diff --git a/fastcan/_fastcan.py b/fastcan/_fastcan.py
index b5e99cd..611d9d4 100644
--- a/fastcan/_fastcan.py
+++ b/fastcan/_fastcan.py
@@ -117,6 +117,7 @@ class FastCan(SelectorMixin, BaseEstimator):
     def __init__(
         self,
         n_features_to_select=1,
+        *,
         indices_include=None,
         indices_exclude=None,
         eta=False,
diff --git a/fastcan/_minibatch.py b/fastcan/_minibatch.py
index b879687..f01879b 100644
--- a/fastcan/_minibatch.py
+++ b/fastcan/_minibatch.py
@@ -11,7 +11,7 @@
 from sklearn.utils.validation import check_X_y
 
 from ._cancorr_fast import _forward_search  # type: ignore
-from ._fastcan import FastCan, _prepare_search
+from ._fastcan import _prepare_search
 
 
 @validate_params(
@@ -26,7 +26,7 @@
         ],
         "verbose": ["verbose"],
     },
-    prefer_skip_nested_validation=False,
+    prefer_skip_nested_validation=True,
 )
 def minibatch(X, y, n_features_to_select=1, batch_size=1, verbose=1):
     """Feature selection using :class:`fastcan.FastCan` with mini batches.
@@ -34,9 +34,13 @@ def minibatch(X, y, n_features_to_select=1, batch_size=1, verbose=1):
     It is suitable for selecting a very large number of features
     even larger than the number of samples.
 
-    Similar to the correlation filter which selects each feature without considering
-    the redundancy, the function selects features in mini-batch and the
-    redundancy between the two mini-batches will be ignored.
+    The function splits `n_features_to_select` into `n_outputs` parts and selects
+    features for each part separately, ignoring the redundancy among outputs.
+    In each part, the function selects features batch-by-batch. The batch size is less
+    than or equal to `batch_size`.
+    Like correlation filters, which select features one-by-one without considering
+    the redundancy between two features, the function ignores the redundancy between
+    two mini-batches.
 
     Parameters
     ----------
@@ -70,7 +74,7 @@ def minibatch(X, y, n_features_to_select=1, batch_size=1, verbose=1):
     >>> print(f"Indices: {indices}")
     Indices: [0 1 2]
     """
-    X, y = check_X_y(X, y, ensure_2d=True, multi_output=True)
+    X, y = check_X_y(X, y, ensure_2d=True, multi_output=True, order="F")
     if y.ndim == 1:
         y = y.reshape(-1, 1)
 
@@ -90,41 +94,35 @@ def minibatch(X, y, n_features_to_select=1, batch_size=1, verbose=1):
             0, n_features_to_select, num=n_outputs + 1, endpoint=True, dtype=int
         )
     )
+    X_transformed_ = X - X.mean(0)
+    y_transformed_ = y - y.mean(0)
+    indices_include = np.zeros(0, dtype=int)  # just an empty array
     indices_select = np.zeros(0, dtype=int)
+
     for i in range(n_outputs):
-        y_i = y[:, i]
-        batch_split_i = np.diff(
-            np.r_[
-                np.arange(n_to_select_split[i], step=batch_size, dtype=int),
-                n_to_select_split[i],
-            ]
-        )
-        for j, batch_size_j in enumerate(batch_split_i):
-            if j == 0:
-                selector_j = FastCan(
-                    batch_size_j, indices_exclude=indices_select, verbose=0
-                ).fit(X, y_i)
-                X_transformed_ = deepcopy(selector_j.X_transformed_)
-                indices = selector_j.indices_
-            else:
-                indices, scores, mask = _prepare_search(
-                    n_features,
-                    batch_size_j,
-                    selector_j.indices_include_,
-                    np.r_[selector_j.indices_exclude_, indices_select],
-                )
-                _forward_search(
-                    X=X_transformed_,
-                    V=selector_j.y_transformed_,
-                    t=batch_size_j,
-                    tol=selector_j.tol,
-                    num_threads=n_threads,
-                    verbose=0,
-                    mask=mask,
-                    indices=indices,
-                    scores=scores,
-                )
+        y_i = y_transformed_[:, [i]]
+        n_selected_i = 0
+        while n_to_select_split[i] > n_selected_i:
+            batch_size_temp = min(batch_size, n_to_select_split[i] - n_selected_i)
+            indices, scores, mask = _prepare_search(
+                n_features,
+                batch_size_temp,
+                indices_include,
+                indices_select,
+            )
+            _forward_search(
+                X=deepcopy(X_transformed_),
+                V=y_i,
+                t=batch_size_temp,
+                tol=0.01,
+                num_threads=n_threads,
+                verbose=0,
+                mask=mask,
+                indices=indices,
+                scores=scores,
+            )
             indices_select = np.r_[indices_select, indices]
+            n_selected_i += batch_size_temp
             if verbose == 1:
                 print(
                     f"Progress: {indices_select.size}/{n_features_to_select}", end="\r"
diff --git a/meson.build b/meson.build
index 38594de..20c67d8 100644
--- a/meson.build
+++ b/meson.build
@@ -1,7 +1,7 @@
 project(
   'fastcan',
   'c', 'cython',
-  version: '0.3.1',
+  version: '0.3.2',
   license: 'MIT',
   meson_version: '>= 1.1.0',
   default_options: [
diff --git a/pixi.lock b/pixi.lock
index d32dfcd..828d9f6 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -81,7 +81,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.9.0-26_osx64_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libcblas-3.9.0-26_osx64_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libclang-cpp18.1-18.1.8-default_h0c94c6a_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.7-hf95d169_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-devel-18.1.8-h7c275be_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.6.4-h240833e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.2-h0d85af4_5.tar.bz2
