diff --git a/patches/pip/pyg-lib.patch b/patches/pip/pyg-lib.patch
index 6a50f69225c..2876d30a941 100644
--- a/patches/pip/pyg-lib.patch
+++ b/patches/pip/pyg-lib.patch
@@ -1,22 +1,22 @@
 diff --git a/setup.py b/setup.py
-index ab9d61d..bf3d56a 100644
+index 52399d2..542ca41 100644
 --- a/setup.py
 +++ b/setup.py
-@@ -65,6 +65,10 @@ class CMakeBuild(build_ext):
-             f'-DCMAKE_PREFIX_PATH={torch.utils.cmake_prefix_path}',
-         ]
+@@ -97,6 +97,10 @@ class CMakeBuild(build_ext):
+             assert os.environ['TORCH_CUDA_ARCH_LIST'] is not None
+             print(f'TORCH_CUDA_ARCH_LIST={os.environ["TORCH_CUDA_ARCH_LIST"]}')
  
 +        if CMakeBuild.check_env_flag('USE_CUDNN', "0"):
 +            cmake_args.append('-DCAFFE2_USE_CUDNN=ON')
 +        if CMakeBuild.check_env_flag('USE_CUFILE', "0"):
 +            cmake_args.append('-DCAFFE2_USE_CUFILE=ON')
          if CMakeBuild.check_env_flag('USE_MKL_BLAS'):
-             include_dir = f"{sysconfig.get_path('data')}{os.sep}include"
+             include_dir = f'{sysconfig.get_path("data")}{os.sep}include'
              cmake_args.append(f'-DBLAS_INCLUDE_DIR={include_dir}')
-@@ -138,6 +142,9 @@ setup(
-         'test': test_requires,
-         'dev': dev_requires,
-     },
+@@ -158,6 +162,9 @@ setup(
+     name='pyg_lib',
+     version=__version__,
+     install_requires=install_requires,
 +    package_data={
 +        'pyg_lib': ['csrc/**/*.h', 'csrc/**/*.hpp']
 +    },
diff --git a/pip/requirements.txt b/pip/requirements.txt
index cb76947114a..1069619a851 100644
--- a/pip/requirements.txt
+++ b/pip/requirements.txt
@@ -305,8 +305,8 @@ pycurl==7.45.7
 pydantic-core==2.41.5
 pydot==4.0.1
 pyflakes==3.4.0
-pyg-lib==0.6.0
-pyg-lib-cuda==0.6.0
+pyg-lib==0.7.0
+pyg-lib-cuda==0.7.0
 Pygments==2.20.0
 PyJWT==2.13.0
 pylint==4.0.4
@@ -411,9 +411,9 @@ toolz==1.1.0
 #e.g. for torch==2.10.0, torch-cuda and toch-rocm should also be 2.10.0
 #Do the same for other torch-* packages e.g version of torch-scatter should be used for
 #torch-scatter-cuda and torch-scatter-rocm too.
-torch==2.11.0
-torch-cuda==2.11.0
-torch-rocm==2.11.0
+torch==2.12.1
+torch-cuda==2.12.1
+torch-rocm==2.12.1
 torch-cluster==1.6.3
 torch-cluster-cuda==1.6.3
 torch-cluster-rocm==1.6.3
diff --git a/pip/torch.file b/pip/torch.file
index 10d5217817c..1879579460e 100644
--- a/pip/torch.file
+++ b/pip/torch.file
@@ -2,7 +2,6 @@
 ## INCLUDE cpp-standard
 
 %define source0 git+https://github.com/pytorch/pytorch.git?obj=main/v%{realversion}&export=%{n}-%{realversion}&submodules=1&output=/%{n}-%{realversion}.tgz
-Source96: https://github.com/pytorch/pytorch/commit/39565a7dcf8f93ea22cedeaa20088b24ff6d2634.patch
 Source97: pip/files/torch-build-env
 Source98: FindEigen3.cmake
 Source99: scram-tools.file/tools/eigen/env
@@ -15,7 +14,6 @@ Requires: OpenBLAS zlib protobuf fmt py3-pybind11 py3-typing-extensions
 Requires: py3-filelock py3-fsspec py3-Jinja2 py3-networkx py3-sympy
 
 %define patchsrc0 cp %{_sourcedir}/FindEigen3.cmake cmake/Modules/
-%define patchsrc1 patch -p1 <%{_sourcedir}/39565a7dcf8f93ea22cedeaa20088b24ff6d2634.patch
 
 %define PipPreBuild %{expand: %(cat %{_sourcedir}/torch-build-env)}
 %define PipPostInstall \