libopenblas-0.3.30-openmp_hbf64a52_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libpng-1.6.50-h3c4a55f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.50.3-h39a8b3b_0.conda
@@ -246,19 +245,19 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-20.1.8-hf4e0ed4_0.conda
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