diff --git a/metalearners/metalearner.py b/metalearners/metalearner.py
index 966570c0..84e31048 100644
--- a/metalearners/metalearner.py
+++ b/metalearners/metalearner.py
@@ -1165,7 +1165,7 @@ def _default_scoring() -> Scoring:
 
     @property
     def init_args(self) -> dict[str, Any]:
-        """Create initiliazation parameters for a new MetaLearner.
+        """Create initialization parameters for a new MetaLearner.
 
         Importantly, this does not copy further internal state, such as the weights or
         parameters of trained base models.
diff --git a/pixi.lock b/pixi.lock
index 99dc8f36..9cf5e1e2 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -98,7 +98,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-14.2.0-hc0a3c3a_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-14.2.0-h4852527_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.7.0-hd9ff511_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libtorch-2.5.1-cpu_generic_h90be84d_13.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libtorch-2.6.0-cpu_generic_haed06de_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.50.0-hb9d3cd8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.5.0-h851e524_0.conda
@@ -127,6 +127,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.3-h5fbd93e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.4.1-h7b32b05_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/opt_einsum-3.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/optree-0.14.0-py310h3788b33_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.2.3-py310h5eaa309_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pango-1.56.1-h861ebed_0.conda
@@ -155,7 +156,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.10-5_cp310.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pytorch-2.5.1-cpu_generic_py310_h1535f1e_13.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pytorch-2.6.0-cpu_generic_py310_hb0ad038_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/qhull-2020.2-h434a139_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda
@@ -174,6 +175,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.12.2-hd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.12.2-pyha770c72_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025a-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/unicodedata2-16.0.0-py310ha75aee5_0.conda
@@ -266,7 +268,6 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libgfortran-5.0.0-13_2_0_h97931a8_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libgfortran5-13.2.0-h2873a65_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libglib-2.82.2-h5c976ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libhwloc-2.11.2-default_h4cdd727_1001.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libiconv-1.17-hd75f5a5_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libintl-0.23.1-h27064b9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libjpeg-turbo-3.0.0-h0dc2134_1.conda
@@ -280,7 +281,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/librsvg-2.58.4-h21a6cfa_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.48.0-hdb6dae5_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libtiff-4.7.0-hb77a491_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libtorch-2.5.1-cpu_mkl_h7edb32c_108.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libtorch-2.6.0-cpu_generic_he88bcad_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libuv-1.50.0-h4cb831e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libwebp-base-1.5.0-h6cf52b4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libxcb-1.17.0-hf1f96e2_0.conda
@@ -292,7 +293,6 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvmlite-0.44.0-py310hb13c577_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py310h8e2f543_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/matplotlib-base-3.10.0-py310h1671ce3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/mkl-2023.2.0-h54c2260_50500.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/mpc-1.3.1-h9d8efa1_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/mpfr-4.2.1-haed47dc_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mpmath-1.3.0-pyhd8ed1ab_1.conda
@@ -300,12 +300,14 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyh9f0ad1d_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ncurses-6.5-h0622a9a_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.4.2-pyh267e887_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nomkl-1.0-h5ca1d4c_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/osx-64/numba-0.61.0-py310h6fcc139_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/numpy-1.26.4-py310h4bfa8fc_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/opencl-headers-2024.10.24-h240833e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/openjpeg-2.5.3-h7fd6d84_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.4.1-hc426f3f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/opt_einsum-3.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/optree-0.14.0-py310hf166250_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pandas-2.2.3-py310ha53a654_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pango-1.56.1-hf94f63b_0.conda
@@ -320,6 +322,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/progressbar2-4.5.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pthread-stubs-0.4-h00291cd_1002.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/py-xgboost-2.1.4-cpu_pyh43b6f25_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pybind11-2.13.6-pyh1ec8472_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pybind11-global-2.13.6-pyh415d2e4_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/pydot-3.0.4-py310h2ec42d9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pydotplus-2.0.2-pyhd8ed1ab_7.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygam-0.9.1-pyhd8ed1ab_1.conda
