# coding: utf-8
import unittest
import numpy as np
import transformers
from onnxruntime_extensions import util
from onnxruntime_extensions import PyOrtFunction, BertTokenizerDecoder

bert_cased_tokenizer = transformers.BertTokenizer.from_pretrained('bert-base-cased')
bert_uncased_tokenizer = transformers.BertTokenizer.from_pretrained('bert-base-uncased')


def _run_basic_case(input, vocab_path):
    t2stc = PyOrtFunction.from_customop(BertTokenizerDecoder, vocab_file=vocab_path)
    ids = np.array(bert_cased_tokenizer.encode(input), dtype=np.int64)
    position = np.array([[]], dtype=np.int64)

    result = t2stc(ids, position)
    np.testing.assert_array_equal(result[0],
                                  bert_cased_tokenizer.decode(bert_cased_tokenizer.encode(input)))


def _run_indices_case(input, indices, vocab_path):
    t2stc = PyOrtFunction.from_customop(BertTokenizerDecoder, vocab_file=vocab_path, use_indices=1)
    ids = np.array(bert_cased_tokenizer.encode(input), dtype=np.int64)
    position = np.array(indices, dtype=np.int64)

    expect_result = []
    for index in indices:
        if len(index) > 0:
            result = bert_cased_tokenizer.decode(bert_cased_tokenizer.encode(input)[index[0]:index[1]])
            result = result.split(' ')
            if result[0].startswith('##'):
                result.pop(0)
            expect_result.append(" ".join(result))

    result = t2stc(ids, position)
    np.testing.assert_array_equal(result, expect_result, True, False)


class TestBertTokenizerDecoder(unittest.TestCase):

    def test_text_to_case1(self):
        _run_basic_case(input="Input 'text' must not be empty.",
                        vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))
        _run_basic_case(input="网易云音乐", vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))
        _run_basic_case(input="网 易 云 音 乐",
                        vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))
        _run_basic_case(input="cat is playing toys",
                        vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))
        _run_basic_case(input="cat isnot playing toyssss",
                        vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))

        _run_indices_case(input="cat isnot playing toyssss", indices=[[]],
                          vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))

        _run_indices_case(input="cat isnot playing toyssss", indices=[[1, 2], [3, 5]],
                          vocab_path=util.get_test_data_file('data', 'bert_basic_cased_vocab.txt'))


if __name__ == "__main__":
    unittest.main()
