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   license: Python-2.0
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+  name: scipy
+  version: 1.15.0
+  sha256: 4e08c6a36f46abaedf765dd2dfcd3698fa4bd7e311a9abb2d80e33d9b2d72c34
+  requires_dist:
+  - numpy>=1.23.5,<2.5
+  - 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'
+  - hypothesis>=6.30 ; extra == 'test'
+  - array-api-strict>=2.0,<2.1.1 ; extra == 'test'
+  - cython ; extra == 'test'
+  - meson ; extra == 'test'
+  - ninja ; sys_platform != 'emscripten' and extra == 'test'
+  - sphinx>=5.0.0,<8.0.0 ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
+  - matplotlib>=3.5 ; extra == 'doc'
+  - numpydoc ; extra == 'doc'
+  - jupytext ; extra == 'doc'
+  - myst-nb ; extra == 'doc'
+  - pooch ; extra == 'doc'
+  - jupyterlite-sphinx>=0.16.5 ; extra == 'doc'
+  - jupyterlite-pyodide-kernel ; extra == 'doc'
+  - 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'
+  - rich-click ; extra == 'dev'
+  - doit>=0.36.0 ; extra == 'dev'
+  - pydevtool ; extra == 'dev'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/79/df/989b2fd3f8ead6bcf89fc683fde94741eb3b291e41a3ce70cec08c80aa36/scipy-1.15.0-cp313-cp313t-win_amd64.whl
+  name: scipy
+  version: 1.15.0
+  sha256: 129f899ed275c0515d553b8d31696924e2ca87d1972421e46c376b9eb87de3d2
+  requires_dist:
+  - numpy>=1.23.5,<2.5
+  - 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'
+  - hypothesis>=6.30 ; extra == 'test'
+  - array-api-strict>=2.0,<2.1.1 ; extra == 'test'
+  - cython ; extra == 'test'
+  - meson ; extra == 'test'
+  - ninja ; sys_platform != 'emscripten' and extra == 'test'
+  - sphinx>=5.0.0,<8.0.0 ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
+  - matplotlib>=3.5 ; extra == 'doc'
+  - numpydoc ; extra == 'doc'
+  - jupytext ; extra == 'doc'
+  - myst-nb ; extra == 'doc'
+  - pooch ; extra == 'doc'
+  - jupyterlite-sphinx>=0.16.5 ; extra == 'doc'
+  - jupyterlite-pyodide-kernel ; extra == 'doc'
+  - 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'
+  - rich-click ; extra == 'dev'
+  - doit>=0.36.0 ; extra == 'dev'
+  - pydevtool ; extra == 'dev'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/9f/4e/8822a2cafcea8727430e9a0bf785e8f0e81aaaac1048dad764d522f0f1ec/scipy-1.15.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: scipy
+  version: 1.15.0
+  sha256: e9baff912ea4f78a543d183ed6f5b3bea9784509b948227daaf6f10727a0e2e5
+  requires_dist:
+  - numpy>=1.23.5,<2.5
+  - 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'
+  - hypothesis>=6.30 ; extra == 'test'
+  - array-api-strict>=2.0,<2.1.1 ; extra == 'test'
+  - cython ; extra == 'test'
+  - meson ; extra == 'test'
+  - ninja ; sys_platform != 'emscripten' and extra == 'test'
+  - sphinx>=5.0.0,<8.0.0 ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
+  - matplotlib>=3.5 ; extra == 'doc'
+  - numpydoc ; extra == 'doc'
+  - jupytext ; extra == 'doc'
+  - myst-nb ; extra == 'doc'
+  - pooch ; extra == 'doc'
+  - jupyterlite-sphinx>=0.16.5 ; extra == 'doc'
+  - jupyterlite-pyodide-kernel ; extra == 'doc'
+  - 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'
+  - rich-click ; extra == 'dev'
+  - doit>=0.36.0 ; extra == 'dev'