@@ -97,7 +97,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/osx-64/libxml2-2.13.5-he8ee3e7_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-19.1.6-ha54dae1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-19.1.7-ha54dae1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-tools-18-18.1.8-h9ce406d_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-tools-18.1.8-h9ce406d_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/meson-1.6.1-pyhd8ed1ab_0.conda
@@ -156,7 +156,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcblas-3.9.0-26_osxarm64_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libclang-cpp18.1-18.1.8-default_h5c12605_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.7-ha82da77_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-devel-18.1.8-h6dc3340_7.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.4-h286801f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
@@ -172,7 +172,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.47.2-h3f77e49_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-2.13.5-h178c5d8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.1-h8359307_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.6-hdb05f8b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.7-hdb05f8b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-tools-18-18.1.8-h5090b49_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-tools-18.1.8-h5090b49_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/meson-1.6.1-pyhd8ed1ab_0.conda
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-      - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.18-h0f3a69f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.20-h0f3a69f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
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       - conda: https://conda.anaconda.org/conda-forge/osx-64/libcblas-3.9.0-26_osx64_openblas.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libclang-cpp18.1-18.1.8-default_h0c94c6a_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.7-hf95d169_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-devel-18.1.8-h7c275be_7.conda
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@@ -395,7 +395,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/osx-64/libxml2-2.13.5-he8ee3e7_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-19.1.6-ha54dae1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-19.1.7-ha54dae1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-tools-18-18.1.8-h9ce406d_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-tools-18.1.8-h9ce406d_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/meson-1.6.1-pyhd8ed1ab_0.conda
@@ -431,7 +431,7 @@ environments:
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       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.18-h8de1528_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.20-h8de1528_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
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-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.7-ha82da77_0.conda
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-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.6-hdb05f8b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.7-hdb05f8b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-tools-18-18.1.8-h5090b49_2.conda
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-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.18-h668ec48_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.20-h668ec48_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
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@@ -649,7 +649,7 @@ environments:
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-      - conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.18-ha08ef0e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.20-ha08ef0e_0.conda
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-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.7-hf95d169_0.conda
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-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.7-ha82da77_0.conda
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-      - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.18-h0f3a69f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.20-h0f3a69f_0.conda
       - pypi: https://pypi.anaconda.org/scientific-python-nightly-wheels/simple/cython/3.1.0a1/Cython-3.1.0a1-py3-none-any.whl
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   license_family: GPL
   purls: []
@@ -2078,6 +2184,8 @@ packages:
   - mpc >=1.3.1,<2.0a0
   - mpfr >=4.2.1,<5.0a0
   - zlib
+  arch: x86_64
+  platform: osx
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2097,6 +2205,8 @@ packages:
   - mpc >=1.3.1,<2.0a0
   - mpfr >=4.2.1,<5.0a0
   - zlib
+  arch: arm64
+  platform: osx
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2114,6 +2224,8 @@ packages:
   - libgfortran 5.*
   - libgfortran-devel_osx-64 13.2.0
   - libgfortran5 >=13.2.0
+  arch: x86_64
+  platform: osx
   license: GPL-3.0-or-later WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2131,6 +2243,8 @@ packages:
   - libgfortran 5.*
   - libgfortran-devel_osx-arm64 13.2.0
   - libgfortran5 >=13.2.0
+  arch: arm64
+  platform: osx
   license: GPL-3.0-or-later WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2142,6 +2256,8 @@ packages:
   depends:
   - __osx >=10.13
   - libcxx >=16
+  arch: x86_64
+  platform: osx
   license: GPL-2.0-or-later OR LGPL-3.0-or-later
   purls: []
   size: 428919
@@ -2152,6 +2268,8 @@ packages:
   depends:
   - __osx >=11.0
   - libcxx >=16
+  arch: arm64
+  platform: osx
   license: GPL-2.0-or-later OR LGPL-3.0-or-later
   purls: []
   size: 365188
@@ -2161,6 +2279,8 @@ packages:
   md5: 5eb22c1d7b3fc4abb50d92d621583137
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -2207,6 +2327,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/win-64/intel-openmp-2024.2.1-h57928b3_1083.conda
   sha256: 0fd2b0b84c854029041b0ede8f4c2369242ee92acc0092f8407b1fe9238a8209
   md5: 2d89243bfb53652c182a7c73182cce4f
+  arch: x86_64
+  platform: win
   license: LicenseRef-IntelSimplifiedSoftwareOct2022
   license_family: Proprietary
   purls: []
@@ -2217,6 +2339,8 @@ packages:
   md5: d06222822a9144918333346f145b68c6
   depends:
   - libcxx >=14.0.6
+  arch: x86_64
+  platform: osx
   track_features:
   - isl_imath-32
   license: MIT
@@ -2229,6 +2353,8 @@ packages:
   md5: e80e44a3f4862b1da870dc0557f8cf3b
   depends:
   - libcxx >=14.0.6
+  arch: arm64
+  platform: osx
   track_features:
   - isl_imath-32
   license: MIT
@@ -2290,6 +2416,8 @@ packages:
   constrains:
   - cctools 1010.6.*
   - cctools_osx-64 1010.6.*
+  arch: x86_64
+  platform: osx
   license: APSL-2.0
   license_family: Other
   purls: []
@@ -2304,6 +2432,8 @@ packages:
   constrains:
   - cctools 1010.6.*
   - cctools_osx-arm64 1010.6.*
+  arch: arm64
+  platform: osx
   license: APSL-2.0
   license_family: Other
   purls: []
@@ -2323,6 +2453,8 @@ packages:
   - ld 951.9.*
   - cctools 1010.6.*
   - cctools_osx-64 1010.6.*
+  arch: x86_64
+  platform: osx
   license: APSL-2.0
   license_family: Other
   purls: []
@@ -2342,6 +2474,8 @@ packages:
   - cctools_osx-arm64 1010.6.*
   - clang >=18.1.8,<19.0a0
   - ld 951.9.*
+  arch: arm64
+  platform: osx
   license: APSL-2.0
   license_family: Other
   purls: []
@@ -2354,6 +2488,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   constrains:
   - binutils_impl_linux-64 2.43
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only
   license_family: GPL
   purls: []
@@ -2371,6 +2507,8 @@ packages:
   - liblapack 3.9.0 26_linux64_openblas
   - liblapacke 3.9.0 26_linux64_openblas
   - blas * openblas
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2388,6 +2526,8 @@ packages:
   - liblapack 3.9.0 26_osx64_openblas
   - blas * openblas
   - liblapacke 3.9.0 26_osx64_openblas
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2405,6 +2545,8 @@ packages:
   - liblapacke 3.9.0 26_osxarm64_openblas
   - libcblas 3.9.0 26_osxarm64_openblas
   - blas * openblas
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2421,6 +2563,8 @@ packages:
   - liblapack 3.9.0 26_win64_mkl
   - blas * mkl
   - libcblas 3.9.0 26_win64_mkl
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2436,6 +2580,8 @@ packages:
   - liblapack 3.9.0 26_linux64_openblas
   - liblapacke 3.9.0 26_linux64_openblas
   - blas * openblas
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2451,6 +2597,8 @@ packages:
   - liblapack 3.9.0 26_osx64_openblas
   - blas * openblas
   - liblapacke 3.9.0 26_osx64_openblas
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2466,6 +2614,8 @@ packages:
   - liblapack 3.9.0 26_osxarm64_openblas
   - liblapacke 3.9.0 26_osxarm64_openblas
   - blas * openblas
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2481,6 +2631,8 @@ packages:
   - liblapacke 3.9.0 26_win64_mkl
   - liblapack 3.9.0 26_win64_mkl
   - blas * mkl
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2493,6 +2645,8 @@ packages:
   - __osx >=10.13
   - libcxx >=18.1.8
   - libllvm18 >=18.1.8,<18.2.0a0
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
@@ -2505,36 +2659,44 @@ packages:
   - __osx >=11.0
   - libcxx >=18.1.8
   - libllvm18 >=18.1.8,<18.2.0a0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
   size: 12775616
   timestamp: 1726862192152
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.6-hf95d169_1.conda
-  sha256: c40661648c34c08e21b69e0eec021ccaf090ffff070d2a9cbcb1519e1b310568
-  md5: 1bad6c181a0799298aad42fc5a7e98b7
+- conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-19.1.7-hf95d169_0.conda
+  sha256: 6b2fa3fb1e8cd2000b0ed259e0c4e49cbef7b76890157fac3e494bc659a20330
+  md5: 4b8f8dc448d814169dbc58fc7286057d
   depends:
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+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
-  size: 527370
-  timestamp: 1734494305140
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.6-ha82da77_1.conda
-  sha256: 2b2443404503cd862385fd2f2a2c73f9624686fd1e5a45050b4034cfc06904ec
-  md5: ce5252d8db110cdb4ae4173d0a63c7c5
+  size: 527924
+  timestamp: 1736877256721
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-19.1.7-ha82da77_0.conda
+  sha256: 776092346da87a2a23502e14d91eb0c32699c4a1522b7331537bd1c3751dcff5
+  md5: 5b3e1610ff8bd5443476b91d618f5b77
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
-  size: 520992
-  timestamp: 1734494699681
+  size: 523505
+  timestamp: 1736877862502
 - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-devel-18.1.8-h7c275be_7.conda
   sha256: 5d886a04be00a5a54a81fb040aacd238d0d55d4522c61c7875b675b803c748a3
   md5: 0c389f3214ce8cad37a12cb0bae44c54
   depends:
   - libcxx >=18.1.8
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
@@ -2545,6 +2707,8 @@ packages:
   md5: b0f818db788046d60ffc693ddec7e26e
   depends:
   - libcxx >=18.1.8
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
