diff --git a/.gitattributes b/.gitattributes
index fd1c9b2e..a86bd0f4 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -5,5 +5,4 @@
 *.{py,yaml,yml,sh} text eol=lf
 *.bat text eol=crlf
 
-src/spox/opset/** linguist-vendored# GitHub syntax highlighting
-pixi.lock linguist-language=YAML linguist-generated=true
+src/spox/opset/** linguist-vendored
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c1156dbe..e0dbb7a6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,4 +1,4 @@
-exclude: ^(\.copier-answers\.yml)|.pixi$
+exclude: ^.pixi$
 repos:
   - repo: local
     hooks:
diff --git a/pixi.lock b/pixi.lock
index e235d4e5..00656157 100644
--- a/pixi.lock
+++ b/pixi.lock
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+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
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+  size: 2562
+  timestamp: 1578324546067
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   name: _libgcc_mutex
   version: '0.1'
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   size: 2562
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+- kind: conda
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+  version: '4.5'
+  build: 2_gnu
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+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
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+  md5: 73aaf86a425cc6e73fcf236a5a46396d
+  depends:
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+  - libgomp >=7.5.0
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+  license: BSD-3-Clause
+  license_family: BSD
+  size: 23621
+  timestamp: 1650670423406
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   timestamp: 1650670423406
+- kind: conda
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+  version: '4.5'
+  build: 2_gnu
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+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/_openmp_mutex-4.5-2_gnu.tar.bz2
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+  md5: 6168d71addc746e8f2b8d57dfd2edcea
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+  version: 1.0.8
+  build: h2466b09_7
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+  url: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h2466b09_7.conda
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20240722.0-cxx17_h5888daf_1.conda
+  sha256: 8f91429091183c26950f1e7ffa730e8632f0627ba35d2fccd71df31628c9b4e5
+  md5: e1f604644fe8d78e22660e2fec6756bc
   depends:
+  - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libstdcxx >=13
   constrains:
-  - abseil-cpp =20240722.0
   - libabseil-static =20240722.0=cxx17*
+  - abseil-cpp =20240722.0
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 1328502
-  timestamp: 1727295490806
+  size: 1310521
+  timestamp: 1727295454064
+- kind: conda
+  name: libabseil
+  version: '20240722.0'
+  build: cxx17_h5ad3122_1
+  build_number: 1
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/libabseil-20240722.0-cxx17_h5ad3122_1.conda
+  sha256: 590e47dce38031a8893e70491f3b71e214de7781cab53b6f017aa6f6841cb076
+  md5: 6fe6b3694c4792a8e26755d3b06f0b80
+  depends:
+  - libgcc >=13
+  - libstdcxx >=13
+  constrains:
+  - abseil-cpp =20240722.0
+  - libabseil-static =20240722.0=cxx17*
+  license: Apache-2.0
+  license_family: Apache
+  size: 1328502
+  timestamp: 1727295490806
+- kind: conda
+  name: libabseil
+  version: '20240722.0'
+  build: cxx17_h5ad3122_1
+  build_number: 1
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/libabseil-20240722.0-cxx17_h5ad3122_1.conda
+  sha256: 590e47dce38031a8893e70491f3b71e214de7781cab53b6f017aa6f6841cb076
+  md5: 6fe6b3694c4792a8e26755d3b06f0b80