+  - pydevtool ; extra == 'dev'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/e9/02/c8bccc5c4813eccfeeef6ed0effe42e2cf98199d350ca476c22029569edc/scipy-1.15.0-cp313-cp313t-macosx_10_13_x86_64.whl
+  name: scipy
+  version: 1.15.0
+  sha256: b1432102254b6dc7766d081fa92df87832ac25ff0b3d3a940f37276e63eb74ff
+  requires_dist:
+  - numpy>=1.23.5,<2.5
+  - 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'
+  - hypothesis>=6.30 ; extra == 'test'
+  - array-api-strict>=2.0,<2.1.1 ; extra == 'test'
+  - cython ; extra == 'test'
+  - meson ; extra == 'test'
+  - ninja ; sys_platform != 'emscripten' and extra == 'test'
+  - sphinx>=5.0.0,<8.0.0 ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - pydata-sphinx-theme>=0.15.2 ; extra == 'doc'
+  - sphinx-copybutton ; extra == 'doc'
+  - sphinx-design>=0.4.0 ; extra == 'doc'
+  - matplotlib>=3.5 ; extra == 'doc'
+  - numpydoc ; extra == 'doc'
+  - jupytext ; extra == 'doc'
+  - myst-nb ; extra == 'doc'
+  - pooch ; extra == 'doc'
+  - jupyterlite-sphinx>=0.16.5 ; extra == 'doc'
+  - jupyterlite-pyodide-kernel ; extra == 'doc'
+  - 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'
+  - rich-click ; extra == 'dev'
+  - doit>=0.36.0 ; extra == 'dev'
+  - pydevtool ; extra == 'dev'
+  requires_python: '>=3.10'
+- conda: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.15.0-py313h750cbce_1.conda
+  sha256: 8f037a0cd830ed249588a5683068fa2892bb936d5c164c0870ff9810d85d37f5
+  md5: 5fa8ee00606ba9d5a928d989b949c45b
   depends:
   - __glibc >=2.17,<3.0.a0
   - libblas >=3.9.0,<4.0a0
@@ -5026,7 +5498,7 @@ packages:
   - libgfortran5 >=13.3.0
   - liblapack >=3.9.0,<4.0a0
   - libstdcxx >=13
-  - numpy <2.4
+  - numpy <2.5
   - numpy >=1.21,<3
   - numpy >=1.23.5
   - python >=3.13,<3.14.0a0
@@ -5037,11 +5509,11 @@ packages:
   license_family: BSD
   purls:
   - pkg:pypi/scipy?source=hash-mapping
-  size: 19188982
-  timestamp: 1736010243934
-- conda: https://conda.anaconda.org/conda-forge/osx-64/scipy-1.15.0-py313hd604262_0.conda
-  sha256: a6d9d6f471b32d9dc10d97a6d2b313140cc673a9a4ad958d9d6d4ee8f37b873a
-  md5: ad0e3fcb5d4328802185894d7c37c182
+  size: 19340417
+  timestamp: 1736353044345
+- conda: https://conda.anaconda.org/conda-forge/osx-64/scipy-1.15.0-py313h1cb6e1a_1.conda
+  sha256: edb9d405e1eb74922f9d37fe5506783088e1e8b77d105db13bfc3e61c141c1be
+  md5: 37705e3a102dfc80934c4c02bd1cab77
   depends:
   - __osx >=10.13
   - libblas >=3.9.0,<4.0a0
@@ -5050,7 +5522,7 @@ packages:
   - libgfortran 5.*
   - libgfortran5 >=13.2.0
   - liblapack >=3.9.0,<4.0a0
-  - numpy <2.4
+  - numpy <2.5
   - numpy >=1.21,<3
   - numpy >=1.23.5
   - python >=3.13,<3.14.0a0
@@ -5061,11 +5533,11 @@ packages:
   license_family: BSD
   purls:
   - pkg:pypi/scipy?source=hash-mapping
-  size: 17415718
-  timestamp: 1736010416370
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.15.0-py313h0cf4ea1_0.conda
-  sha256: 7f1b93362a8a42c1b51ef3f39a95f53104e281f0265e0d41267556a9b95da17f
-  md5: 75284bedd8160ef38e540009b7c13e05
+  size: 16848974
+  timestamp: 1736353675834
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.15.0-py313h1a9b77e_1.conda
+  sha256: 6eb89a6e3aa47e6919e12d804bd0ed934ced70b52adcf2cf48909d7d5c5a895a
+  md5: d23115d24863f595cba2bd60b7390c64
   depends:
   - __osx >=11.0
   - libblas >=3.9.0,<4.0a0
