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examples/run_seq2seq_finetuning_test.py
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64
examples/run_seq2seq_finetuning_test.py
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# coding=utf-8
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# Copyright 2019 HuggingFace Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import unittest
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from .run_seq2seq_finetuning import process_story, _fit_to_block_size
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class DataLoaderTest(unittest.TestCase):
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def __init__(self, block_size=10):
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self.block_size = block_size
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def source_and_target_too_small(self):
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""" When the sum of the lengths of the source and target sequences is
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smaller than the block size (minus the number of special tokens), skip the example. """
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src_seq = [1, 2, 3, 4]
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tgt_seq = [5, 6]
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self.assertEqual(_fit_to_block_size(src_seq, tgt_seq, self.block_size), None)
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def source_and_target_fit_exactly(self):
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""" When the sum of the lengths of the source and target sequences is
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equal to the block size (minus the number of special tokens), return the
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sequences unchanged. """
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src_seq = [1, 2, 3, 4]
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tgt_seq = [5, 6, 7]
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fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size)
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self.assertListEqual(src_seq == fitted_src)
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self.assertListEqual(tgt_seq == fitted_tgt)
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def source_too_big_target_ok(self):
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src_seq = [1, 2, 3, 4, 5, 6]
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tgt_seq = [1, 2]
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fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size)
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self.assertListEqual(src_seq == [1, 2, 3, 4, 5])
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self.assertListEqual(tgt_seq == fitted_tgt)
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def target_too_big_source_ok(self):
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src_seq = [1, 2, 3, 4]
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tgt_seq = [1, 2, 3, 4]
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fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size)
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self.assertListEqual(src_seq == src_seq)
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self.assertListEqual(tgt_seq == [1, 2, 3])
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def source_and_target_too_big(self):
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src_seq = [1, 2, 3, 4, 5, 6, 7]
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tgt_seq = [1, 2, 3, 4, 5, 6, 7]
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fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size)
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self.assertListEqual(src_seq == [1, 2, 3, 4, 5])
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self.assertListEqual(tgt_seq == [1, 2])
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if __name__ == "__main__":
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unittest.main()
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