@@ -332,7 +336,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/python_abi-3.10-5_cp310.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pytorch-2.5.1-cpu_mkl_py310_h3d4b842_108.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/pytorch-2.6.0-cpu_generic_py310_hc06c4b9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/qhull-2020.2-h3c5361c_5.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.2-h9e318b2_1.conda
@@ -348,10 +352,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/statsmodels-0.14.4-py310ha901f94_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sympy-1.13.3-pyh2585a3b_105.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/tbb-2021.13.0-hb890de9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.5.0-pyhc1e730c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-h1abcd95_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.12.2-hd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.12.2-pyha770c72_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025a-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/unicodedata2-16.0.0-py310hbb8c376_0.conda
@@ -442,7 +446,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/librsvg-2.58.4-h266df6f_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.48.0-h3f77e49_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libtiff-4.7.0-h551f018_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libtorch-2.5.1-cpu_generic_h5d0aec3_13.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libtorch-2.6.0-cpu_generic_h4686571_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libuv-1.50.0-h5505292_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libwebp-base-1.5.0-h2471fea_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libxcb-1.17.0-hdb1d25a_0.conda
@@ -468,6 +472,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openjpeg-2.5.3-h8a3d83b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.4.1-h81ee809_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/opt_einsum-3.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/optree-0.14.0-py310h7f4e7e6_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
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@@ -496,7 +501,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python_abi-3.10-5_cp310.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pytorch-2.5.1-cpu_generic_py310_h3b0affc_13.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pytorch-2.6.0-cpu_generic_py310_h34801bc_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2024.1-pyhd8ed1ab_0.conda
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@@ -515,6 +520,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.12.2-hd8ed1ab_1.conda
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@@ -580,7 +586,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/libcrc32c-1.1.2-h9c3ff4c_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.11.1-h332b0f4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.12.1-h332b0f4_0.conda
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@@ -644,7 +650,7 @@ environments:
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-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.8-h9e4cc4f_1_cpython.conda
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@@ -654,7 +660,7 @@ environments:
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-      - conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.5.2-py312h7a48858_1.conda
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@@ -725,7 +731,7 @@ environments:
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-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcurl-8.11.1-h5dec5d8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcurl-8.12.1-h5dec5d8_0.conda
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@@ -783,7 +789,7 @@ environments:
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   license_family: MIT
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   - libbrotlienc 1.1.0 hb9d3cd8_2
   - libgcc >=13
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   license: MIT
   license_family: MIT
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   - libbrotlidec 1.1.0 h00291cd_2
   - libbrotlienc 1.1.0 h00291cd_2
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   license: MIT
   license_family: MIT
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   - libbrotlidec 1.1.0 hd74edd7_2
   - libbrotlienc 1.1.0 hd74edd7_2
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   license: MIT
   license_family: MIT
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   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
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   license_family: MIT
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   - python_abi 3.12.* *_cp312
   constrains:
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+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
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   constrains:
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+  platform: osx
   license: MIT
   license_family: MIT
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   - python_abi 3.12.* *_cp312
   constrains:
   - libbrotlicommon 1.1.0 hd74edd7_2
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+  platform: osx
   license: MIT
   license_family: MIT
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   constrains:
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+  platform: win
   license: MIT
   license_family: MIT
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   - libgcc-ng >=9.3.0
   - libstdcxx-ng >=9.3.0
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+  platform: linux
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   license_family: MIT
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   - libcxx >=11.0.0