+  depends:
+  - libgcc >=13
+  - libstdcxx >=13
+  constrains:
+  - abseil-cpp =20240722.0
+  - libabseil-static =20240722.0=cxx17*
+  license: Apache-2.0
+  license_family: Apache
+  purls: []
+  size: 1328502
+  timestamp: 1727295490806
+- kind: conda
+  name: libabseil
+  version: '20240722.0'
+  build: cxx17_hac325c4_1
+  build_number: 1
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libabseil-20240722.0-cxx17_hac325c4_1.conda
+  sha256: b548e80280242ad1d93d8d7fb48a30af7e4124959ba2031c65c9675b98163652
+  md5: 40373920232a6ac0404eee9cf39a9f09
+  depends:
+  - __osx >=10.13
+  - libcxx >=17
+  constrains:
+  - abseil-cpp =20240722.0
+  - libabseil-static =20240722.0=cxx17*
+  license: Apache-2.0
+  license_family: Apache
+  size: 1170354
+  timestamp: 1727295597292
 - kind: conda
   name: libabseil
   version: '20240722.0'
@@ -7741,6 +8306,26 @@ packages:
   purls: []
   size: 1170354
   timestamp: 1727295597292
+- kind: conda
+  name: libabseil
+  version: '20240722.0'
+  build: cxx17_he0c23c2_1
+  build_number: 1
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/libabseil-20240722.0-cxx17_he0c23c2_1.conda
+  sha256: 52ff148dee1871ef1d5c298bae20309707e866b44714a0a333a5ed2cf9a38832
+  md5: 3f59a73b07a05530b252ecb07dd882b9
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  constrains:
+  - libabseil-static =20240722.0=cxx17*
+  - abseil-cpp =20240722.0
+  license: Apache-2.0
+  license_family: Apache
+  size: 1777570
+  timestamp: 1727296115119
 - kind: conda
   name: libabseil
   version: '20240722.0'
@@ -7762,6 +8347,25 @@ packages:
   purls: []
   size: 1777570
   timestamp: 1727296115119
+- kind: conda
+  name: libabseil
+  version: '20240722.0'
+  build: cxx17_hf9b8971_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20240722.0-cxx17_hf9b8971_1.conda
+  sha256: 90bf08a75506dfcf28a70977da8ab050bcf594cd02abd3a9d84a22c9e8161724
+  md5: 706da5e791c569a7b9814877098a6a0a
+  depends:
+  - __osx >=11.0
+  - libcxx >=17
+  constrains:
+  - libabseil-static =20240722.0=cxx17*
+  - abseil-cpp =20240722.0
+  license: Apache-2.0
+  license_family: Apache
+  size: 1179072
+  timestamp: 1727295571173
 - kind: conda
   name: libabseil
   version: '20240722.0'
@@ -7782,6 +8386,27 @@ packages:
   purls: []
   size: 1179072
   timestamp: 1727295571173
+- kind: conda
+  name: libblas
+  version: 3.9.0
+  build: 22_osx64_openblas
+  build_number: 22
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.9.0-22_osx64_openblas.conda
+  sha256: d72060239f904b3a81d2329efcf84dc62c2dfd66dbc4efc8dcae1afdf8f02b59
+  md5: b80966a8c8dd0b531f8e65f709d732e8
+  depends:
+  - libopenblas >=0.3.27,<0.3.28.0a0
+  - libopenblas >=0.3.27,<1.0a0
+  constrains:
+  - liblapacke 3.9.0 22_osx64_openblas
+  - blas * openblas
+  - libcblas 3.9.0 22_osx64_openblas
+  - liblapack 3.9.0 22_osx64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14749
+  timestamp: 1712542279018
 - kind: conda
   name: libblas
   version: 3.9.0
@@ -7804,6 +8429,27 @@ packages:
   purls: []
   size: 14749
   timestamp: 1712542279018
+- kind: conda
+  name: libblas
+  version: 3.9.0
+  build: 24_linux64_openblas
+  build_number: 24
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-24_linux64_openblas.conda
+  sha256: 3097f7913bda527d4fe9f824182b314e130044e582455037fca6f4e97965d83c
+  md5: 80aea6603a6813b16ec119d00382b772
+  depends:
+  - libopenblas >=0.3.27,<0.3.28.0a0
+  - libopenblas >=0.3.27,<1.0a0
+  constrains:
+  - blas * openblas
+  - liblapack 3.9.0 24_linux64_openblas
+  - libcblas 3.9.0 24_linux64_openblas
+  - liblapacke 3.9.0 24_linux64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14981