@@ -2558,6 +2722,8 @@ packages:
   - libgcc >=13
   constrains:
   - expat 2.6.4.*
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -2570,6 +2736,8 @@ packages:
   - __osx >=10.13
   constrains:
   - expat 2.6.4.*
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -2582,6 +2750,8 @@ packages:
   - __osx >=11.0
   constrains:
   - expat 2.6.4.*
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -2596,6 +2766,8 @@ packages:
   - vc14_runtime >=14.29.30139
   constrains:
   - expat 2.6.4.*
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -2606,6 +2778,8 @@ packages:
   md5: d645c6d2ac96843a2bfaccd2d62b3ac3
   depends:
   - libgcc-ng >=9.4.0
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   purls: []
@@ -2614,6 +2788,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.2-h0d85af4_5.tar.bz2
   sha256: 7a2d27a936ceee6942ea4d397f9c7d136f12549d86f7617e8b6bad51e01a941f
   md5: ccb34fb14960ad8b125962d3d79b31a9
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -2622,6 +2798,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.2-h3422bc3_5.tar.bz2
   sha256: 41b3d13efb775e340e4dba549ab5c029611ea6918703096b2eaa9c015c0750ca
   md5: 086914b672be056eb70fd4285b6783b6
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -2633,6 +2811,8 @@ packages:
   depends:
   - vc >=14.1,<15.0a0
   - vs2015_runtime >=14.16.27012
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
@@ -2647,6 +2827,8 @@ packages:
   constrains:
   - libgomp 14.2.0 h77fa898_1
   - libgcc-ng ==14.2.0=*_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2657,6 +2839,8 @@ packages:
   md5: e39480b9ca41323497b05492a63bc35b
   depends:
   - libgcc 14.2.0 h77fa898_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2669,6 +2853,8 @@ packages:
   - libgfortran5 14.2.0 hd5240d6_1
   constrains:
   - libgfortran-ng ==14.2.0=*_1
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2679,6 +2865,8 @@ packages:
   md5: 0b6e23a012ee7a9a5f6b244f5a92c1d5
   depends:
   - libgfortran5 13.2.0 h2873a65_3
+  arch: x86_64
+  platform: osx
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
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   md5: 4a55d9e169114b2b90d3ec4604cd7bbf
   depends:
   - libgfortran5 13.2.0 hf226fd6_3
+  arch: arm64
+  platform: osx
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2717,6 +2907,8 @@ packages:
   - libgcc >=14.2.0
   constrains:
   - libgfortran 14.2.0
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2729,6 +2921,8 @@ packages:
   - llvm-openmp >=8.0.0
   constrains:
   - libgfortran 5.0.0 13_2_0_*_3
+  arch: x86_64
+  platform: osx
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2741,6 +2935,8 @@ packages:
   - llvm-openmp >=8.0.0
   constrains:
   - libgfortran 5.0.0 13_2_0_*_3
+  arch: arm64
+  platform: osx
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2751,6 +2947,8 @@ packages:
   md5: cc3573974587f12dda90d96e3e55a702
   depends:
   - _libgcc_mutex 0.1 conda_forge
+  arch: x86_64
+  platform: linux
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
@@ -2765,6 +2963,8 @@ 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
   purls: []
@@ -2773,6 +2973,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-64/libiconv-1.17-hd75f5a5_2.conda
   sha256: 23d4923baeca359423a7347c2ed7aaf48c68603df0cf8b87cc94a10b0d4e9a23
   md5: 6c3628d047e151efba7cf08c5e54d1ca
+  arch: x86_64
+  platform: osx
   license: LGPL-2.1-only
   purls: []
   size: 666538
@@ -2780,6 +2982,8 @@ packages:
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libiconv-1.17-h0d3ecfb_2.conda
   sha256: bc7de5097b97bcafcf7deaaed505f7ce02f648aac8eccc0d5a47cc599a1d0304
   md5: 69bda57310071cf6d2b86caf11573d2d
+  arch: arm64
+  platform: osx
   license: LGPL-2.1-only
   purls: []
   size: 676469
@@ -2791,6 +2995,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: LGPL-2.1-only
   purls: []
   size: 636146
@@ -2805,6 +3011,8 @@ packages:
   - libcblas 3.9.0 26_linux64_openblas
   - liblapacke 3.9.0 26_linux64_openblas
   - blas * openblas
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2820,6 +3028,8 @@ packages:
   - libcblas 3.9.0 26_osx64_openblas
   - blas * openblas
   - liblapacke 3.9.0 26_osx64_openblas
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2835,6 +3045,8 @@ packages:
   - liblapacke 3.9.0 26_osxarm64_openblas
   - libcblas 3.9.0 26_osxarm64_openblas
   - blas * openblas
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2850,6 +3062,8 @@ packages:
   - liblapacke 3.9.0 26_win64_mkl
   - blas * mkl
   - libcblas 3.9.0 26_win64_mkl
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -2864,6 +3078,8 @@ packages:
   - libxml2 >=2.12.7,<3.0a0
   - libzlib >=1.3.1,<2.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
@@ -2878,6 +3094,8 @@ packages:
   - libxml2 >=2.12.7,<3.0a0
   - libzlib >=1.3.1,<2.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
@@ -2889,6 +3107,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
+  arch: x86_64
+  platform: linux
   license: 0BSD
   purls: []
   size: 111132
@@ -2898,6 +3118,8 @@ packages:
   md5: f9e9205fed9c664421c1c09f0b90ce6d
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: 0BSD
   purls: []
   size: 103745
@@ -2907,6 +3129,8 @@ packages:
   md5: b2553114a7f5e20ccd02378a77d836aa
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: 0BSD
   purls: []
   size: 99129
@@ -2918,6 +3142,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: 0BSD
   purls: []
   size: 104332
@@ -2928,6 +3154,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: BSD-2-Clause
   license_family: BSD
   purls: []
@@ -2938,6 +3166,8 @@ packages:
   md5: ed625b2e59dff82859c23dd24774156b
   depends:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: BSD-2-Clause
   license_family: BSD
   purls: []
@@ -2948,6 +3178,8 @@ packages:
   md5: 7476305c35dd9acef48da8f754eedb40
   depends:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: BSD-2-Clause
   license_family: BSD
   purls: []
@@ -2960,6 +3192,8 @@ packages:
   - 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
   purls: []
@@ -2970,6 +3204,8 @@ packages:
   md5: 30fd6e37fe21f86f4bd26d6ee73eeec7
   depends:
   - libgcc-ng >=12
+  arch: x86_64
+  platform: linux
   license: LGPL-2.1-only
   license_family: GPL
   size: 33408
@@ -2984,6 +3220,8 @@ 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
   purls: []
@@ -2999,6 +3237,8 @@ packages:
   - 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
   purls: []
@@ -3014,6 +3254,8 @@ packages:
   - 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
   purls: []
@@ -3026,6 +3268,8 @@ packages:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libzlib >=1.3.1,<2.0a0
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+  platform: linux
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   - libzlib >=1.3.1,<2.0a0
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   purls: []
   size: 923167
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   - libzlib >=1.3.1,<2.0a0
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   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
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   size: 891292
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   md5: 234a5554c53625688d51062645337328
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   timestamp: 1702724383534
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   license_family: MIT
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   - liblzma >=5.6.3,<6.0a0
   - libzlib >=1.3.1,<2.0a0
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   license_family: MIT
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   - vc >=14.2,<15
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   license_family: MIT
   purls: []
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   license: Zlib
   license_family: Other
   purls: []
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   license: Zlib
   license_family: Other
   purls: []
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   constrains:
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+  platform: osx
   license: Zlib
   license_family: Other
   purls: []
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   constrains:
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+  arch: x86_64
+  platform: win
   license: Zlib
   license_family: Other
   purls: []
   size: 55476
   timestamp: 1727963768015
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-  md5: 4fe4d62071f8a3322ffb6588b49ccbb8
+- conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-openmp-19.1.7-ha54dae1_0.conda
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+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: APACHE
   purls: []
-  size: 305048
-  timestamp: 1734520356844
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.6-hdb05f8b_0.conda
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-  md5: 34fdeffa0555a1a56f38839415cc066c
+  size: 304885
+  timestamp: 1736986327031
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-19.1.7-hdb05f8b_0.conda
+  sha256: b92a669f2059874ebdcb69041b6c243d68ffc3fb356ac1339cec44aeb27245d7
+  md5: c4d54bfd3817313ce758aa76283b118d
   depends:
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+  - openmp 19.1.7|19.1.7.*
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+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: APACHE
   purls: []
-  size: 281251
-  timestamp: 1734520462311
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 - conda: https://conda.anaconda.org/conda-forge/osx-64/llvm-tools-18.1.8-h9ce406d_2.conda
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@@ -3244,6 +3522,8 @@ packages:
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   - llvmdev     18.1.8
   - llvm        18.1.8
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
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   - llvm        18.1.8
   - clang       18.1.8
   - clang-tools 18.1.8
+  arch: arm64
+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
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   - libxml2 >=2.12.7,<3.0a0
   - libzlib >=1.3.1,<2.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
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   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
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   - libxml2 >=2.12.7,<3.0a0
   - libzlib >=1.3.1,<2.0a0
   - zstd >=1.5.6,<1.6.0a0
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+  platform: osx
   license: Apache-2.0 WITH LLVM-exception
   license_family: Apache
   purls: []
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   depends:
   - intel-openmp 2024.*
   - tbb 2021.*
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+  platform: win
   license: LicenseRef-IntelSimplifiedSoftwareOct2022
   license_family: Proprietary
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   - gmp >=6.3.0,<7.0a0
   - mpfr >=4.2.1,<5.0a0
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   license: LGPL-3.0-or-later
   license_family: LGPL
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   - gmp >=6.3.0,<7.0a0
   - mpfr >=4.2.1,<5.0a0
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   license_family: LGPL