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   license_family: MIT
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   - libcxx >=11.0.0
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   license_family: MIT
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   - libgcc-ng >=12
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-  license: bzip2-1.0.6
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+  platform: osx
+  license: bzip2-1.0.6
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   timestamp: 1720974522888
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   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
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+  platform: win
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   - libgcc >=13
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   license_family: MIT
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   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
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   - zlib-ng >=2.2.2,<2.3.0a0
   - zstd >=1.5.6,<1.6.0a0
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   - zlib-ng >=2.2.2,<2.3.0a0
   - zstd >=1.5.6,<1.6.0a0
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   - zstd >=1.5.6,<1.6.0a0
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   - zlib-ng >=2.2.2,<2.3.0a0
   - zstd >=1.5.6,<1.6.0a0
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   md5: 19f3a56f68d2fd06c516076bff482c52
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+  platform: linux
   license: ISC
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   timestamp: 1738298224464
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   md5: 3418b6c8cac3e71c0bc089fc5ea53042
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   md5: 3569d6a9141adc64d2fe4797f3289e06
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   md5: 5304a31607974dfc2110dfbb662ed092
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   - xorg-libxext >=1.3.6,<2.0a0
   - xorg-libxrender >=0.9.11,<0.10.0a0
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   - libzlib >=1.3.1,<2.0a0
   - pixman >=0.44.2,<1.0a0
+  arch: x86_64
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   - libzlib >=1.3.1,<2.0a0
   - pixman >=0.44.2,<1.0a0
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   - vc >=14.2,<15
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   - tqdm
   - xgboost
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   license: Apache-2.0
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   size: 1313510
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   - tqdm
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   size: 1187993
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   - tqdm
   - xgboost
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+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   size: 1108064
   timestamp: 1733694988827
-- conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.12.14-pyhd8ed1ab_0.conda
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-  md5: 6feb87357ecd66733be3279f16a8c400
+- conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.1.31-pyhd8ed1ab_0.conda
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   license: ISC
-  size: 161642
-  timestamp: 1734380604767
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
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   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   size: 294403
   timestamp: 1725560714366
+- conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py313hfab6e84_0.conda
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+  md5: ce6386a5892ef686d6d680c345c40ad1
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+  - libffi >=3.4,<4.0a0
+  - libgcc >=13
+  - pycparser
+  - python >=3.13.0rc1,<3.14.0a0
+  - python_abi 3.13.* *_cp313
+  arch: x86_64
+  platform: linux
+  license: MIT
+  license_family: MIT
+  size: 295514
+  timestamp: 1725560706794
 - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py312hf857d28_0.conda
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@@ -8332,23 +8614,12 @@ packages:
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   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 282425
   timestamp: 1725560725144
-- conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py313h49682b3_0.conda
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-  license: MIT
-  license_family: MIT
-  size: 284540
-  timestamp: 1725560667915
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   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
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   - python >=3.13.0rc1,<3.14.0a0
   - python >=3.13.0rc1,<3.14.0a0 *_cp313
   - python_abi 3.13.* *_cp313
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+  platform: osx
   license: MIT
   license_family: MIT
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   size: 291828
@@ -8420,6 +8699,8 @@ packages:
   depends:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
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   md5: 6faf3cf8df25572c7f70138a45f37363
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
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   license: BSD-3-Clause
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   - numpy >=1.23
   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
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   - numpy >=1.23
   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
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   - numpy >=1.23
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
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   - numpy >=1.23
   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