+  timestamp: 1726668454790
 - kind: conda
   name: libblas
   version: 3.9.0
@@ -7826,6 +8472,27 @@ packages:
   purls: []
   size: 14981
   timestamp: 1726668454790
+- kind: conda
+  name: libblas
+  version: 3.9.0
+  build: 24_linuxaarch64_openblas
+  build_number: 24
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/libblas-3.9.0-24_linuxaarch64_openblas.conda
+  sha256: a0a86754a6dcdf5917735d3095a34aab7adce56dd3fda5258e8526f0e1cf0164
+  md5: f763daad76fe32da91acfdf3e476ec0d
+  depends:
+  - libopenblas >=0.3.27,<0.3.28.0a0
+  - libopenblas >=0.3.27,<1.0a0
+  constrains:
+  - liblapack 3.9.0 24_linuxaarch64_openblas
+  - liblapacke 3.9.0 24_linuxaarch64_openblas
+  - libcblas 3.9.0 24_linuxaarch64_openblas
+  - blas * openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14991
+  timestamp: 1726668539439
 - kind: conda
   name: libblas
   version: 3.9.0
@@ -7848,6 +8515,27 @@ packages:
   purls: []
   size: 14991
   timestamp: 1726668539439
+- kind: conda
+  name: libblas
+  version: 3.9.0
+  build: 24_osxarm64_openblas
+  build_number: 24
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.9.0-24_osxarm64_openblas.conda
+  sha256: 4739f7463efb12e6d71536d8b0285a8de5aaadcc442bfedb9d92d1b4cbc47847
+  md5: 35cb711e7bc46ee5f3dd67af99ad1986
+  depends:
+  - libopenblas >=0.3.27,<0.3.28.0a0
+  - libopenblas >=0.3.27,<1.0a0
+  constrains:
+  - liblapack 3.9.0 24_osxarm64_openblas
+  - blas * openblas
+  - liblapacke 3.9.0 24_osxarm64_openblas
+  - libcblas 3.9.0 24_osxarm64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 15144
+  timestamp: 1726668802976
 - kind: conda
   name: libblas
   version: 3.9.0
@@ -7870,6 +8558,26 @@ packages:
   purls: []
   size: 15144
   timestamp: 1726668802976
+- kind: conda
+  name: libblas
+  version: 3.9.0
+  build: 24_win64_mkl
+  build_number: 24
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/libblas-3.9.0-24_win64_mkl.conda
+  sha256: 8b4cd602ae089d8c5832054ead452d6a1820c8f9c3b190faf3e867f5939810e2
+  md5: ea127210707251a33116b437c22b8dad
+  depends:
+  - mkl 2024.1.0 h66d3029_694
+  constrains:
+  - blas * mkl
+  - liblapack 3.9.0 24_win64_mkl
+  - libcblas 3.9.0 24_win64_mkl
+  - liblapacke 3.9.0 24_win64_mkl
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 5183540
+  timestamp: 1726669397923
 - kind: conda
   name: libblas
   version: 3.9.0
@@ -8135,6 +8843,25 @@ packages:
   license_family: MIT
   size: 279644
   timestamp: 1725268003553
+- kind: conda
+  name: libcblas
+  version: 3.9.0
+  build: 22_osx64_openblas
+  build_number: 22
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libcblas-3.9.0-22_osx64_openblas.conda
+  sha256: 6a2ba9198e2320c3e22fe3d121310cf8a8ac663e94100c5693b34523fcb3cc04
+  md5: b9fef82772330f61b2b0201c72d2c29b
+  depends:
+  - libblas 3.9.0 22_osx64_openblas
+  constrains:
+  - liblapacke 3.9.0 22_osx64_openblas
+  - blas * openblas
+  - liblapack 3.9.0 22_osx64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14636
+  timestamp: 1712542311437
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -8155,6 +8882,25 @@ packages:
   purls: []
   size: 14636
   timestamp: 1712542311437
+- kind: conda
+  name: libcblas
+  version: 3.9.0
+  build: 24_linux64_openblas
+  build_number: 24
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-24_linux64_openblas.conda
+  sha256: 2a52bccc5b03cdf014d856d0b85dbd591faa335ab337d620cd6aded121d7153c
+  md5: f5b8822297c9c790cec0795ca1fc9be6
+  depends:
+  - libblas 3.9.0 24_linux64_openblas
+  constrains:
+  - blas * openblas
+  - liblapack 3.9.0 24_linux64_openblas
+  - liblapacke 3.9.0 24_linux64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14910
+  timestamp: 1726668461033
