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checkpoint/orbax/checkpoint/_src/testing/tree_verity/checkpoint_manager_test.py
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# Copyright 2024 The Orbax Authors. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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"""Tests covering the tree verity functionality of the checkpoint manager.""" | ||
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from absl.testing import parameterized | ||
from etils import epath | ||
import jax | ||
from orbax.checkpoint import args | ||
from orbax.checkpoint import checkpoint_manager | ||
from orbax.checkpoint import test_utils | ||
from orbax.checkpoint._src.handlers import pytree_checkpoint_handler | ||
from orbax.checkpoint._src.multihost import multihost | ||
from orbax.checkpoint._src.path import step as step_lib | ||
from orbax.checkpoint._src.testing import multiprocess_test | ||
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ArrayRestoreArgs = pytree_checkpoint_handler.ArrayRestoreArgs | ||
CheckpointManager = checkpoint_manager.CheckpointManager | ||
CheckpointManagerOptions = checkpoint_manager.CheckpointManagerOptions | ||
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@test_utils.barrier_compatible_test | ||
class CheckpointManagerTreeVerityTest( | ||
parameterized.TestCase, multiprocess_test.MultiProcessTest | ||
): | ||
"""Checkpoint manager tests that run using the GFile tensorstore driver.""" | ||
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def setUp(self): | ||
super().setUp() | ||
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if not multihost.is_runtime_to_distributed_ids_initialized(): | ||
multihost.initialize_runtime_to_distributed_ids() | ||
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self.assertEqual(jax.device_count(), 8) | ||
self.assertEqual(jax.process_count(), 4) | ||
self.assertEqual(jax.local_device_count(), 2) | ||
pytree, _, _ = test_utils.setup_sharded_pytree() | ||
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self.pytree = pytree | ||
self.save_params = args.Composite(params=args.PyTreeSave(self.pytree)) | ||
self.directory = epath.Path( | ||
self.create_tempdir(name='checkpoint_manager_test').full_path | ||
) | ||
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test_utils.sync_global_processes( | ||
'CheckpointManagerTreeVerityTest:setup_complete' | ||
) | ||
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def tearDown(self): | ||
test_utils.sync_global_processes( | ||
'CheckpointManagerTreeVerityTest:tests_complete' | ||
) | ||
super().tearDown() | ||
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def assert_tree_verity_present(self, directory: epath.Path): | ||
steps = step_lib.checkpoint_steps_paths(directory) | ||
messages = [] | ||
for step_path in steps: | ||
if not step_path.joinpath('TREE_VERITY').exists(): | ||
messages.append('TREE_VERITY directory not found at %s' % step_path) | ||
if messages: | ||
self.fail('\n'.join(messages)) | ||
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@parameterized.named_parameters( | ||
dict( | ||
testcase_name='with_hash_on_restore', | ||
hash_on_restore=True, | ||
enable_async_checkpointing=False, | ||
), | ||
dict( | ||
testcase_name='with_hash_on_restore_and_async', | ||
hash_on_restore=True, | ||
enable_async_checkpointing=True, | ||
), | ||
dict( | ||
testcase_name='without_hash_on_restore', | ||
hash_on_restore=False, | ||
enable_async_checkpointing=False, | ||
), | ||
) | ||
def test_verity_present_when_signing_enabled( | ||
self, hash_on_restore: bool, enable_async_checkpointing: bool | ||
): | ||
with CheckpointManager( | ||
self.directory, | ||
options=CheckpointManagerOptions( | ||
enable_async_checkpointing=enable_async_checkpointing, | ||
signing_options=checkpoint_manager.SigningOptions( | ||
sign_on_save=True, hash_on_restore=hash_on_restore | ||
), | ||
), | ||
) as manager: | ||
self.assertTrue(manager.save(0, args=self.save_params, force=False)) | ||
manager.wait_until_finished() | ||
self.assert_tree_verity_present(manager.directory) | ||
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if __name__ == '__main__': | ||
multiprocess_test.main() |