diff --git a/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2022a.eb b/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2022a.eb
index c31da6305720..415463c968a0 100644
--- a/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2022a.eb
+++ b/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.1-foss-2022a.eb
@@ -41,6 +41,7 @@ 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_create_destroy.patch',
+    'PyTorch-1.12.1_use-predefined-data-in-test-optim.patch',
 ]
 checksums = [
     '031c71073db73da732b5d01710220564ce6dd88d812ba053f0cc94296401eccb',  # pytorch-v1.12.1.tar.gz
@@ -92,6 +93,8 @@ checksums = [
     '1c89e7e67287fe6b9a95480a4178d3653b94d0ab2fe68edf227606c8ae548fdc',  # PyTorch-1.12.1_skip-failing-grad-test.patch
     # PyTorch-1.12.1_skip-test_round_robin_create_destroy.patch
     '1435fcac3234edc865479199673b902eb67f6a2bd046af7d731141f03594666d',
+    # PyTorch-1.12.1_use-predefined-data-in-test-optim.patch
+    'a55f5465f5324cddae44416d67ef7506acb3513df7c4efb47db2f19eaa169054',
 ]
 
 osdependencies = [OS_PKG_IBVERBS_DEV]