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -8175,6 +8921,25 @@ packages:
   purls: []
   size: 14910
   timestamp: 1726668461033
+- kind: conda
+  name: libcblas
+  version: 3.9.0
+  build: 24_linuxaarch64_openblas
+  build_number: 24
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/libcblas-3.9.0-24_linuxaarch64_openblas.conda
+  sha256: d7e0e459184ea92a4c0ece4ff5b4088bfa14811e3b650d948befc1cdab82fce2
+  md5: fe7560187584eaae4f115d471b62c09c
+  depends:
+  - libblas 3.9.0 24_linuxaarch64_openblas
+  constrains:
+  - liblapack 3.9.0 24_linuxaarch64_openblas
+  - blas * openblas
+  - liblapacke 3.9.0 24_linuxaarch64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14901
+  timestamp: 1726668544814
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -8195,6 +8960,25 @@ packages:
   purls: []
   size: 14901
   timestamp: 1726668544814
+- kind: conda
+  name: libcblas
+  version: 3.9.0
+  build: 24_osxarm64_openblas
+  build_number: 24
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libcblas-3.9.0-24_osxarm64_openblas.conda
+  sha256: 40dc3f7c44af5cd5a2020386cb30f92943a9d8f7f54321b4d6ae32b2e54af9a4
+  md5: c8977086a19233153e454bb2b332a920
+  depends:
+  - libblas 3.9.0 24_osxarm64_openblas
+  constrains:
+  - liblapack 3.9.0 24_osxarm64_openblas
+  - blas * openblas
+  - liblapacke 3.9.0 24_osxarm64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 15062
+  timestamp: 1726668809379
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -8215,6 +8999,25 @@ packages:
   purls: []
   size: 15062
   timestamp: 1726668809379
+- kind: conda
+  name: libcblas
+  version: 3.9.0
+  build: 24_win64_mkl
+  build_number: 24
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/libcblas-3.9.0-24_win64_mkl.conda
+  sha256: 297e858e9a2e6c4d9846fc101607ad31b778d8bde8591f9207e72d728a9f00a7
+  md5: a42c7390d3249698c0ffb6040e9396e7
+  depends:
+  - libblas 3.9.0 24_win64_mkl
+  constrains:
+  - blas * mkl
+  - liblapack 3.9.0 24_win64_mkl
+  - liblapacke 3.9.0 24_win64_mkl
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 5174668
+  timestamp: 1726669449378
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -8355,6 +9158,20 @@ packages:
   license_family: Apache
   size: 4519402
   timestamp: 1689195353551
+- kind: conda
+  name: libcxx
+  version: 19.1.1
+  build: ha82da77_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.1-ha82da77_0.conda
+  sha256: bc2f7cca206fa8a1dfe801c90362a1b6ec2967a75ef60d26e7c7114884c120c0
+  md5: 4ed0a90fd6a5bdda4ecf98912329993f
+  depends:
+  - __osx >=11.0
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: Apache
+  size: 522850
+  timestamp: 1727862893739
 - kind: conda
   name: libcxx
   version: 19.1.1
@@ -8370,6 +9187,20 @@ packages:
   purls: []
   size: 522850
   timestamp: 1727862893739
+- kind: conda
+  name: libcxx
+  version: 19.1.1
+  build: hf95d169_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.1-hf95d169_0.conda
+  sha256: 390ee50a14fe5b6ac87b64eeb0130c7a79853641ae9a8926687556c76a645889
+  md5: 2b09d0f92cae6df4b1670adcaca9c38c
+  depends:
+  - __osx >=10.13
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: Apache
+  size: 528308
+  timestamp: 1727863581528
 - kind: conda
   name: libcxx
   version: 19.1.1
@@ -8580,6 +9411,23 @@ packages:
   license: LicenseRef-libglvnd
   size: 53358
   timestamp: 1727968557699
+- kind: conda
+  name: libexpat
+  version: 2.6.3
+  build: h5888daf_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.3-h5888daf_0.conda
+  sha256: 4bb47bb2cd09898737a5211e2992d63c555d63715a07ba56eae0aff31fb89c22
+  md5: 59f4c43bb1b5ef1c71946ff2cbf59524
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=13