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   - numpy >=1.23
   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
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   - numpy >=1.23
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
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+  platform: osx
   license: BSD-3-Clause
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   - python >=3.10,<3.11.0a0
   - python >=3.10,<3.11.0a0 *_cpython
   - python_abi 3.10.* *_cp310
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+  platform: osx
   license: BSD-3-Clause
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   - python >=3.11,<3.12.0a0
   - python >=3.11,<3.12.0a0 *_cpython
   - python_abi 3.11.* *_cp311
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   license: BSD-3-Clause
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   - python >=3.12,<3.13.0a0
   - python >=3.12,<3.13.0a0 *_cpython
   - python_abi 3.12.* *_cp312
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
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   license: BSD-3-Clause
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   - vc >=14.2,<15
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   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
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+  platform: win
   license: BSD-3-Clause
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   - python >=3.10,<3.11.0a0
   - python_abi 3.10.* *_cp310
   - tomli
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   license: Apache-2.0
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   timestamp: 1739302127062
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   - python >=3.11,<3.12.0a0
   - python_abi 3.11.* *_cp311
   - tomli
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   license: Apache-2.0
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   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - tomli
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   license: Apache-2.0
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   - python_abi 3.10.* *_cp310
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   license: Apache-2.0
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-- conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.12.8-py312hd8ed1ab_1.conda
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   - vc >=14.2,<15
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   - libbrotlicommon 1.1.0 hb9d3cd8_2
   - libgcc >=13
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   - libbrotlicommon 1.1.0 hd74edd7_2
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   - vc >=14.2,<15
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   - liblapack =3.9.0=28*_openblas
   - liblapacke =3.9.0=28*_openblas
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+  platform: linux
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   - liblapack =3.9.0=29*_openblas
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+  platform: osx
   license: BSD-3-Clause
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   - liblapacke =3.9.0=29*_openblas
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   - liblapacke =3.9.0=28*_openblas
   - blas =2.128=openblas
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   license: curl
   license_family: MIT
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   license: curl
   license_family: MIT
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   license_family: MIT
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   license: curl
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   - libgcc >=13
   - ncurses >=6.5,<7.0a0
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   - __osx >=10.13
   - ncurses >=6.5,<7.0a0
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   - __osx >=11.0
   - ncurses >=6.5,<7.0a0
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   md5: 899db79329439820b7e8f8de41bca902
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   md5: 36d33e440c31857372a72137f78bacf5
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   - openssl >=3.1.1,<4.0a0
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   license: BSD-3-Clause
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   - libgcc >=13
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   license_family: MIT
   size: 73304
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   md5: 086914b672be056eb70fd4285b6783b6
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   - vc >=14.2,<15
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   license: MIT
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   - libgcc-ng ==14.2.0=*_1
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+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
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   - libgcc-ng ==14.2.0=*_1
   - libgomp 14.2.0 h1383e82_1
   - msys2-conda-epoch <0.0a0
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   - libwebp-base >=1.5.0,<2.0a0
   - libzlib >=1.3.1,<2.0a0
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   - libwebp-base >=1.5.0,<2.0a0
   - libzlib >=1.3.1,<2.0a0
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   - libwebp-base >=1.5.0,<2.0a0
   - libzlib >=1.3.1,<2.0a0
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   - vc14_runtime >=14.29.30139
   - xorg-libxpm >=3.5.17,<4.0a0
+  arch: x86_64
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   license: GD
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   - libintl 0.23.1 h27064b9_0
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   - libintl 0.23.1 h493aca8_0
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   constrains:
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   license: GPL-3.0-only WITH GCC-exception-3.1
