diff --git a/misc/py-torch-geometric/Makefile b/misc/py-torch-geometric/Makefile
index d6c15c9a0283..f62b863dadee 100644
--- a/misc/py-torch-geometric/Makefile
+++ b/misc/py-torch-geometric/Makefile
@@ -1,32 +1,32 @@
 PORTNAME=	torch-geometric
-DISTVERSION=	2.4.0
+DISTVERSION=	2.5.1
 CATEGORIES=	misc python # machine-learning
 MASTER_SITES=	PYPI
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
 DISTNAME=	${PORTNAME:S/-/_/}-${PORTVERSION}
 
 MAINTAINER=	yuri@FreeBSD.org
 COMMENT=	Graph neural network library for PyTorch
 WWW=		https://pyg.org/
 
 LICENSE=	MIT
 
 PY_DEPENDS=	${PYTHON_PKGNAMEPREFIX}Jinja2>0:devel/py-Jinja2@${PY_FLAVOR} \
 		${PYNUMPY}  \
 		${PYTHON_PKGNAMEPREFIX}psutil>=5.8.0:sysutils/py-psutil@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pyparsing>0:devel/py-pyparsing@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}requests>0:www/py-requests@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}scikit-learn>0:science/py-scikit-learn@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}scipy>0:science/py-scipy@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}tqdm>0:misc/py-tqdm@${PY_FLAVOR}
 BUILD_DEPENDS=	${PY_DEPENDS} \
 		${PYTHON_PKGNAMEPREFIX}flit-core>0:devel/py-flit-core@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}wheel>0:devel/py-wheel@${PY_FLAVOR}
 RUN_DEPENDS=	${PY_DEPENDS}
 
 USES=		python
 USE_PYTHON=	pep517 autoplist pytest
 
 NO_ARCH=	yes
 
 .include <bsd.port.mk>
diff --git a/misc/py-torch-geometric/distinfo b/misc/py-torch-geometric/distinfo
index e485a2477853..d79d75fdd16a 100644
--- a/misc/py-torch-geometric/distinfo
+++ b/misc/py-torch-geometric/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1705736336
-SHA256 (torch_geometric-2.4.0.tar.gz) = 343c6906d0678f16553c2d02b7267d0ec77eafb5b44324070ebcf7da8a934557
-SIZE (torch_geometric-2.4.0.tar.gz) = 689471
+TIMESTAMP = 1710793811
+SHA256 (torch_geometric-2.5.1.tar.gz) = ed01119f9af58f7d02d53b8380f9538b04e43912c351395d1241076b45698832
+SIZE (torch_geometric-2.5.1.tar.gz) = 740838