+  constrains:
+  - expat 2.6.3.*
+  license: MIT
+  license_family: MIT
+  size: 73616
+  timestamp: 1725568742634
 - kind: conda
   name: libexpat
   version: 2.6.3
@@ -8598,6 +9446,22 @@ packages:
   purls: []
   size: 73616
   timestamp: 1725568742634
+- kind: conda
+  name: libexpat
+  version: 2.6.3
+  build: h5ad3122_0
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/libexpat-2.6.3-h5ad3122_0.conda
+  sha256: 02341c9c35128055fd404dfe675832b80f2bf9dbb99539457652c11c06e52757
+  md5: 1d2b842bb76e268625e8ee8d0a9fe8c3
+  depends:
+  - libgcc >=13
+  constrains:
+  - expat 2.6.3.*
+  license: MIT
+  license_family: MIT
+  size: 72342
+  timestamp: 1725568840022
 - kind: conda
   name: libexpat
   version: 2.6.3
@@ -8615,6 +9479,22 @@ packages:
   purls: []
   size: 72342
   timestamp: 1725568840022
+- kind: conda
+  name: libexpat
+  version: 2.6.3
+  build: hac325c4_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.6.3-hac325c4_0.conda
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+  md5: c1db99b0a94a2f23bd6ce39e2d314e07
+  depends:
+  - __osx >=10.13
+  constrains:
+  - expat 2.6.3.*
+  license: MIT
+  license_family: MIT
+  size: 70517
+  timestamp: 1725568864316
 - kind: conda
   name: libexpat
   version: 2.6.3
@@ -8632,6 +9512,24 @@ packages:
   purls: []
   size: 70517
   timestamp: 1725568864316
+- kind: conda
+  name: libexpat
+  version: 2.6.3
+  build: he0c23c2_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.6.3-he0c23c2_0.conda
+  sha256: 9543965d155b8da96fc67dd81705fe5c2571c7c00becc8de5534c850393d4e3c
+  md5: 21415fbf4d0de6767a621160b43e5dea
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  constrains:
+  - expat 2.6.3.*
+  license: MIT
+  license_family: MIT
+  size: 138992
+  timestamp: 1725569106114
 - kind: conda
   name: libexpat
   version: 2.6.3
@@ -8651,6 +9549,22 @@ packages:
   purls: []
   size: 138992
   timestamp: 1725569106114
+- kind: conda
+  name: libexpat
+  version: 2.6.3
+  build: hf9b8971_0
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+  - __unix
+  - cpython
+  - gmpy2 >=2.0.8
+  - mpmath >=0.19
+  - python >=3.8
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 4561387
+  timestamp: 1728484644967
 - kind: conda
   name: sympy
   version: 1.13.3
@@ -18379,6 +21735,23 @@ packages:
   license_family: APACHE
   size: 178574
   timestamp: 1668617991077
+- kind: conda
+  name: tbb
+  version: 2021.13.0
+  build: hc790b64_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/tbb-2021.13.0-hc790b64_0.conda
+  sha256: 990dbe4fb42f14700c22bd434d8312607bf8d0bd9f922b054e51fda14c41994c
+  md5: 28496a1e6af43c63927da4f80260348d
+  depends:
+  - libhwloc >=2.11.1,<2.11.2.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: Apache-2.0
+  license_family: APACHE
+  size: 151494
+  timestamp: 1725532984828
 - kind: conda
   name: tbb
   version: 2021.13.0
@@ -18476,13 +21849,43 @@ packages:
   sha256: 7fa27cc512d3a783f38bd16bbbffc008807372499d5b65d089a8e43bde9db267
   md5: f75105e0585851f818e0009dd1dde4dc
   depends:
-  - libgcc-ng >=12
+  - libgcc-ng >=12
+  - libzlib >=1.2.13,<2.0.0a0
+  license: TCL
+  license_family: BSD
+  size: 3351802
+  timestamp: 1695506242997
+- kind: conda
+  name: tk
+  version: 8.6.13
+  build: h194ca79_0
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-h194ca79_0.conda
+  sha256: 7fa27cc512d3a783f38bd16bbbffc008807372499d5b65d089a8e43bde9db267
+  md5: f75105e0585851f818e0009dd1dde4dc
+  depends:
+  - libgcc-ng >=12
+  - libzlib >=1.2.13,<2.0.0a0
+  license: TCL
+  license_family: BSD
+  purls: []
+  size: 3351802
+  timestamp: 1695506242997
+- kind: conda
+  name: tk
+  version: 8.6.13