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+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-or-later
   size: 3923974
   timestamp: 1737037491054
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+  platform: osx
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   constrains:
   - glib 2.82.2 *_1
+  arch: arm64
+  platform: osx
   license: LGPL-2.1-or-later
   size: 3643364
   timestamp: 1737037789629
@@ -13464,6 +14357,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - glib 2.82.2 *_1
+  arch: x86_64
+  platform: win
   license: LGPL-2.1-or-later
   size: 3783933
   timestamp: 1737038122172
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   md5: cc3573974587f12dda90d96e3e55a702
   depends:
   - _libgcc_mutex 0.1 conda_forge
+  arch: x86_64
+  platform: linux
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   license_family: GPL
   size: 460992
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   - libwinpthread >=12.0.0.r4.gg4f2fc60ca
   constrains:
   - msys2-conda-epoch <0.0a0
+  arch: x86_64
+  platform: win
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   size: 524249
@@ -13502,6 +14401,8 @@ packages:
   - openssl >=3.4.0,<4.0a0
   constrains:
   - libgoogle-cloud 2.34.0 *_0
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
   size: 1256795
@@ -13520,6 +14421,8 @@ packages:
   - openssl >=3.4.0,<4.0a0
   constrains:
   - libgoogle-cloud 2.34.0 *_0
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   size: 897554
@@ -13538,6 +14441,8 @@ packages:
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   constrains:
   - libgoogle-cloud 2.34.0 *_0
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   size: 878217
@@ -13556,6 +14461,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - libgoogle-cloud 2.34.0 *_0
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
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@@ -13573,6 +14480,8 @@ packages:
   - libstdcxx >=13
   - libzlib >=1.3.1,<2.0a0
   - openssl
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+  platform: linux
   license: Apache-2.0
   license_family: Apache
   size: 785792
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   - libgoogle-cloud 2.34.0 h7000a09_0
   - libzlib >=1.3.1,<2.0a0
   - openssl
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   size: 544381
@@ -13605,6 +14516,8 @@ packages:
   - libgoogle-cloud 2.34.0 hdbe95d5_0
   - libzlib >=1.3.1,<2.0a0
   - openssl
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+  platform: osx
   license: Apache-2.0
   license_family: Apache
   size: 529202
@@ -13621,6 +14534,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
   size: 14380
@@ -13642,6 +14557,8 @@ packages:
   - re2
   constrains:
   - grpc-cpp =1.67.1
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   size: 7792251
@@ -13662,6 +14579,8 @@ packages:
   - re2
   constrains:
   - grpc-cpp =1.67.1
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   size: 5448968
@@ -13682,6 +14601,8 @@ packages:
   - re2
   constrains:
   - grpc-cpp =1.67.1
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   size: 5311706
@@ -13703,21 +14624,12 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - grpc-cpp =1.67.1
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: APACHE
   size: 17282979
   timestamp: 1735632501670
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libhwloc-2.11.2-default_h4cdd727_1001.conda
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-  - libcxx >=18
-  - libxml2 >=2.13.4,<3.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 2359326
-  timestamp: 1731375067281
 - conda: https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.11.2-default_ha69328c_1001.conda
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   - 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
   size: 2390021
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   depends:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
   size: 1114464
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   md5: 1e87bbdfa248e26a2d13c0a8e8d63d08
   depends:
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+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   size: 778925
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   md5: 6b0da720436e6410f6624f17aece6af2
   depends:
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+  platform: osx
   license: Apache-2.0
   license_family: Apache
   size: 453634
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
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   md5: d66573916ffcf376178462f1b61c941e
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-only
   size: 705775
   timestamp: 1702682170569
 - conda: https://conda.anaconda.org/conda-forge/osx-64/libiconv-1.17-hd75f5a5_2.conda
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   md5: 6c3628d047e151efba7cf08c5e54d1ca
+  arch: x86_64
+  platform: osx
   license: LGPL-2.1-only
   size: 666538
   timestamp: 1702682713201
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libiconv-1.17-h0d3ecfb_2.conda
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   md5: 69bda57310071cf6d2b86caf11573d2d
+  arch: arm64
+  platform: osx
   license: LGPL-2.1-only
   size: 676469
   timestamp: 1702682458114
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: LGPL-2.1-only
   size: 636146
   timestamp: 1702682547199
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   depends:
   - __osx >=10.13
   - libiconv >=1.17,<2.0a0
+  arch: x86_64
+  platform: osx
   license: LGPL-2.1-or-later
   size: 87157
   timestamp: 1739039171974
@@ -13815,6 +14747,8 @@ packages:
   depends:
   - __osx >=11.0
   - libiconv >=1.17,<2.0a0
+  arch: arm64
+  platform: osx
   license: LGPL-2.1-or-later
   size: 78921
   timestamp: 1739039271409
