diff --git a/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2021b-CUDA-11.5.2.eb b/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2021b-CUDA-11.5.2.eb
index 7d0cc431687e..1d4fad9bb75f 100644
--- a/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2021b-CUDA-11.5.2.eb
+++ b/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2021b-CUDA-11.5.2.eb
@@ -44,6 +44,7 @@ patches = [
     'PyTorch-1.12.1_skip-ao-sparsity-test-without-fbgemm.patch',
     'PyTorch-1.12.1_skip-failing-grad-test.patch',
     'PyTorch-1.12.1_skip-test_round_robin.patch',
+    'PyTorch-1.12.1_use-predefined-data-in-test-optim.patch',
 ]
 checksums = [
     '031c71073db73da732b5d01710220564ce6dd88d812ba053f0cc94296401eccb',  # pytorch-v1.12.1.tar.gz
@@ -99,6 +100,8 @@ checksums = [
     '1c89e7e67287fe6b9a95480a4178d3653b94d0ab2fe68edf227606c8ae548fdc',  # PyTorch-1.12.1_skip-failing-grad-test.patch
     # PyTorch-1.12.1_skip-test_round_robin.patch
     '63d4849b78605aa088fdff695637d9473ea60dee603a3ff7f788690d70c55349',
+    # PyTorch-1.12.1_use-predefined-data-in-test-optim.patch
+    'a55f5465f5324cddae44416d67ef7506acb3513df7c4efb47db2f19eaa169054',
 ]
 
 osdependencies = [OS_PKG_IBVERBS_DEV]