+  build: h1abcd95_1
+  build_number: 1
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-h1abcd95_1.conda
+  sha256: 30412b2e9de4ff82d8c2a7e5d06a15f4f4fef1809a72138b6ccb53a33b26faf5
+  md5: bf830ba5afc507c6232d4ef0fb1a882d
+  depends:
   - libzlib >=1.2.13,<2.0.0a0
   license: TCL
   license_family: BSD
-  purls: []
-  size: 3351802
-  timestamp: 1695506242997
+  size: 3270220
+  timestamp: 1699202389792
 - kind: conda
   name: tk
   version: 8.6.13
@@ -18499,6 +21902,21 @@ packages:
   purls: []
   size: 3270220
   timestamp: 1699202389792
+- kind: conda
+  name: tk
+  version: 8.6.13
+  build: h5083fa2_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h5083fa2_1.conda
+  sha256: 72457ad031b4c048e5891f3f6cb27a53cb479db68a52d965f796910e71a403a8
+  md5: b50a57ba89c32b62428b71a875291c9b
+  depends:
+  - libzlib >=1.2.13,<2.0.0a0
+  license: TCL
+  license_family: BSD
+  size: 3145523
+  timestamp: 1699202432999
 - kind: conda
   name: tk
   version: 8.6.13
@@ -18515,6 +21933,23 @@ packages:
   purls: []
   size: 3145523
   timestamp: 1699202432999
+- kind: conda
+  name: tk
+  version: 8.6.13
+  build: h5226925_1
+  build_number: 1
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h5226925_1.conda
+  sha256: 2c4e914f521ccb2718946645108c9bd3fc3216ba69aea20c2c3cedbd8db32bb1
+  md5: fc048363eb8f03cd1737600a5d08aafe
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: TCL
+  license_family: BSD
+  size: 3503410
+  timestamp: 1699202577803
 - kind: conda
   name: tk
   version: 8.6.13
@@ -18533,6 +21968,22 @@ packages:
   purls: []
   size: 3503410
   timestamp: 1699202577803
+- kind: conda
+  name: tk
+  version: 8.6.13
+  build: noxft_h4845f30_101
+  build_number: 101
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
+  sha256: e0569c9caa68bf476bead1bed3d79650bb080b532c64a4af7d8ca286c08dea4e
+  md5: d453b98d9c83e71da0741bb0ff4d76bc
+  depends:
+  - libgcc-ng >=12
+  - libzlib >=1.2.13,<2.0.0a0
+  license: TCL
+  license_family: BSD
+  size: 3318875
+  timestamp: 1699202167581
 - kind: conda
   name: tk
   version: 8.6.13
@@ -18550,6 +22001,21 @@ packages:
   purls: []
   size: 3318875
   timestamp: 1699202167581
+- kind: conda
+  name: tomli
+  version: 2.0.2
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.2-pyhd8ed1ab_0.conda
+  sha256: 5e742ba856168b606ac3c814d247657b1c33b8042371f1a08000bdc5075bc0cc
+  md5: e977934e00b355ff55ed154904044727
+  depends:
+  - python >=3.7
+  license: MIT
+  license_family: MIT
+  size: 18203
+  timestamp: 1727974767524
 - kind: conda
   name: tomli
   version: 2.0.2
@@ -18685,6 +22151,21 @@ packages:
   license: Apache-2.0 AND MIT
   size: 21765
   timestamp: 1727940339297
+- kind: conda
+  name: typing-extensions
+  version: 4.12.2
+  build: hd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.12.2-hd8ed1ab_0.conda
+  sha256: d3b9a8ed6da7c9f9553c5fd8a4fca9c3e0ab712fa5f497859f82337d67533b73
+  md5: 52d648bd608f5737b123f510bb5514b5
+  depends:
+  - typing_extensions 4.12.2 pyha770c72_0
+  license: PSF-2.0
+  license_family: PSF
+  size: 10097
+  timestamp: 1717802659025
 - kind: conda
   name: typing-extensions
   version: 4.12.2
@@ -18701,6 +22182,21 @@ packages:
   purls: []
   size: 10097
   timestamp: 1717802659025
+- kind: conda
+  name: typing_extensions
+  version: 4.12.2
+  build: pyha770c72_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.12.2-pyha770c72_0.conda
+  sha256: 0fce54f8ec3e59f5ef3bb7641863be4e1bf1279623e5af3d3fa726e8f7628ddb
+  md5: ebe6952715e1d5eb567eeebf25250fa7
+  depends:
+  - python >=3.8
+  license: PSF-2.0
+  license_family: PSF
+  size: 39888
+  timestamp: 1717802653893
 - kind: conda
   name: typing_extensions