@@ -5074,7 +5546,7 @@ packages:
   - libgfortran 5.*
   - libgfortran5 >=13.2.0
   - liblapack >=3.9.0,<4.0a0
-  - numpy <2.4
+  - numpy <2.5
   - numpy >=1.21,<3
   - numpy >=1.23.5
   - python >=3.13,<3.14.0a0
@@ -5086,16 +5558,16 @@ packages:
   license_family: BSD
   purls:
   - pkg:pypi/scipy?source=hash-mapping
-  size: 16242568
-  timestamp: 1736010248344
-- conda: https://conda.anaconda.org/conda-forge/win-64/scipy-1.15.0-py313h7ad3c46_0.conda
-  sha256: b0ef1e79e3ac940c8cbcf9ddf2ae61f2a02693ccf1320091f31845486404c868
-  md5: be0fdc62fba80fdc81299ef289a2775d
+  size: 15909048
+  timestamp: 1736353901471
+- conda: https://conda.anaconda.org/conda-forge/win-64/scipy-1.15.0-py313hdc736f6_1.conda
+  sha256: 1dc56ea2db872f9b1228c460fec072e3f9f44d684100f347d1bfe0b556dd8d40
+  md5: 1cfea2945fab7ec514fc5535ea16bde1
   depends:
   - libblas >=3.9.0,<4.0a0
   - libcblas >=3.9.0,<4.0a0
   - liblapack >=3.9.0,<4.0a0
-  - numpy <2.4
+  - numpy <2.5
   - numpy >=1.21,<3
   - numpy >=1.23.5
   - python >=3.13,<3.14.0a0
@@ -5109,8 +5581,8 @@ packages:
   license_family: BSD
   purls:
   - pkg:pypi/scipy?source=hash-mapping
-  size: 18006929
-  timestamp: 1736011093706
+  size: 17694295
+  timestamp: 1736354415124
 - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-75.6.0-pyhff2d567_1.conda
   sha256: abb12e1dd515b13660aacb5d0fd43835bc2186cab472df25b7716cd65e095111
   md5: fc80f7995e396cbaeabd23cf46c413dc
@@ -5384,6 +5856,11 @@ packages:
   purls: []
   size: 151460
   timestamp: 1732982860332
+- pypi: https://files.pythonhosted.org/packages/4b/2c/ffbf7a134b9ab11a67b0cf0726453cedd9c5043a4fe7a35d1cefa9a1bcfb/threadpoolctl-3.5.0-py3-none-any.whl
+  name: threadpoolctl
+  version: 3.5.0
+  sha256: 56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467
+  requires_python: '>=3.8'
 - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda
   sha256: 45e402941f6bed094022c5726a2ca494e6224b85180d2367fb6ddd9aea68079d
   md5: df68d78237980a159bd7149f33c0e8fd
@@ -5515,9 +5992,9 @@ packages:
   - pysocks>=1.5.6,!=1.5.7,<2.0 ; extra == 'socks'
   - zstandard>=0.18.0 ; extra == 'zstd'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.14-h0f3a69f_0.conda
-  sha256: fb9e6a0b92e2d694afd3f5926de1c631a6f86897494527c0792374d8d96859b3
-  md5: 37aa0d278aeb3a71a2016c7684fc5a6c
+- conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.16-h0f3a69f_0.conda
+  sha256: da94b2a3800f1644b8d490a5bf12da1ed89863b84d853a47eb18d42718b99352
+  md5: 7586b8a39e14b0d73fd5f0cfdebc8a0c
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
@@ -5528,11 +6005,11 @@ packages:
   platform: linux
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10851448
-  timestamp: 1735852602867
-- conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.14-h8de1528_0.conda
-  sha256: 2cdf69d4bd6eb22429a9b221feabfa5877d9f7ab8e8f05b2d872cf5f9a6f436a
-  md5: 70445b6932c27499d0ddf4b2353a99ca
+  size: 10831796
+  timestamp: 1736382291247
+- conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.16-h8de1528_0.conda
+  sha256: 73056a0e8ecb514f17665e4c921e7698bf73c43e2cbf8d4db5b52afb37b15211
+  md5: 04aec224f4f850cdb7dd87750b402211
   depends:
   - __osx >=10.13
   - libcxx >=18
@@ -5542,11 +6019,11 @@ packages:
   platform: osx