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   - gmp >=6.3.0,<7.0a0
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   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
   - typing_extensions >=4.1.0
+  arch: x86_64
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   license: MIT
   license_family: MIT
   size: 18996006
@@ -3504,6 +3802,8 @@ packages:
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   - python_abi 3.13.* *_cp313
   - typing_extensions >=4.1.0
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 10794983
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   - python_abi 3.13.* *_cp313
   - typing_extensions >=4.1.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 10132728
@@ -3535,6 +3837,8 @@ packages:
   - 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: 8735938
@@ -3554,6 +3858,8 @@ packages:
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
+  arch: x86_64
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   license: X11 AND BSD-3-Clause
   purls: []
   size: 894452
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   purls: []
   size: 796754
@@ -3582,6 +3892,8 @@ packages:
   depends:
   - libgcc-ng >=12
   - libstdcxx-ng >=12
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   license: Apache-2.0
   license_family: Apache
   purls: []
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   depends:
   - __osx >=10.13
   - libcxx >=16
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
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   depends:
   - __osx >=11.0
   - libcxx >=16
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
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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
   purls: []
@@ -3655,6 +3973,8 @@ packages:
   - python_abi 3.13.* *_cp313
   constrains:
   - numpy-base <0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
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   - python_abi 3.13.* *_cp313
   constrains:
   - numpy-base <0a0
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+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
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   - python_abi 3.13.* *_cp313
   constrains:
   - numpy-base <0a0
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+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
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   - vc14_runtime >=14.29.30139
   constrains:
   - numpy-base <0a0
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
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   purls:
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   - __glibc >=2.17,<3.0.a0
   - ca-certificates
   - libgcc >=13
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+  platform: linux
   license: Apache-2.0
   license_family: Apache
   purls: []
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   depends:
   - __osx >=10.13
   - ca-certificates
+  arch: x86_64
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   license: Apache-2.0
   license_family: Apache
   purls: []
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   depends:
   - __osx >=11.0
   - ca-certificates
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
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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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   - python-tzdata >=2022a
   - python_abi 3.13.* *_cp313
   - pytz >=2020.1,<2024.2
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
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   - python-tzdata >=2022a
   - python_abi 3.13.* *_cp313
   - pytz >=2020.1,<2024.2
+  arch: x86_64
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   license: BSD-3-Clause
   license_family: BSD
   purls:
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   - python-tzdata >=2022a
   - python_abi 3.13.* *_cp313
   - pytz >=2020.1,<2024.2
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
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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
   license_family: BSD
   purls:
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   - libgcc >=13
   - python >=3.12,<3.13.0a0
   - python_abi 3.12.* *_cp312
+  arch: x86_64
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   license: BSD-3-Clause
   license_family: BSD
   size: 487053
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   - __osx >=10.13
   - python >=3.13,<3.14.0a0
   - python_abi 3.13.* *_cp313
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
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   - python >=3.13,<3.14.0a0
   - python >=3.13,<3.14.0a0 *_cp313
   - python_abi 3.13.* *_cp313
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
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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
   license_family: BSD
   size: 511743
@@ -4147,6 +4497,8 @@ packages:
   - tzdata
   constrains:
   - python_abi 3.12.* *_cp312
+  arch: x86_64
+  platform: linux
   license: Python-2.0
   size: 31565686
   timestamp: 1733410597922
@@ -4172,6 +4524,8 @@ packages:
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
+  arch: x86_64
+  platform: linux
   track_features:
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   license: Python-2.0
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   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
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+  platform: linux
   license: Python-2.0
   purls: []
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   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
