|
| 1 | +""" |
| 2 | +Test for distributed.py. |
| 3 | +""" |
| 4 | + |
| 5 | +import operator |
| 6 | + |
| 7 | +import torch |
| 8 | + |
| 9 | +from speechbrain.utils import distributed |
| 10 | + |
| 11 | + |
| 12 | +def mock_initialise_process_group(rank: int, world_size: int, tmpdir): |
| 13 | + """ |
| 14 | + Pretend to run on under "torchrun". |
| 15 | + """ |
| 16 | + import os |
| 17 | + |
| 18 | + os.environ["RANK"] = str(rank) |
| 19 | + os.environ["LOCAL_RANK"] = str(rank) |
| 20 | + sync_file = f"file://{tmpdir}/sync" |
| 21 | + torch.distributed.init_process_group( |
| 22 | + "gloo", rank=rank, world_size=world_size, init_method=sync_file |
| 23 | + ) |
| 24 | + |
| 25 | + |
| 26 | +# Test @main_process_only a single call with a return value. |
| 27 | + |
| 28 | + |
| 29 | +@distributed.main_process_only |
| 30 | +def return_rank_345(rank, world_size): |
| 31 | + # This should run on the main process only. |
| 32 | + assert rank == 0 |
| 33 | + return 345 + rank |
| 34 | + |
| 35 | + |
| 36 | +def return_ranks_345_in_mock_process(rank, world_size, tmpdir): |
| 37 | + mock_initialise_process_group(rank, world_size, tmpdir) |
| 38 | + result = return_rank_345(rank, world_size) |
| 39 | + assert result == 345 |
| 40 | + |
| 41 | + |
| 42 | +def test_main_process_only(tmpdir): |
| 43 | + world_size = 2 |
| 44 | + torch.multiprocessing.spawn( |
| 45 | + return_ranks_345_in_mock_process, |
| 46 | + (world_size, tmpdir), |
| 47 | + world_size, |
| 48 | + join=True, |
| 49 | + ) |
| 50 | + |
| 51 | + |
| 52 | +# Test @main_process_only a recursive call. |
| 53 | + |
| 54 | + |
| 55 | +@distributed.main_process_only |
| 56 | +def fibonacci(n): |
| 57 | + if n == 0 or n == 1: |
| 58 | + return 1 |
| 59 | + return fibonacci(n - 2) + fibonacci(n - 1) |
| 60 | + |
| 61 | + |
| 62 | +def check_fibonacci(rank, world_size, tmpdir): |
| 63 | + mock_initialise_process_group(rank, world_size, tmpdir) |
| 64 | + assert fibonacci(0) == 1 |
| 65 | + assert fibonacci(1) == 1 |
| 66 | + assert fibonacci(2) == 2 |
| 67 | + assert fibonacci(3) == 3 |
| 68 | + assert fibonacci(4) == 5 |
| 69 | + |
| 70 | + |
| 71 | +def test_main_process_only_nested(tmpdir): |
| 72 | + world_size = 2 |
| 73 | + torch.multiprocessing.spawn( |
| 74 | + check_fibonacci, (world_size, tmpdir), world_size, join=True |
| 75 | + ) |
| 76 | + |
| 77 | + |
| 78 | +# Test run_on_main. |
| 79 | + |
| 80 | + |
| 81 | +def check_add_in_mock_process(rank, world_size, tmpdir, i, j): |
| 82 | + mock_initialise_process_group(rank, world_size, tmpdir) |
| 83 | + assert distributed.run_on_main(operator.add, args=(i, j)) == i + j |
| 84 | + |
| 85 | + |
| 86 | +def test_run_on_main(tmpdir): |
| 87 | + world_size = 2 |
| 88 | + torch.multiprocessing.spawn( |
| 89 | + check_add_in_mock_process, |
| 90 | + (world_size, tmpdir, 23, 54), |
| 91 | + world_size, |
| 92 | + join=True, |
| 93 | + ) |
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