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Implement custom get/setstate for CheckpointPath
Reviewed By: JKSenthil Differential Revision: D56654810 fbshipit-source-id: e1bf8573d007e11b0eee444f54e82e62381dbe60
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# Copyright (c) Meta Platforms, Inc. and affiliates. | ||
# All rights reserved. | ||
# | ||
# This source code is licensed under the BSD-style license found in the | ||
# LICENSE file in the root directory of this source tree. | ||
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# pyre-strict | ||
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import os | ||
import shutil | ||
import tempfile | ||
import unittest | ||
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import torch.distributed as dist | ||
from torchtnt.utils import init_from_env | ||
from torchtnt.utils.checkpoint import get_checkpoint_dirpaths | ||
from torchtnt.utils.distributed import get_global_rank, spawn_multi_process | ||
from torchtnt.utils.test_utils import skip_if_not_distributed, skip_if_not_gpu | ||
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class TestCheckpointUtilsGPU(unittest.TestCase): | ||
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@skip_if_not_distributed | ||
@skip_if_not_gpu | ||
def test_get_checkpoint_dirpaths_distributed(self) -> None: | ||
spawn_multi_process( | ||
2, | ||
"nccl", | ||
self._test_get_checkpoint_dirpaths, | ||
) | ||
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@staticmethod | ||
def _test_get_checkpoint_dirpaths() -> None: | ||
""" | ||
Tests retrieving checkpoint directories from a given root directory | ||
using NCCL on GPUs with custom state for pickling. | ||
""" | ||
init_from_env() | ||
paths = [ | ||
"epoch_0_step_10", | ||
"epoch_1_step_10_val_loss=10.5", | ||
"epoch_2_step_10", | ||
"epoch_0_step_5", | ||
"epoch_0_step_6_acc=0.03", | ||
"epoch_0_step_3", | ||
] | ||
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if get_global_rank() == 0: | ||
temp_dir = tempfile.mkdtemp() | ||
for path in paths: | ||
os.mkdir(os.path.join(temp_dir, path)) | ||
else: | ||
temp_dir = None | ||
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tc = unittest.TestCase() | ||
# Only rank 0 will know about temp_dir | ||
if get_global_rank() != 0: | ||
tc.assertIsNone(temp_dir) | ||
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ckpt_dirpaths = get_checkpoint_dirpaths( | ||
temp_dir, process_group=dist.group.WORLD | ||
) | ||
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# Broadcast temp_dir to verify successful execution | ||
temp_dir = [temp_dir] if get_global_rank() == 0 else [None] | ||
dist.broadcast_object_list(temp_dir, src=0, group=dist.group.WORLD) | ||
temp_dir = temp_dir[0] | ||
tc.assertIsNotNone(temp_dir) | ||
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tc.assertEqual( | ||
{str(x) for x in ckpt_dirpaths}, | ||
{os.path.join(temp_dir, path) for path in paths}, | ||
) | ||
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if get_global_rank() == 0: | ||
shutil.rmtree(temp_dir) |
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