test/distributed/test_c10d_spawn_ucc.py

# Owner(s): ["oncall: distributed"]

import sys
import test_c10d_spawn
import torch
import torch.distributed as c10d
from test_c10d_spawn import _torch_dist_nn_available, TestDistributedNNFunctions
from torch.testing._internal.common_cuda import TEST_MULTIGPU
from torch.testing._internal.common_distributed import (
    requires_ucc,
    skip_if_lt_x_gpu,
)
from torch.testing._internal.common_utils import (
    TestCase,
    run_tests,
    sandcastle_skip,
    sandcastle_skip_if,
    TEST_WITH_DEV_DBG_ASAN,
)

NO_UCC = not hasattr(c10d, "ProcessGroupUCC")

# Fails on Python-3.9, see https://github.com/pytorch/pytorch/issues/51619
if sys.version_info < (3, 9):

    class ProcessGroupShareTensorTest(
        test_c10d_spawn.AbstractProcessGroupShareTensorTest, TestCase
    ):
        @classmethod
        def _init_pg_ucc(cls, rank, filename, world_size):
            store = c10d.FileStore(filename, world_size)
            c10d.init_process_group(backend="ucc", store=store, rank=rank, world_size=world_size)
            return c10d.distributed_c10d._get_default_group()

        @sandcastle_skip_if(not TEST_MULTIGPU, "At least 2 CUDA GPUS needed")
        @sandcastle_skip_if(NO_UCC, "UCC needed")
        def test_shared_broadcast_ucc(self):
            self._test_multiprocess(
                ProcessGroupShareTensorTest._test_broadcast_process,
                [torch.ones(2, 2).to(i) * i for i in range(self.world_size)],
                ProcessGroupShareTensorTest._init_pg_ucc,
                1,
            )

        @sandcastle_skip_if(not TEST_MULTIGPU, "At least 2 CUDA GPUS needed")
        @sandcastle_skip_if(NO_UCC, "UCC needed")
        def test_shared_allreduce_ucc(self):
            self._test_multiprocess(
                ProcessGroupShareTensorTest._test_allreduce_process,
                [torch.ones(2, 2).to(i) for i in range(self.world_size)],
                ProcessGroupShareTensorTest._init_pg_ucc,
                1,
            )

        @sandcastle_skip_if(not TEST_MULTIGPU, "At least 2 CUDA GPUS needed")
        @sandcastle_skip_if(NO_UCC, "UCC needed")
        def test_shared_allgather_ucc(self):
            self._test_multiprocess(
                ProcessGroupShareTensorTest._test_allgather_process,
                [torch.ones(2, 2).to(i) * i for i in range(self.world_size)],
                ProcessGroupShareTensorTest._init_pg_ucc,
                self.world_size,
            )


# Skip dev-asan as torch + multiprocessing spawn have known issues
if not TEST_WITH_DEV_DBG_ASAN:

    class TestDistributedNNFunctionsUcc(TestDistributedNNFunctions):
        # Test Common Ops First.
        @requires_ucc()
        @skip_if_lt_x_gpu(2)
        @sandcastle_skip_if(
            not _torch_dist_nn_available, "torch.distributed.nn is not available"
        )
        def test_broadcast(self):
            self._test_broadcast("ucc")

        @requires_ucc()
        @skip_if_lt_x_gpu(2)
        @sandcastle_skip_if(not _torch_dist_nn_available, "torch.distributed.nn is not available")
        def test_reduce(self):
            self._test_reduce("ucc")

        @requires_ucc()
        @skip_if_lt_x_gpu(2)
        @sandcastle_skip_if(not _torch_dist_nn_available, "torch.distributed.nn is not available")
        def test_allreduce(self):
            self._test_allreduce("ucc")

        @requires_ucc()
        @skip_if_lt_x_gpu(2)
        @sandcastle_skip_if(not _torch_dist_nn_available, "torch.distributed.nn is not available")
        @sandcastle_skip("runs into illegal memory access on first assertEqual check when run locally")
        def test_all_gather(self):
            self._test_all_gather("ucc")

        @requires_ucc()
        @skip_if_lt_x_gpu(2)
        @sandcastle_skip_if(not _torch_dist_nn_available, "torch.distributed.nn is not available")
        def test_all_to_all(self):
            self._test_all_to_all("ucc")

        @requires_ucc()
        @skip_if_lt_x_gpu(2)
        @sandcastle_skip_if(not _torch_dist_nn_available, "torch.distributed.nn is not available")
        def test_all_to_all_single(self):
            self._test_all_to_all_single("ucc")

if __name__ == "__main__":
    run_tests()