   version: 4.12.2
@@ -18733,6 +22229,18 @@ packages:
   license_family: APACHE
   size: 13829
   timestamp: 1622899345711
+- kind: conda
+  name: tzdata
+  version: 2024b
+  build: hc8b5060_0
+  subdir: noarch
+  noarch: generic
+  url: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda
+  sha256: 4fde5c3008bf5d2db82f2b50204464314cc3c91c1d953652f7bd01d9e52aefdf
+  md5: 8ac3367aafb1cc0a068483c580af8015
+  license: LicenseRef-Public-Domain
+  size: 122354
+  timestamp: 1728047496079
 - kind: conda
   name: tzdata
   version: 2024b
@@ -18746,6 +22254,20 @@ packages:
   purls: []
   size: 122354
   timestamp: 1728047496079
+- kind: conda
+  name: ucrt
+  version: 10.0.22621.0
+  build: h57928b3_1
+  build_number: 1
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.22621.0-h57928b3_1.conda
+  sha256: db8dead3dd30fb1a032737554ce91e2819b43496a0db09927edf01c32b577450
+  md5: 6797b005cd0f439c4c5c9ac565783700
+  constrains:
+  - vs2015_runtime >=14.29.30037
+  license: LicenseRef-MicrosoftWindowsSDK10
+  size: 559710
+  timestamp: 1728377334097
 - kind: conda
   name: ucrt
   version: 10.0.22621.0
@@ -18993,6 +22515,23 @@ packages:
   license_family: MIT
   size: 98076
   timestamp: 1726496531769
+- kind: conda
+  name: vc
+  version: '14.3'
+  build: ha32ba9b_22
+  build_number: 22
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_22.conda
+  sha256: 2a47c5bd8bec045959afada7063feacd074ad66b170c1ea92dd139b389fcf8fd
+  md5: 311c9ba1dfdd2895a8cb08346ff26259
+  depends:
+  - vc14_runtime >=14.38.33135
+  track_features:
+  - vc14
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 17447
+  timestamp: 1728400826998
 - kind: conda
   name: vc
   version: '14.3'
@@ -19011,6 +22550,23 @@ packages:
   purls: []
   size: 17447
   timestamp: 1728400826998
+- kind: conda
+  name: vc14_runtime
+  version: 14.40.33810
+  build: hcc2c482_22
+  build_number: 22
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.40.33810-hcc2c482_22.conda
+  sha256: 4c669c65007f88a7cdd560192f7e6d5679d191ac71610db724e18b2410964d64
+  md5: ce23a4b980ee0556a118ed96550ff3f3
+  depends:
+  - ucrt >=10.0.20348.0
+  constrains:
+  - vs2015_runtime 14.40.33810.* *_22
+  license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
+  license_family: Proprietary
+  size: 750719
+  timestamp: 1728401055788
 - kind: conda
   name: vc14_runtime
   version: 14.40.33810
@@ -19047,6 +22603,21 @@ packages:
   license_family: MIT
   size: 4875601
   timestamp: 1727513873376
+- kind: conda
+  name: vs2015_runtime
+  version: 14.40.33810
+  build: h3bf8584_22
+  build_number: 22
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.40.33810-h3bf8584_22.conda
+  sha256: 80aa9932203d65a96f817b8be4fafc176fb2b3fe6cf6899ede678b8f0317fbff
+  md5: 8c6b061d44cafdfc8e8c6eb5f100caf0
+  depends:
+  - vc14_runtime >=14.40.33810
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 17453
+  timestamp: 1728400827536
 - kind: conda
   name: vs2015_runtime
   version: 14.40.33810
@@ -19174,6 +22745,23 @@ packages:
   license_family: MIT
   size: 58585
   timestamp: 1722797131787
+- kind: conda
+  name: wheel
+  version: 0.44.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.44.0-pyhd8ed1ab_0.conda
+  sha256: d828764736babb4322b8102094de38074dedfc71f5ff405c9dfee89191c14ebc
+  md5: d44e3b085abcaef02983c6305b84b584
+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/wheel?source=hash-mapping
+  size: 58585
+  timestamp: 1722797131787
 - kind: conda
   name: win_inet_pton
   version: 1.1.0
@@ -20054,6 +23642,19 @@ packages:
   license_family: MIT
   size: 565425
   timestamp: 1726846388217
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h166bdaf_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2
