diff --git a/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.0-foss-2022a-CUDA-11.7.0.eb b/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.0-foss-2022a-CUDA-11.7.0.eb
new file mode 100644
index 000000000000..cf6a5d924458
--- /dev/null
+++ b/easybuild/easyconfigs/p/PyTorch/PyTorch-1.12.0-foss-2022a-CUDA-11.7.0.eb
@@ -0,0 +1,127 @@
+name = 'PyTorch'
+version = '1.12.0'
+versionsuffix = '-CUDA-%(cudaver)s'
+
+homepage = 'https://pytorch.org/'
+description = """Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+PyTorch is a deep learning framework that puts Python first."""
+
+toolchain = {'name': 'foss', 'version': '2022a'}
+
+sources = [{
+    'filename': '%(name)s-%(version)s.tar.gz',
+    'git_config': {
+        'url': 'https://github.com/pytorch',
+        'repo_name': 'pytorch',
+        'tag': 'v%(version)s',
+        'recursive': True,
+    },
+}]
+patches = [
+    '%(name)s-1.7.0_avoid-nan-in-test-torch.patch',
+    '%(name)s-1.7.0_disable-dev-shm-test.patch',
+    '%(name)s-1.8.1_dont-use-gpu-ccc-in-test.patch',
+    '%(name)s-1.9.0_limit-world-size-for-zero-redundancy-opt-test.patch',
+    '%(name)s-1.10.0_fix-test-dataloader-fixed-affinity.patch',
+    '%(name)s-1.10.0_skip_cmake_rpath.patch',
+    '%(name)s-1.11.0_increase-distributed-test-timeout.patch',
+    '%(name)s-1.11.0_increase_c10d_gloo_timeout.patch',
+    '%(name)s-1.11.0_disable_failing_jit_cuda_fuser_tests.patch',
+]
+checksums = [
+    None,  # PyTorch-1.12.0.tar.gz
+    'b899aa94d9e60f11ee75a706563312ccefa9cf432756c470caa8e623991c8f18',  # PyTorch-1.7.0_avoid-nan-in-test-torch.patch
+    '622cb1eaeadc06e13128a862d9946bcc1f1edd3d02b259c56a9aecc4d5406b8a',  # PyTorch-1.7.0_disable-dev-shm-test.patch
+    '89ac7a8e9e7df2e64cf8404fe3a279f5e9b759fee41c9de3aaff9c22f385c2c6',  # PyTorch-1.8.1_dont-use-gpu-ccc-in-test.patch
+    # PyTorch-1.9.0_limit-world-size-for-zero-redundancy-opt-test.patch
+    'ff573660913ce055e24cfd194ce747ba5685091c631cfd443eae2a99d56b57ea',
+    # PyTorch-1.10.0_fix-test-dataloader-fixed-affinity.patch
+    '313dca681f45ce3bc7c4557fdcdcbe0b77216d2c708fa30a2ec0e22c44876707',
+    'ac05943bb205623f91ef140aa00869efc5fe844184bd666bebf5405808610448',  # PyTorch-1.10.0_skip_cmake_rpath.patch
+    # PyTorch-1.11.0_increase-distributed-test-timeout.patch
+    '087ad20163a1291773ae3457569b80523080eb3731e210946459b2333a919f3f',
+    # PyTorch-1.11.0_increase_c10d_gloo_timeout.patch
+    '20cd4a8663f74ab326fdb032b926bf5c7e94d9750c515ab9050927ba00cf1953',
+    # PyTorch-1.11.0_disable_failing_jit_cuda_fuser_tests.patch
+    'e7bfe120a8b3fe2b40dac6839852a5fbab3cb3429fbe44a0fc3a1800adaaee51',
+]
+
+builddependencies = [
+    ('CMake', '3.23.1'),
+    ('hypothesis', '6.46.7'),
+]
+dependencies = [
+    ('CUDA', '11.7.0', '', True),
+    ('Ninja', '1.10.2'),  # Required for JIT compilation of C++ extensions
+    ('Python', '3.10.4'),
+    ('protobuf', '3.19.4'),
+    ('protobuf-python', '3.19.4'),
+    ('pybind11', '2.9.2'),
+    ('SciPy-bundle', '2022.05'),
+    ('PyYAML', '6.0'),
+    ('MPFR', '4.1.0'),
+    ('GMP', '6.2.1'),
+    ('numactl', '2.0.14'),
+    ('FFmpeg', '4.4.2'),
+    ('Pillow', '9.1.1'),
+    ('cuDNN', '8.4.1.50', '-CUDA-%(cudaver)s', True),
+    ('magma', '2.6.2', '-CUDA-%(cudaver)s'),
+    ('NCCL', '2.12.12', '-CUDA-%(cudaver)s'),
+    ('expecttest', '0.1.3'),
+]
+
+osdependencies = [('libibverbs-dev', 'libibverbs-devel', 'rdma-core-devel')]
+
+# default CUDA compute capabilities to use (override via --cuda-compute-capabilities)
+cuda_compute_capabilities = [
+    '3.5',
+    '3.7',
+    '5.2',
+    '6.0',
+    '6.1',
+    '7.0',
+    '7.2',
+    '7.5',
+    '8.0',
+    '8.6',
+]
+
+custom_opts = ['USE_CUPTI_SO=1']
+
+excluded_tests = {
+    '': [
+        # Bad tests: https://github.com/pytorch/pytorch/issues/60260
+        'distributed/elastic/utils/distributed_test',
+        'distributed/elastic/multiprocessing/api_test',
+        # These tests fail on A10s at the very least, they time out forever no matter how long the timeout is.
+        # Possibly related to NCCL 2.8.3: https://docs.nvidia.com/deeplearning/nccl/release-notes/rel_2-8-3.html
+        # 'distributed/test_distributed_fork',
+        'distributed/test_distributed_spawn',
+        # Fails on A10s: https://github.com/pytorch/pytorch/issues/63079
+        'test_optim',
+        # Test from this suite timeout often. The process group backend is deprecated anyway
+        # 'distributed/rpc/test_process_group_agent',
+        # This test fails constently when run as part of the test suite, but succeeds when run interactively
+        'test_model_dump',
+        # These tests appear flaky, possibly related to number of GPUs that are used
+        'distributed/fsdp/test_fsdp_memory',
+        'distributed/fsdp/test_fsdp_overlap',
+    ]
+}
+
+runtest = "cd test && PYTHONUNBUFFERED=1 %(python)s run_test.py --continue-through-error  --verbose %(excluded_tests)s"
+
+# several tests are known to be flaky, and fail in some contexts (like having multiple GPUs available),
+# so we allow up to 400 (out of ~90k) tests to fail before treating the installation to be faulty
+max_failed_tests = 400
+
+# The readelf sanity check command can be taken out once the TestRPATH test from 
+# https://github.com/pytorch/pytorch/pull/68912 is accepted, since it is then checked as part of the PyTorch test suite
+local_libcaffe2 = "$EBROOTPYTORCH/lib/python%%(pyshortver)s/site-packages/torch/lib/libcaffe2_nvrtc.%s" % SHLIB_EXT
+sanity_check_commands = [
+    "readelf -d %s | egrep 'RPATH|RUNPATH' | grep -v stubs" % local_libcaffe2,
+]
+
+tests = ['%(name)s-check-cpp-extension.py']
+
+moduleclass = 'ai'