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   md5: 2cf0cf76cc15d360dfa2f17fd6cf9772
   depends:
   - libiconv >=1.17,<2.0a0
+  arch: x86_64
+  platform: win
   license: LGPL-2.1-or-later
   size: 95568
   timestamp: 1723629479451
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   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libstdcxx >=13
+  arch: x86_64
+  platform: linux
   license: BSD-2-Clause
   license_family: BSD
   size: 1500855
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   depends:
   - __osx >=10.13
   - libcxx >=17
+  arch: x86_64
+  platform: osx
   license: BSD-2-Clause
   license_family: BSD
   size: 202006
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   depends:
   - __osx >=11.0
   - libcxx >=17
+  arch: arm64
+  platform: osx
   license: BSD-2-Clause
   license_family: BSD
   size: 186656
@@ -13864,6 +14806,8 @@ packages:
   - libgcc-ng >=12
   constrains:
   - jpeg <0.0.0a
+  arch: x86_64
+  platform: linux
   license: IJG AND BSD-3-Clause AND Zlib
   size: 618575
   timestamp: 1694474974816
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   md5: 72507f8e3961bc968af17435060b6dd6
   constrains:
   - jpeg <0.0.0a
+  arch: x86_64
+  platform: osx
   license: IJG AND BSD-3-Clause AND Zlib
   size: 579748
   timestamp: 1694475265912
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   md5: 3ff1e053dc3a2b8e36b9bfa4256a58d1
   constrains:
   - jpeg <0.0.0a
+  arch: arm64
+  platform: osx
   license: IJG AND BSD-3-Clause AND Zlib
   size: 547541
   timestamp: 1694475104253
@@ -13892,6 +14840,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - jpeg <0.0.0a
+  arch: x86_64
+  platform: win
   license: IJG AND BSD-3-Clause AND Zlib
   size: 822966
   timestamp: 1694475223854
@@ -13905,6 +14855,8 @@ packages:
   - libgcc >=13
   - libhwy >=1.1.0,<1.2.0a0
   - libstdcxx >=13
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 1504828
@@ -13918,7 +14870,9 @@ packages:
   - libbrotlienc >=1.1.0,<1.2.0a0
   - libcxx >=18
   - libhwy >=1.1.0,<1.2.0a0
-  license: BSD-3-Clause
+  arch: x86_64
+  platform: osx
+  license: BSD-3-Clause
   license_family: BSD
   size: 1333665
   timestamp: 1732677051249
@@ -13931,6 +14885,8 @@ packages:
   - libbrotlienc >=1.1.0,<1.2.0a0
   - libcxx >=18
   - libhwy >=1.1.0,<1.2.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 872460
@@ -13945,6 +14901,8 @@ 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
   size: 1757777
@@ -13959,6 +14917,8 @@ packages:
   - libcblas =3.9.0=28*_openblas
   - blas =2.128=openblas
   - liblapacke =3.9.0=28*_openblas
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 16553
@@ -13973,6 +14933,8 @@ packages:
   - blas =2.129=openblas
   - libcblas =3.9.0=29*_openblas
   - liblapacke =3.9.0=29*_openblas
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   size: 16962
   timestamp: 1739425991591
@@ -13986,6 +14948,8 @@ packages:
   - libcblas =3.9.0=29*_openblas
   - blas =2.129=openblas
   - liblapacke =3.9.0=29*_openblas
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   size: 16988
   timestamp: 1739426245773
@@ -14002,6 +14966,8 @@ packages:
   - libcblas =3.9.0=28*_openblas
   - blas =2.128=openblas
   - liblapacke =3.9.0=28*_openblas
+  arch: x86_64
+  platform: win
   track_features:
   - blas_openblas
   license: BSD-3-Clause
@@ -14019,6 +14985,8 @@ packages:
   - liblapacke =3.9.0=29*_mkl
   - libcblas =3.9.0=29*_mkl
   - blas =2.129=mkl
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   size: 3735157
   timestamp: 1739426350747
@@ -14034,6 +15002,8 @@ packages:
   - ocl-icd >=2.3.2,<3.0a0
   constrains:
   - lightgbm 4.5.0 cpu_*_4
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   size: 2989554
@@ -14049,6 +15019,8 @@ packages:
   - llvm-openmp >=18.1.8
   constrains:
   - lightgbm 4.5.0 cpu_*_4
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 1666969
@@ -14064,6 +15036,8 @@ packages:
   - llvm-openmp >=18.1.8
   constrains:
   - lightgbm 4.5.0 cpu_*_4
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 1363232
@@ -14079,6 +15053,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - lightgbm 4.5.0 cpu_*_4
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   size: 1248104
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   - libzlib >=1.2.13,<2.0.0a0
   - zstd >=1.5.5,<1.6.0a0
+  arch: x86_64
+  platform: linux
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   size: 33321457
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   - libzlib >=1.2.13,<2.0.0a0
   - zstd >=1.5.5,<1.6.0a0
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   size: 23755109
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   - libcxx >=16
   - libxml2 >=2.12.1,<3.0.0a0
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   size: 22049607
@@ -14125,6 +15107,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
+  arch: x86_64
+  platform: linux
   license: 0BSD
   size: 111357
   timestamp: 1738525339684
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   md5: db9d7b0152613f097cdb61ccf9f70ef5
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: 0BSD
   size: 103749
   timestamp: 1738525448522
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   md5: e3fd1f8320a100f2b210e690a57cd615
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: 0BSD
   size: 98945
   timestamp: 1738525462560
@@ -14151,23 +15139,30 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: 0BSD
   size: 104465
   timestamp: 1738525557254
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libmpdec-4.0.0-hfdf4475_0.conda
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-  md5: ed625b2e59dff82859c23dd24774156b
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-h4bc722e_0.conda
+  sha256: d02d1d3304ecaf5c728e515eb7416517a0b118200cd5eacbe829c432d1664070
+  md5: aeb98fdeb2e8f25d43ef71fbacbeec80