+  sha256: 03a6d28ded42af8a347345f82f3eebdd6807a08526d47899a42d62d319609162
+  md5: 2161070d867d1b1204ea749c8eec4ef0
+  depends:
+  - libgcc-ng >=12
+  license: LGPL-2.1 and GPL-2.0
+  size: 418368
+  timestamp: 1660346797927
 - kind: conda
   name: xz
   version: 5.2.6
@@ -20068,6 +23669,17 @@ packages:
   purls: []
   size: 418368
   timestamp: 1660346797927
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h57fd34a_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/xz-5.2.6-h57fd34a_0.tar.bz2
+  sha256: 59d78af0c3e071021cfe82dc40134c19dab8cdf804324b62940f5c8cd71803ec
+  md5: 39c6b54e94014701dd157f4f576ed211
+  license: LGPL-2.1 and GPL-2.0
+  size: 235693
+  timestamp: 1660346961024
 - kind: conda
   name: xz
   version: 5.2.6
@@ -20080,6 +23692,17 @@ packages:
   purls: []
   size: 235693
   timestamp: 1660346961024
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h775f41a_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/xz-5.2.6-h775f41a_0.tar.bz2
+  sha256: eb09823f34cc2dd663c0ec4ab13f246f45dcd52e5b8c47b9864361de5204a1c8
+  md5: a72f9d4ea13d55d745ff1ed594747f10
+  license: LGPL-2.1 and GPL-2.0
+  size: 238119
+  timestamp: 1660346964847
 - kind: conda
   name: xz
   version: 5.2.6
@@ -20092,6 +23715,20 @@ packages:
   purls: []
   size: 238119
   timestamp: 1660346964847
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h8d14728_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/xz-5.2.6-h8d14728_0.tar.bz2
+  sha256: 54d9778f75a02723784dc63aff4126ff6e6749ba21d11a6d03c1f4775f269fe0
+  md5: 515d77642eaa3639413c6b1bc3f94219
+  depends:
+  - vc >=14.1,<15
+  - vs2015_runtime >=14.16.27033
+  license: LGPL-2.1 and GPL-2.0
+  size: 217804
+  timestamp: 1660346976440
 - kind: conda
   name: xz
   version: 5.2.6
@@ -20107,6 +23744,19 @@ packages:
   purls: []
   size: 217804
   timestamp: 1660346976440
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h9cdd2b7_0
+  subdir: linux-aarch64
+  url: https://conda.anaconda.org/conda-forge/linux-aarch64/xz-5.2.6-h9cdd2b7_0.tar.bz2
+  sha256: 93f58a7b393adf41fa007ac8c55978765e957e90cd31877ece1e5a343cb98220
+  md5: 83baad393a31d59c20b63ba4da6592df
+  depends:
+  - libgcc-ng >=12
+  license: LGPL-2.1 and GPL-2.0
+  size: 440555
+  timestamp: 1660348056328
 - kind: conda
   name: xz
   version: 5.2.6
diff --git a/pixi.toml b/pixi.toml
index a3985aee..0b555bc5 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -22,6 +22,7 @@ pre-commit = "*"
 insert-license-header = "*"
 mypy = "*"
 prettier = "*"
+ruff = "*"
 
 [feature.lint.tasks]
 pre-commit-install = "pre-commit install"
@@ -37,7 +38,7 @@ jupyterlab = "*"
 matplotlib = "*"
 make = "*"
 onnxruntime = "*"
-numpydoc = ">=1.8.0,<2"
+numpydoc = "*"
 
 [feature.docs.tasks]
 build-docs = "cd docs && make html"
diff --git a/tools/generate_opset.py b/tools/generate_opset.py
index efcabac1..1abaa52c 100644
--- a/tools/generate_opset.py
+++ b/tools/generate_opset.py
@@ -518,7 +518,9 @@ def run_pre_commit_hooks(filenames: Union[str, Iterable[str]]):
     if isinstance(filenames, str):
         filenames = [filenames]
     return subprocess.run(
-        f"pre-commit run --files {' '.join(filenames)} --color always", shell=True
+        f"pre-commit run --files {' '.join(filenames)} --color always",
+        shell=True,
+        capture_output=True,
     )
 
 
diff --git a/tools/generate_opset.sh b/tools/generate_opset.sh
index 3b12531b..e7b099c5 100755
--- a/tools/generate_opset.sh
+++ b/tools/generate_opset.sh
@@ -5,5 +5,4 @@ set -eux
 pip install .
 pre-commit install
 python tools/generate_opset.py
-cat $(git diff)
 git diff --exit-code