



def        __lowerCAmelCase		(	__lowerCamelCase						:     str					, __lowerCamelCase						:     str						)	->    float:

					def get_matched_characters(__lowerCamelCase						:     str					, __lowerCamelCase						:     str						) -> str:
										__lowerCAmelCase						 =[]
										__lowerCAmelCase						 =min(len(_stra						)					, len(_stra						)						) // 2
										for i, l in enumerate(_stra						):
															__lowerCAmelCase						 =int(max(0					, i - limit						)						)
															__lowerCAmelCase						 =int(min(i + limit + 1					, len(_stra						)						)						)
															if l in _stra[left:right]:
																				matched.append(__lowerCamelCase						)
																				__lowerCAmelCase						 =f"""{_stra[0:_stra.index(__lowerCamelCase						)]} {_stra[_stra.index(__lowerCamelCase						) + 1:]}"""

										return "".join(__lowerCamelCase						)

					# matching characters
					__lowerCAmelCase						 =get_matched_characters(__lowerCamelCase					, __lowerCamelCase						)
					__lowerCAmelCase						 =get_matched_characters(__lowerCamelCase					, __lowerCamelCase						)
					__lowerCAmelCase						 =len(__lowerCamelCase						)

					# transposition
					__lowerCAmelCase						 =(
					    len([(ca, ca) for ca, ca in zip(__lowerCamelCase					, __lowerCamelCase						) if ca != ca]						) // 2
					)

					if not match_count:
										__lowerCAmelCase						 =0.0
					else:
										__lowerCAmelCase						 =(
										    1
										    / 3
										    * (
										        match_count / len(__lowerCamelCase						)
										        + match_count / len(__lowerCamelCase						)
										        + (match_count - transpositions) / match_count
										    )
										)

					# common prefix up to 4 characters
					__lowerCAmelCase						 =0
					for ca, ca in zip(stra[:4]					, stra[:4]						):
										if ca == ca:
															prefix_len += 1
										else:
															break

					return jaro + 0.1 * prefix_len * (1 - jaro)


if __name__ == "__main__":
				import doctest

				doctest.testmod()
				print(jaro_winkler('''hello''', '''world'''))









import pytest


lowercase_													=      '''__dummy_dataset1__'''

lowercase_													=      '''
import json
import os

import datasets


REPO_URL = "https://huggingface.co/datasets/albertvillanova/tests-raw-jsonl/resolve/main/"
URLS = {"train": REPO_URL + "wikiann-bn-train.jsonl", "validation": REPO_URL + "wikiann-bn-validation.jsonl"}


class __DummyDataset1__(datasets.GeneratorBasedBuilder):

    def _info(self):
        features = datasets.Features(
            {
                "tokens": datasets.Sequence(datasets.Value("string")),
                "ner_tags": datasets.Sequence(
                    datasets.features.ClassLabel(
                        names=[
                            "O",
                            "B-PER",
                            "I-PER",
                            "B-ORG",
                            "I-ORG",
                            "B-LOC",
                            "I-LOC",
                        ]
                    )
                ),
                "langs": datasets.Sequence(datasets.Value("string")),
                "spans": datasets.Sequence(datasets.Value("string")),
            }
        )
        return datasets.DatasetInfo(features=features)

    def _split_generators(self, dl_manager):
        dl_path = dl_manager.download(URLS)
        return [
            datasets.SplitGenerator(datasets.Split.TRAIN, gen_kwargs={"filepath": dl_path["train"]}),
            datasets.SplitGenerator(datasets.Split.VALIDATION, gen_kwargs={"filepath": dl_path["validation"]}),
        ]

    def _generate_examples(self, filepath):
        with open(filepath, "r", encoding="utf-8") as f:
            for i, line in enumerate(f):
                yield i, json.loads(line)
'''






@pytest.fixture
def        __lowerCAmelCase		(	)	->    Any:
					return DATASET_LOADING_SCRIPT_NAME






@pytest.fixture
def        __lowerCAmelCase		(	)	->    Union[str, Any]:
					return DATASET_LOADING_SCRIPT_CODE






@pytest.fixture
def        __lowerCAmelCase		(	__lowerCamelCase						:     Optional[Any]					, __lowerCamelCase						:     Tuple					, __lowerCamelCase						:     str						)	->    List[str]:
					__lowerCAmelCase						 =dataset_loading_script_name
					__lowerCAmelCase						 =tmp_path / """datasets""" / script_name
					script_dir.mkdir(parents=__lowerCamelCase						)
					__lowerCAmelCase						 =script_dir / f"""{script_name}.py"""
					with open(__lowerCamelCase					, """w"""						) as f:
										f.write(__lowerCamelCase						)
					return str(__lowerCamelCase						)