   depends:
-  - __osx >=10.13
+  - __glibc >=2.17,<3.0.a0
+  - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: BSD-2-Clause
   license_family: BSD
-  size: 76561
-  timestamp: 1723817691512
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 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libmpdec-4.0.0-h99b78c6_0.conda
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   md5: 7476305c35dd9acef48da8f754eedb40
   depends:
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+  platform: osx
   license: BSD-2-Clause
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   size: 69263
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: BSD-2-Clause
   license_family: BSD
   size: 88657
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   - libstdcxx >=13
   - libzlib >=1.3.1,<2.0a0
   - openssl >=3.3.2,<4.0a0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   size: 647599
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   - libev >=4.33,<5.0a0
   - libzlib >=1.3.1,<2.0a0
   - openssl >=3.3.2,<4.0a0
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 606663
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   - libev >=4.33,<5.0a0
   - libzlib >=1.3.1,<2.0a0
   - openssl >=3.3.2,<4.0a0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 566719
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   md5: 30fd6e37fe21f86f4bd26d6ee73eeec7
   depends:
   - libgcc-ng >=12
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+  platform: linux
   license: LGPL-2.1-only
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   size: 33408
@@ -14248,6 +15253,8 @@ packages:
   - libgfortran5 >=14.2.0
   constrains:
   - openblas >=0.3.28,<0.3.29.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 5578513
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   - llvm-openmp >=18.1.8
   constrains:
   - openblas >=0.3.28,<0.3.29.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 6165715
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   - llvm-openmp >=18.1.8
   constrains:
   - openblas >=0.3.28,<0.3.29.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 4165774
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   - vc14_runtime >=14.29.30139
   constrains:
   - openblas >=0.3.28,<0.3.29.0a0
+  arch: x86_64
+  platform: win
   track_features:
   - openblas_threading_openmp
   license: BSD-3-Clause
@@ -14311,6 +15324,8 @@ packages:
   - prometheus-cpp >=1.3.0,<1.4.0a0
   constrains:
   - cpp-opentelemetry-sdk =1.18.0
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: APACHE
   size: 801927
@@ -14330,6 +15345,8 @@ packages:
   - prometheus-cpp >=1.3.0,<1.4.0a0
   constrains:
   - cpp-opentelemetry-sdk =1.18.0
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   size: 541524
@@ -14349,6 +15366,8 @@ packages:
   - prometheus-cpp >=1.3.0,<1.4.0a0
   constrains:
   - cpp-opentelemetry-sdk =1.18.0
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: APACHE
   size: 529588
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 - conda: https://conda.anaconda.org/conda-forge/linux-64/libopentelemetry-cpp-headers-1.18.0-ha770c72_1.conda
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   md5: 4fb055f57404920a43b147031471e03b
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
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   license: BSD-3-Clause
   license_family: BSD
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   - msys2-conda-epoch <0.0a0
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   license: MIT AND BSD-3-Clause-Clear
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   - xorg-libxdmcp
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   - xorg-libxdmcp
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   - xorg-libxdmcp
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   - libstdcxx-ng >=12
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   license_family: MIT
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   license_family: MIT
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   md5: bd7dde69cfd032aec6ba645297315aff
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   - tbb >=2021.6.0
   - cudatoolkit >=11.2
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   - cudatoolkit >=11.2
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   - cuda-version >=11.2
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   - python >=3.10,<3.11.0a0 *_cpython
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   size: 8388631
   timestamp: 1730588649810
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-  md5: d117e16d71afa469ea26c3d6896291da
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   license: BSD-3-Clause
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   license: BSD-3-Clause
   license_family: BSD
   size: 7538388
   timestamp: 1730588494493
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-  md5: 00507d7aed9644a2dc5929328b15629f
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-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
   constrains:
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+  platform: osx
   license: BSD-3-Clause
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   - libgcc >=13
   - opencl-headers >=2024.10.24
+  arch: x86_64
+  platform: linux
   license: BSD-2-Clause
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   - python_abi 3.10.* *_cp310
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+  platform: linux
   license: Apache-2.0
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   - python_abi 3.11.* *_cp311
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   license: Apache-2.0
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   license_family: MIT
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-- conda: https://conda.anaconda.org/conda-forge/osx-64/typos-1.29.5-h371c88c_0.conda