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10382685
-  timestamp: 1735853830567
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.14-h668ec48_0.conda
-  sha256: 7cccf0d40808746fc8f1d595c6000db16aea88bbaf5b860e456cab320a031c3c
-  md5: ba74550de2d811d8535f202d403d094d
+  size: 10486518
+  timestamp: 1736383975032
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.16-h668ec48_0.conda
+  sha256: b4619ea3e65f66631e1e15232784157e771f378f66df465f916fad803958565a
+  md5: f61883b6c2e474019b45d159aee40e76
   depends:
   - __osx >=11.0
   - libcxx >=18
@@ -5556,11 +6033,11 @@ packages:
   platform: osx
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10492975
-  timestamp: 1735854336261
-- conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.14-ha08ef0e_0.conda
-  sha256: 46be5a5dce7ae00c39211dc216d429266ea53f558dd1a21016fbe6dcb7064c43
-  md5: 0dcc9b2f8fcafee8b458576d8d549182
+  size: 10553675
+  timestamp: 1736383758392
+- conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.16-ha08ef0e_0.conda
+  sha256: e07951504d15fb299385ac20879007abf13f764e5a96b8abb9dff5275387f042
+  md5: 810e5ec595b71a697921245347b5c52b
   depends:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
@@ -5569,8 +6046,8 @@ packages:
   platform: win
   license: Apache-2.0 OR MIT
   purls: []
-  size: 11283006
-  timestamp: 1735853967653
+  size: 11359280
+  timestamp: 1736383422848
 - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_23.conda
   sha256: 986ddaf8feec2904eac9535a7ddb7acda1a1dfb9482088fdb8129f1595181663
   md5: 7c10ec3158d1eb4ddff7007c9101adb0
diff --git a/pyproject.toml b/pyproject.toml
index b78ab4f..40f5ad2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,7 +53,6 @@ fastcan = { path = ".", editable = true }
 [tool.pixi.build-dependencies]
 cython = ">=3.0.10"
 meson-python = ">=0.16.0"
-ninja = ">=1.12.1"
 
 [tool.pixi.feature.test.dependencies]
 pytest = "*"
@@ -76,10 +75,12 @@ uv = "*"
 
 [tool.pixi.feature.nogil.dependencies]
 python-freethreading = "*"
-pip = "*"
 meson-python = "*"
-joblib = "*"
-threadpoolctl = "*"
+uv = "*"
+
+[tool.pixi.feature.nogil.pypi-dependencies]
+scikit-learn = { index = "https://pypi.anaconda.org/scientific-python-nightly-wheels/simple" }
+Cython = { index = "https://pypi.anaconda.org/scientific-python-nightly-wheels/simple" }
 
 [tool.pixi.target.osx-64.build-dependencies]
 compilers = "*"
@@ -115,11 +116,7 @@ doc = { cmd = "$SPHINXBUILD -M $CMD $SOURCEDIR $BUILDDIR $SPHINXOPTS", cwd = "do
 doc-clean = { cmd = "rm -rf $BUILDDIR generated auto_examples", cwd = "doc", env = { BUILDDIR = "_build" } }
 
 [tool.pixi.feature.nogil.tasks]
-install-scikit-learn = "pip install scikit-learn" # TODO: change to pypi-dependencies after pixi update
-
-nogil-build = { cmd = "pip install --editable . --verbose --no-build-isolation --config-settings editable-verbose=true", depends_on = [
-    "install-scikit-learn",
-] }
+nogil-build = { cmd = "uv pip install --editable . --verbose --no-build-isolation --config-settings editable-verbose=true" }
 nogil-h = { cmd = "python -Xgil=0 -m timeit -n 5 -s 'import numpy as np; from fastcan import FastCan; X = np.random.rand(3000, 100); y = np.random.rand(3000, 20)' 's = FastCan(100, verbose=0).fit(X, y)'", depends_on = [
     "nogil-build",
 ] }