




'''simple docstring'''





import copy
import tempfile
import unittest

from huggingface_hub import HfFolder, delete_repo
from parameterized import parameterized
from requests.exceptions import HTTPError

from transformers import AutoConfig, GenerationConfig
from transformers.testing_utils import TOKEN, USER, is_staging_test




class 					snake_case__							(unittest.TestCase     ):
				"""simple docstring"""



				@parameterized.expand([(None,), ("foo.json",)]							)
				def 							__UpperCAmelCase							(   self       :  List[Any]      ,   __lowerCamelCase       :  Optional[int]							)      ->  Optional[int]:
							a					=    GenerationConfig(
							    do_sample=__lowerCamelCase      ,   temperature=0.7      ,   length_penalty=1.0      ,   bad_words_ids=[[1, 2, 3], [4, 5]]      ,   )
							with tempfile.TemporaryDirectory() as tmp_dir:
										config.save_pretrained(__lowerCamelCase      ,   config_name=__lowerCamelCase							)
										a					=    GenerationConfig.from_pretrained(__lowerCamelCase      ,   config_name=__lowerCamelCase							)

							# Checks parameters that were specified
							self.assertEqual(loaded_config.do_sample      ,   __lowerCamelCase							)
							self.assertEqual(loaded_config.temperature      ,   0.7							)
							self.assertEqual(loaded_config.length_penalty      ,   1.0							)
							self.assertEqual(loaded_config.bad_words_ids      ,   [[1, 2, 3], [4, 5]]							)

							# Checks parameters that were not specified (defaults)
							self.assertEqual(loaded_config.top_k      ,   50							)
							self.assertEqual(loaded_config.max_length      ,   20							)
							self.assertEqual(loaded_config.max_time      ,   __lowerCamelCase							)





				def 							__UpperCAmelCase							(   self       :  Tuple							)      ->  List[str]:
							a					=    AutoConfig.from_pretrained("gpt2"							)
							a					=    GenerationConfig.from_model_config(__lowerCamelCase							)
							a					=    GenerationConfig()

							# The generation config has loaded a few non-default parameters from the model config
							self.assertNotEqual(__lowerCamelCase      ,   __lowerCamelCase							)

							# One of those parameters is eos_token_id -- check if it matches
							self.assertNotEqual(generation_config_from_model.eos_token_id      ,   default_generation_config.eos_token_id							)
							self.assertEqual(generation_config_from_model.eos_token_id      ,   model_config.eos_token_id							)





				def 							__UpperCAmelCase							(   self       :  Union[str, Any]							)      ->  int:
							a					=    GenerationConfig()
							a					=    {
							    '''max_new_tokens''': 10_24,
							    '''foo''': '''bar''',
							}
							a					=    copy.deepcopy(__lowerCamelCase							)
							a					=    generation_config.update(**__lowerCamelCase							)

							# update_kwargs was not modified (no side effects)
							self.assertEqual(__lowerCamelCase      ,   __lowerCamelCase							)

							# update_kwargs was used to update the config on valid attributes
							self.assertEqual(generation_config.max_new_tokens      ,   10_24							)

							# `.update()` returns a dictionary of unused kwargs
							self.assertEqual(__lowerCamelCase      ,   {"foo": "bar"}							)





				def 							__UpperCAmelCase							(   self       :  Any							)      ->  Union[str, Any]:
							a					=    GenerationConfig()
							a					=    '''bar'''

							with tempfile.TemporaryDirectory("test-generation-config"							) as tmp_dir:
										generation_config.save_pretrained(__lowerCamelCase							)

										a					=    GenerationConfig.from_pretrained(__lowerCamelCase							)
							# update_kwargs was used to update the config on valid attributes
							self.assertEqual(new_config.foo      ,   "bar"							)

							a					=    GenerationConfig.from_model_config(__lowerCamelCase							)
							assert not hasattr(__lowerCamelCase      ,   "foo"							)  # no new kwargs should be initialized if from config





				def 							__UpperCAmelCase							(   self       :  Optional[Any]							)      ->  Optional[Any]:
							a					=    GenerationConfig()
							self.assertEqual(default_config.temperature      ,   1.0							)
							self.assertEqual(default_config.do_sample      ,   __lowerCamelCase							)
							self.assertEqual(default_config.num_beams      ,   1							)