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@@ -25365,6 +27830,8 @@ packages:
   - xorg-libx11 >=1.8.10,<2.0a0
   - xorg-libxext >=1.3.6,<2.0a0
   - xorg-libxi >=1.7.10,<2.0a0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   size: 32808
@@ -25374,6 +27841,8 @@ packages:
   md5: 4cb3ad778ec2d5a7acbdf254eb1c42ae
   depends:
   - libgcc-ng >=9.4.0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   size: 89141
@@ -25381,6 +27850,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
   sha256: 5301417e2c8dea45b401ffee8df3957d2447d4ce80c83c5ff151fc6bfe1c4148
   md5: d7e08fcf8259d742156188e8762b4d20
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 84237
@@ -25388,6 +27859,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
   sha256: 93181a04ba8cfecfdfb162fc958436d868cc37db504c58078eab4c1a3e57fbb7
   md5: 4bb3f014845110883a3c5ee811fd84b4
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 88016
@@ -25398,6 +27871,8 @@ packages:
   depends:
   - vc >=14.1,<15.0a0
   - vs2015_runtime >=14.16.27012
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   size: 63274
@@ -25411,6 +27886,8 @@ packages:
   - libgcc >=13
   - libsodium >=1.0.20,<1.0.21.0a0
   - libstdcxx >=13
+  arch: x86_64
+  platform: linux
   license: MPL-2.0
   license_family: MOZILLA
   size: 335400
@@ -25423,6 +27900,8 @@ packages:
   - krb5 >=1.21.3,<1.22.0a0
   - libcxx >=18
   - libsodium >=1.0.20,<1.0.21.0a0
+  arch: x86_64
+  platform: osx
   license: MPL-2.0
   license_family: MOZILLA
   size: 292112
@@ -25435,6 +27914,8 @@ packages:
   - krb5 >=1.21.3,<1.22.0a0
   - libcxx >=18
   - libsodium >=1.0.20,<1.0.21.0a0
+  arch: arm64
+  platform: osx
   license: MPL-2.0
   license_family: MOZILLA
   size: 281565
@@ -25448,6 +27929,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: MPL-2.0
   license_family: MOZILLA
   size: 2527503
@@ -25460,6 +27943,8 @@ packages:
   - _openmp_mutex >=4.5
   - libgcc >=13
   - libstdcxx >=13
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 279120
@@ -25471,6 +27956,8 @@ packages:
   - __osx >=10.13
   - libcxx >=17
   - llvm-openmp >=17.0.6
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 210590
@@ -25482,6 +27969,8 @@ packages:
   - __osx >=11.0
   - libcxx >=17
   - llvm-openmp >=17.0.6
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 200112
@@ -25493,6 +27982,8 @@ 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
   size: 235412
@@ -25513,6 +28004,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libzlib 1.3.1 hb9d3cd8_2
+  arch: x86_64
+  platform: linux
   license: Zlib
   license_family: Other
   size: 92286
@@ -25523,6 +28016,8 @@ packages:
   depends:
   - __osx >=10.13
   - libzlib 1.3.1 hd23fc13_2
+  arch: x86_64
+  platform: osx
   license: Zlib
   license_family: Other
   size: 88544
@@ -25533,6 +28028,8 @@ packages:
   depends:
   - __osx >=11.0
   - libzlib 1.3.1 h8359307_2
+  arch: arm64
+  platform: osx
   license: Zlib
   license_family: Other
   size: 77606
@@ -25544,6 +28041,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libstdcxx >=13
+  arch: x86_64
+  platform: linux
   license: Zlib
   license_family: Other
   size: 108847
@@ -25554,6 +28053,8 @@ packages:
   depends:
   - __osx >=10.13
   - libcxx >=18
+  arch: x86_64
+  platform: osx
   license: Zlib
   license_family: Other
   size: 108200
@@ -25564,6 +28065,8 @@ packages:
   depends:
   - __osx >=11.0
   - libcxx >=18
+  arch: arm64
+  platform: osx
   license: Zlib
   license_family: Other
   size: 87396
@@ -25575,6 +28078,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Zlib
   license_family: Other
   size: 109882
@@ -25590,6 +28095,8 @@ packages:
   - python_abi 3.12.* *_cp312
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 419552
@@ -25604,6 +28111,8 @@ packages:
   - python_abi 3.12.* *_cp312
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 410873
@@ -25619,6 +28128,8 @@ packages:
   - python_abi 3.12.* *_cp312
   - 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
   size: 330788
@@ -25635,6 +28146,8 @@ 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
   size: 320624
@@ -25646,6 +28159,8 @@ 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
   size: 554846
@@ -25656,6 +28171,8 @@ packages:
   depends:
   - __osx >=10.9
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 498900
@@ -25666,6 +28183,8 @@ packages:
   depends:
   - __osx >=11.0
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 405089
@@ -25678,6 +28197,8 @@ 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
   size: 349143
diff --git a/pixi.toml b/pixi.toml
index e313ad90..c8c75d2b 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -11,9 +11,7 @@ python = ">=3.10"
 shap = "*"
 matplotlib-base = "*"
 joblib = ">=1.2.0"
-# Remove the upper bound once this xgboost problem
-# has been fixed: https://github.com/dmlc/xgboost/issues/11093
-scikit-learn = ">=1.4,<1.6"
+scikit-learn = ">=1.4"
 numpy = "*"
 pandas = "*"
 narwhals = ">=1.25.0,<2"
@@ -31,7 +29,7 @@ typing-extensions = "*"
 ipykernel = "*"
 ipywidgets = "*"
 lightgbm = "*"
-xgboost = "*"
+xgboost = ">=2.1.4"
 lifelines = "*"
 onnx = "*"
 onnxmltools = "*"
diff --git a/tests/test__utils.py b/tests/test__utils.py
index 50b7debb..02571d28 100644
--- a/tests/test__utils.py
+++ b/tests/test__utils.py
@@ -180,9 +180,9 @@ def test_convert_treatment_raise(use_pd):
     [
         (LinearRegression(), False),
         (
-            HistGradientBoostingClassifier(),
+            HistGradientBoostingClassifier(categorical_features=None),
             False,
-        ),  # The default for categorical_features will change to "from_dtype" in v1.6
+        ),
         (HistGradientBoostingClassifier(categorical_features="from_dtype"), True),
         (LGBMRegressor(), True),
         (XGBRegressor(), False),