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diff --git a/science/py-scikit-learn/Makefile b/science/py-scikit-learn/Makefile
--- a/science/py-scikit-learn/Makefile
+++ b/science/py-scikit-learn/Makefile
@@ -1,9 +1,9 @@
PORTNAME= scikit-learn
-DISTVERSION= 1.4.0
-PORTREVISION= 1
+DISTVERSION= 1.7.2
CATEGORIES= science python
MASTER_SITES= PYPI
PKGNAMEPREFIX= ${PYTHON_PKGNAMEPREFIX}
+DISTNAME= scikit_learn-${DISTVERSION}
MAINTAINER= wen@FreeBSD.org
COMMENT= Machine learning algorithms for python
@@ -12,19 +12,17 @@
LICENSE= BSD3CLAUSE
LICENSE_FILE= ${WRKSRC}/COPYING
-BUILD_DEPENDS= ${PYTHON_PKGNAMEPREFIX}joblib>0:devel/py-joblib@${PY_FLAVOR} \
+BUILD_DEPENDS= ${PYTHON_PKGNAMEPREFIX}joblib>=1.3.0:devel/py-joblib@${PY_FLAVOR} \
${PYNUMPY} \
- ${PYTHON_PKGNAMEPREFIX}scipy>=1.3.2:science/py-scipy@${PY_FLAVOR} \
- ${PYTHON_PKGNAMEPREFIX}threadpoolctl>=0:devel/py-threadpoolctl@${PY_FLAVOR}
+ ${PYTHON_PKGNAMEPREFIX}scipy>=1.10.0:science/py-scipy@${PY_FLAVOR} \
+ ${PYTHON_PKGNAMEPREFIX}threadpoolctl>=3.2.0:devel/py-threadpoolctl@${PY_FLAVOR}
RUN_DEPENDS:= ${BUILD_DEPENDS}
+BUILD_DEPENDS+= ${PYTHON_PKGNAMEPREFIX}meson-python>=0.17.1:devel/meson-python@${PY_FLAVOR}
-USES= fortran python localbase
-USE_PYTHON= distutils autoplist cython
+USES= fortran python localbase shebangfix
+USE_PYTHON= autoplist cython3 pep517
-POST_PLIST= fix-plist
-
-fix-plist: # https://github.com/scikit-learn/scikit-learn/issues/12681
- @${REINPLACE_CMD} -e "s|lib/python.*/sklearn/datasets/tests/data/openml$$||" ${TMPPLIST}
+SHEBANG_FILES= sklearn/_build_utils/version.py
post-install: # strip binaries
@${STRIP_CMD} \
diff --git a/science/py-scikit-learn/distinfo b/science/py-scikit-learn/distinfo
--- a/science/py-scikit-learn/distinfo
+++ b/science/py-scikit-learn/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1705575324
-SHA256 (scikit-learn-1.4.0.tar.gz) = d4373c984eba20e393216edd51a3e3eede56cbe93d4247516d205643c3b93121
-SIZE (scikit-learn-1.4.0.tar.gz) = 7706781
+TIMESTAMP = 1761685556
+SHA256 (scikit_learn-1.7.2.tar.gz) = 20e9e49ecd130598f1ca38a1d85090e1a600147b9c02fa6f15d69cb53d968fda
+SIZE (scikit_learn-1.7.2.tar.gz) = 7193136
diff --git a/science/py-scikit-learn/files/patch-pyproject.toml b/science/py-scikit-learn/files/patch-pyproject.toml
new file mode 100644
--- /dev/null
+++ b/science/py-scikit-learn/files/patch-pyproject.toml
@@ -0,0 +1,11 @@
+--- pyproject.toml.orig 2025-10-28 21:25:52 UTC
++++ pyproject.toml
+@@ -99,7 +99,7 @@ build-backend = "mesonpy"
+ requires = [
+ "meson-python>=0.16.0,<0.19.0",
+ "Cython>=3.0.10,<3.2.0",
+- "numpy>=2,<2.4.0",
++ "numpy",
+ "scipy>=1.8.0,<1.17.0",
+ ]
+

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