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   license: Python-2.0
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   - tk >=8.6.13,<8.7.0a0
   - tzdata
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   track_features:
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   - tk >=8.6.13,<8.7.0a0
   - tzdata
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+  platform: osx
   track_features:
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   - tk >=8.6.13,<8.7.0a0
   - tzdata
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   license: Python-2.0
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   - vc >=14.2,<15
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+  arch: x86_64
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   license: Python-2.0
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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: Python-2.0
   purls: []
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   md5: 0424ae29b104430108f5218a66db7260
   constrains:
   - python 3.12.* *_cpython
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 6238
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   md5: 381bbd2a92c863f640a55b6ff3c35161
   constrains:
   - python 3.13.* *_cp313
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   license: BSD-3-Clause
   license_family: BSD
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   md5: ea4c21b96e8280414d9e243da0ec3201
   constrains:
   - python 3.13.* *_cp313t
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   license: BSD-3-Clause
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   md5: 927a2186f1f997ac018d67c4eece90a6
   constrains:
   - python 3.13.* *_cp313
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   constrains:
   - python 3.13.* *_cp313t
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   license: BSD-3-Clause
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   md5: b8e82d0a5c1664638f87f63cc5d241fb
   constrains:
   - python 3.13.* *_cp313
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   constrains:
   - python 3.13.* *_cp313
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   constrains:
   - python 3.13.* *_cp313t
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   - ncurses >=6.3,<7.0a0
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   - python_abi 3.12.* *_cp312
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: MIT
   license_family: MIT
   size: 7983355
@@ -4582,6 +4976,8 @@ packages:
   - python_abi 3.13.* *_cp313
   constrains:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 7379699
@@ -4597,6 +4993,8 @@ packages:
   - python_abi 3.13.* *_cp313
   constrains:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 7025703
@@ -4610,6 +5008,8 @@ packages:
   - 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: 6962635
@@ -4872,6 +5272,8 @@ packages:
   - python_abi 3.13.* *_cp313
   - scipy
   - threadpoolctl >=3.1.0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -4891,6 +5293,8 @@ packages:
   - python_abi 3.13.* *_cp313
   - scipy
   - threadpoolctl >=3.1.0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -4911,6 +5315,8 @@ packages:
   - python_abi 3.13.* *_cp313
   - scipy
   - threadpoolctl >=3.1.0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -4930,6 +5336,8 @@ 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
   purls:
@@ -5125,6 +5533,8 @@ packages:
   - numpy >=1.23.5
   - python >=3.13,<3.14.0a0
   - python_abi 3.13.* *_cp313
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -5147,6 +5557,8 @@ packages:
   - numpy >=1.23.5
   - python >=3.13,<3.14.0a0
   - python_abi 3.13.* *_cp313
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -5170,6 +5582,8 @@ packages:
   - python >=3.13,<3.14.0a0
   - python >=3.13,<3.14.0a0 *_cp313
   - python_abi 3.13.* *_cp313
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls:
@@ -5191,6 +5605,8 @@ 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
   purls:
@@ -5213,6 +5629,8 @@ packages:
   md5: fbfb84b9de9a6939cb165c02c69b1865
   depends:
   - openssl >=3.0.0,<4.0a0
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -5223,6 +5641,8 @@ packages:
   md5: 4a2cac04f86a4540b8c9b8d8f597848f
   depends:
   - openssl >=3.0.0,<4.0a0
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
@@ -5430,6 +5850,8 @@ packages:
   - __osx >=10.13
   - libcxx >=17.0.0.a0
   - ncurses >=6.5,<7.0a0
+  arch: x86_64
+  platform: osx
   license: NCSA
   license_family: MIT
   purls: []
@@ -5442,6 +5864,8 @@ packages:
   - __osx >=11.0
   - libcxx >=17.0.0.a0
   - ncurses >=6.5,<7.0a0
+  arch: arm64
+  platform: osx
   license: NCSA
   license_family: MIT
   purls: []
@@ -5455,6 +5879,8 @@ 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
   purls: []
@@ -5482,6 +5908,8 @@ packages:
   depends:
   - libgcc-ng >=12
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: linux
   license: TCL
   license_family: BSD
   purls: []
@@ -5492,6 +5920,8 @@ packages:
   md5: bf830ba5afc507c6232d4ef0fb1a882d
   depends:
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: TCL
   license_family: BSD
   purls: []
@@ -5502,6 +5932,8 @@ packages:
   md5: b50a57ba89c32b62428b71a875291c9b
   depends:
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: TCL
   license_family: BSD
   purls: []
@@ -5514,6 +5946,8 @@ packages:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: TCL
   license_family: BSD
   purls: []
@@ -5571,6 +6005,8 @@ packages:
   md5: 6797b005cd0f439c4c5c9ac565783700
   constrains:
   - vs2015_runtime >=14.29.30037
