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53 changes: 53 additions & 0 deletions grain/_src/python/dataset/transformations/prefetch_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -882,5 +882,58 @@ def set_state(self, state):
self.assertEqual(list(it), elements[checkpoint_step:])


class ThreadPrefetchTest(parameterized.TestCase):

def setUp(self):
super().setUp()
self.ds = (
dataset.MapDataset.range(20)
.to_iter_dataset()
.filter(FilterKeepingOddElementsOnly())
)

@parameterized.named_parameters(
dict(
testcase_name='no_prefetch',
prefetch_buffer_size=0,
warm_start=False,
),
dict(
testcase_name='no_prefetch_with_warm_start',
prefetch_buffer_size=0,
warm_start=True,
),
dict(
testcase_name='thread',
prefetch_buffer_size=1,
warm_start=True,
),
dict(
testcase_name='thread_large_buffer',
prefetch_buffer_size=20,
warm_start=False,
),
dict(
testcase_name='thread_huge_buffer',
prefetch_buffer_size=200,
warm_start=True,
),
)
def test_prefetch_data(self, prefetch_buffer_size: int, warm_start: bool):
ds = self.ds.thread_prefetch(prefetch_buffer_size=prefetch_buffer_size)
it = ds.__iter__()
if warm_start:
it.start_prefetch()
actual = list(it)
expected = list(range(1, 20, 2))
self.assertSequenceEqual(actual, expected)

def test_fails_with_negative_prefetch_buffer_size(self):
with self.assertRaisesRegex(
ValueError, '`prefetch_buffer_size` must be greater than or equal to 0'
):
self.ds.thread_prefetch(prefetch_buffer_size=-1)


if __name__ == '__main__':
absltest.main()
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