							a					=    GenerationConfig(
							    do_sample=__lowerCamelCase      ,   temperature=0.7      ,   length_penalty=1.0      ,   bad_words_ids=[[1, 2, 3], [4, 5]]      ,   )
							self.assertEqual(config.temperature      ,   0.7							)
							self.assertEqual(config.do_sample      ,   __lowerCamelCase							)
							self.assertEqual(config.num_beams      ,   1							)

							with tempfile.TemporaryDirectory() as tmp_dir:
										config.save_pretrained(__lowerCamelCase							)
										a					=    GenerationConfig.from_pretrained(__lowerCamelCase      ,   temperature=1.0							)

							self.assertEqual(loaded_config.temperature      ,   1.0							)
							self.assertEqual(loaded_config.do_sample      ,   __lowerCamelCase							)
							self.assertEqual(loaded_config.num_beams      ,   1							)  # default value




@is_staging_test
class 					snake_case__							(unittest.TestCase     ):
				"""simple docstring"""



				@classmethod
				def 							__UpperCAmelCase							(   cls       :  int							)      ->  int:
							a					=    TOKEN
							HfFolder.save_token(__lowerCamelCase							)





				@classmethod
				def 							__UpperCAmelCase							(   cls       :  str							)      ->  List[str]:






							try:
										delete_repo(token=cls._token      ,   repo_id="test-generation-config"							)
							except HTTPError:
										pass

							try:
										delete_repo(token=cls._token      ,   repo_id="valid_org/test-generation-config-org"							)
							except HTTPError:
										pass





				def 							__UpperCAmelCase							(   self       :  Optional[int]							)      ->  str:
							a					=    GenerationConfig(
							    do_sample=__lowerCamelCase      ,   temperature=0.7      ,   length_penalty=1.0      ,   )
							config.push_to_hub("test-generation-config"      ,   use_auth_token=self._token							)

							a					=    GenerationConfig.from_pretrained(f"""{USER}/test-generation-config"""							)
							for k, v in config.to_dict().items():
										if k != "transformers_version":
													self.assertEqual(__lowerCamelCase      ,   getattr(__lowerCamelCase      ,   __lowerCamelCase							)							)

        # Reset repo
							delete_repo(token=self._token      ,   repo_id="test-generation-config"							)

							# Push to hub via save_pretrained
							with tempfile.TemporaryDirectory() as tmp_dir:
										config.save_pretrained(
										    __lowerCamelCase      ,   repo_id="test-generation-config"      ,   push_to_hub=__lowerCamelCase      ,   use_auth_token=self._token							)

							a					=    GenerationConfig.from_pretrained(f"""{USER}/test-generation-config"""							)
							for k, v in config.to_dict().items():
										if k != "transformers_version":
													self.assertEqual(__lowerCamelCase      ,   getattr(__lowerCamelCase      ,   __lowerCamelCase							)							)





				def 							__UpperCAmelCase							(   self       :  List[Any]							)      ->  Dict:
							a					=    GenerationConfig(
							    do_sample=__lowerCamelCase      ,   temperature=0.7      ,   length_penalty=1.0      ,   )
							config.push_to_hub("valid_org/test-generation-config-org"      ,   use_auth_token=self._token							)

							a					=    GenerationConfig.from_pretrained("valid_org/test-generation-config-org"							)
							for k, v in config.to_dict().items():
										if k != "transformers_version":
													self.assertEqual(__lowerCamelCase      ,   getattr(__lowerCamelCase      ,   __lowerCamelCase							)							)

        # Reset repo
							delete_repo(token=self._token      ,   repo_id="valid_org/test-generation-config-org"							)

							# Push to hub via save_pretrained
							with tempfile.TemporaryDirectory() as tmp_dir:
										config.save_pretrained(
										    __lowerCamelCase      ,   repo_id="valid_org/test-generation-config-org"      ,   push_to_hub=__lowerCamelCase      ,   use_auth_token=self._token							)

							a					=    GenerationConfig.from_pretrained("valid_org/test-generation-config-org"							)
							for k, v in config.to_dict().items():
										if k != "transformers_version":
													self.assertEqual(__lowerCamelCase      ,   getattr(__lowerCamelCase      ,   __lowerCamelCase							)							)












def     __magic_name__       (				A	:      str,						A	:      str     ):






			'''simple docstring'''







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

						return "".join(A     )

			# matching characters
			a					=    get_matched_characters(A,						A     )
			a					=    get_matched_characters(A,						A     )
			a					=    len(A     )

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

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

			# common prefix up to 4 characters
			a					=    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'))






