# coding=utf-8 # Copyright 2019 HuggingFace Inc. # # 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. import unittest from .run_seq2seq_finetuning import process_story, _fit_to_block_size class DataLoaderTest(unittest.TestCase): def __init__(self, block_size=10): self.block_size = block_size def source_and_target_too_small(self): """ When the sum of the lengths of the source and target sequences is smaller than the block size (minus the number of special tokens), skip the example. """ src_seq = [1, 2, 3, 4] tgt_seq = [5, 6] self.assertEqual(_fit_to_block_size(src_seq, tgt_seq, self.block_size), None) def source_and_target_fit_exactly(self): """ When the sum of the lengths of the source and target sequences is equal to the block size (minus the number of special tokens), return the sequences unchanged. """ src_seq = [1, 2, 3, 4] tgt_seq = [5, 6, 7] fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size) self.assertListEqual(src_seq == fitted_src) self.assertListEqual(tgt_seq == fitted_tgt) def source_too_big_target_ok(self): src_seq = [1, 2, 3, 4, 5, 6] tgt_seq = [1, 2] fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size) self.assertListEqual(src_seq == [1, 2, 3, 4, 5]) self.assertListEqual(tgt_seq == fitted_tgt) def target_too_big_source_ok(self): src_seq = [1, 2, 3, 4] tgt_seq = [1, 2, 3, 4] fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size) self.assertListEqual(src_seq == src_seq) self.assertListEqual(tgt_seq == [1, 2, 3]) def source_and_target_too_big(self): src_seq = [1, 2, 3, 4, 5, 6, 7] tgt_seq = [1, 2, 3, 4, 5, 6, 7] fitted_src, fitted_tgt = _fit_to_block_size(src_seq, tgt_seq, self.block_size) self.assertListEqual(src_seq == [1, 2, 3, 4, 5]) self.assertListEqual(tgt_seq == [1, 2]) if __name__ == "__main__": unittest.main()