+  arch: x86_64
+  platform: win
   license: LicenseRef-MicrosoftWindowsSDK10
   purls: []
   size: 559710
@@ -5586,59 +6022,69 @@ 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-0.5.18-h0f3a69f_0.conda
-  sha256: d08e735ea493e2ba16e81c0d8b9dab77fabc33807f52814448f066ca5225b9bc
-  md5: 208d0355645171e84b4c8abdbf814ba2
+- conda: https://conda.anaconda.org/conda-forge/linux-64/uv-0.5.20-h0f3a69f_0.conda
+  sha256: 0642806f1cdd18c3612baadd2ca2b377caf721167a83255f14000dc84c70ffd5
+  md5: 5210fc1e33587aeafedf4536b8370758
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libstdcxx >=13
   constrains:
   - __glibc >=2.17
+  arch: x86_64
+  platform: linux
   license: Apache-2.0 OR MIT
   purls: []
-  size: 11155535
-  timestamp: 1736699067756
-- conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.18-h8de1528_0.conda
-  sha256: d58c2eff26288ddaf8f4076a06c2f58ac4502da6e38981e8930fe9a1927b7cad
-  md5: 511ee56fa898d136388ed8990f28b339
+  size: 11147321
+  timestamp: 1736988350575
+- conda: https://conda.anaconda.org/conda-forge/osx-64/uv-0.5.20-h8de1528_0.conda
+  sha256: d93569f412bcbd786f80834e5e9587855cca8a4fc505edcf6b34a4facee702f6
+  md5: 496723ff5f2dafe1b31bdcb172205eb4
   depends:
   - __osx >=10.13
   - libcxx >=18
   constrains:
   - __osx >=10.13
+  arch: x86_64
+  platform: osx
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10698624
-  timestamp: 1736700222052
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.18-h668ec48_0.conda
-  sha256: 451bd6addc82422a3d186b824a76532ec75f16a4fa5fa0aacd90a1836c240ae9
-  md5: d5ecc22ccddfdacc8c81f427c5922105
+  size: 10693624
+  timestamp: 1736989586034
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.5.20-h668ec48_0.conda
+  sha256: 680468b472392ecb8a64e960fd8f68ccb49f6032a2c06d6d2d0aebff8be8c6c4
+  md5: 999824896469f042c704b1fb2b35e243
   depends:
   - __osx >=11.0
   - libcxx >=18
   constrains:
   - __osx >=11.0
+  arch: arm64
+  platform: osx
   license: Apache-2.0 OR MIT
   purls: []
-  size: 10738115
-  timestamp: 1736700515712
-- conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.18-ha08ef0e_0.conda
-  sha256: 74884315e2bf5476d218e3dc72f76fba2162740ab7cb7d4905d61b21baaebfb6
-  md5: f1b94c241fca516bb22d85e45a32f863
+  size: 10694911
+  timestamp: 1736989379596
+- conda: https://conda.anaconda.org/conda-forge/win-64/uv-0.5.20-ha08ef0e_0.conda
+  sha256: 3f3752e1cadded61e556de29ad6937f2d04bebe9569d50b106f8b4ae18f75f22
+  md5: 4aa469537fe8fa3e671acefd69baf32e
   depends:
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0 OR MIT
   purls: []
-  size: 11578961
-  timestamp: 1736700397009
+  size: 11330039
+  timestamp: 1736989143594
 - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-ha32ba9b_23.conda
   sha256: 986ddaf8feec2904eac9535a7ddb7acda1a1dfb9482088fdb8129f1595181663
   md5: 7c10ec3158d1eb4ddff7007c9101adb0
   depends:
   - vc14_runtime >=14.38.33135
+  arch: x86_64
+  platform: win
   track_features:
   - vc14
   license: BSD-3-Clause
@@ -5653,6 +6099,8 @@ packages:
   - ucrt >=10.0.20348.0
   constrains:
   - vs2015_runtime 14.42.34433.* *_23
+  arch: x86_64
+  platform: win
   license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
   license_family: Proprietary
   purls: []
@@ -5663,6 +6111,8 @@ packages:
   md5: 5c176975ca2b8366abad3c97b3cd1e83
   depends:
   - vc14_runtime >=14.42.34433
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -5685,6 +6135,8 @@ packages:
   depends:
   - __osx >=10.13
   - libzlib 1.3.1 hd23fc13_2
+  arch: x86_64
+  platform: osx
   license: Zlib
   license_family: Other
   purls: []
@@ -5696,6 +6148,8 @@ packages:
   depends:
   - __osx >=11.0
   - libzlib 1.3.1 h8359307_2
+  arch: arm64
+  platform: osx
   license: Zlib
   license_family: Other
   purls: []
@@ -5707,6 +6161,8 @@ packages:
   depends:
   - __osx >=10.9
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
@@ -5718,6 +6174,8 @@ packages:
   depends:
   - __osx >=11.0
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
diff --git a/pyproject.toml b/pyproject.toml
index 9b6d9d0..fe200ef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "fastcan"
-version = "0.3.1"
+version = "0.3.2"
 description = "A fast canonical-correlation-based feature selection method"
 authors = [
     { name = "Matthew Sikai Zhang", email = "matthew.szhang91@gmail.com" },
@@ -89,8 +89,9 @@ compilers = "*"
 compilers = "*"
 
 [tool.pixi.tasks]
-time-h = "python -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)'"
-time-eta = "python -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, eta=True, verbose=0).fit(X, y)'"
+time-h = "python -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)'"
+time-eta = "python -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, eta=True, verbose=0).fit(X, y)'"
+profile-minibatch = { cmd = '''python -c "import cProfile; import numpy as np; from fastcan import minibatch; X = np.random.rand(100, 3000); y = np.random.rand(100, 20); cProfile.run('minibatch(X, y, 1000, 10, verbose=0)', sort='$SORT')"''', env = { SORT = "cumtime" } }
 
 [tool.pixi.feature.test.tasks]
 test = { cmd = "pytest", cwd = "tests" }
@@ -117,10 +118,10 @@ doc-clean = { cmd = "rm -rf $BUILDDIR generated auto_examples", cwd = "doc", env
 
 [tool.pixi.feature.nogil.tasks]
 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-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",
 ] }
-nogil-eta = { 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, eta=True, verbose=0).fit(X, y)'", depends-on = [
+nogil-eta = { 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, eta=True, verbose=0).fit(X, y)'", depends-on = [
     "nogil-build",
 ] }