






import unittest

from transformers import AutoConfig, AutoTokenizer, BertConfig, TensorType, is_flax_available
from transformers.testing_utils import DUMMY_UNKNOWN_IDENTIFIER, require_flax, slow


if is_flax_available():
	import jax

	from transformers.models.auto.modeling_flax_auto import FlaxAutoModel
	from transformers.models.bert.modeling_flax_bert import FlaxBertModel
	from transformers.models.roberta.modeling_flax_roberta import FlaxRobertaModel






@require_flax
class     UpperCamelCase(  unittest.TestCase   ):


					@slow
					def 							SCREAMING_SNAKE_CASE_  (						self	:		List[Any]						)			->	List[Any]:




											'''simple docstring'''

											for model_name in ["bert-base-cased", "bert-large-uncased"]:
																	with self.subTest(SCREAMING_SNAKE_CASE						):
																							__snake_case				=		AutoConfig.from_pretrained(SCREAMING_SNAKE_CASE						)
																							self.assertIsNotNone(SCREAMING_SNAKE_CASE						)
																							self.assertIsInstance(SCREAMING_SNAKE_CASE     ,    SCREAMING_SNAKE_CASE						)

																							__snake_case				=		FlaxAutoModel.from_pretrained(SCREAMING_SNAKE_CASE						)
																							self.assertIsNotNone(SCREAMING_SNAKE_CASE						)
																							self.assertIsInstance(SCREAMING_SNAKE_CASE     ,    SCREAMING_SNAKE_CASE						)


					@slow
					def 							SCREAMING_SNAKE_CASE_  (						self	:		List[Any]						)			->	Tuple:




											'''simple docstring'''

											for model_name in ["roberta-base", "roberta-large"]:
																	with self.subTest(SCREAMING_SNAKE_CASE						):
																							__snake_case				=		AutoConfig.from_pretrained(SCREAMING_SNAKE_CASE						)
																							self.assertIsNotNone(SCREAMING_SNAKE_CASE						)
																							self.assertIsInstance(SCREAMING_SNAKE_CASE     ,    SCREAMING_SNAKE_CASE						)

																							__snake_case				=		FlaxAutoModel.from_pretrained(SCREAMING_SNAKE_CASE						)
																							self.assertIsNotNone(SCREAMING_SNAKE_CASE						)
																							self.assertIsInstance(SCREAMING_SNAKE_CASE     ,    SCREAMING_SNAKE_CASE						)


					@slow
					def 							SCREAMING_SNAKE_CASE_  (						self	:		Optional[int]						)			->	int:




											'''simple docstring'''

											for model_name in ["bert-base-cased", "bert-large-uncased"]:
																	__snake_case				=		AutoTokenizer.from_pretrained(SCREAMING_SNAKE_CASE						)
																	__snake_case				=		FlaxBertModel.from_pretrained(SCREAMING_SNAKE_CASE						)
																	__snake_case				=		tokenizer("Do you support jax jitted function?"     ,    return_tensors=TensorType.JAX						)

																	@jax.jit
																	def eval(**SCREAMING_SNAKE_CASE	:		Dict						):
																							return model(**SCREAMING_SNAKE_CASE						)

																	eval(**SCREAMING_SNAKE_CASE						).block_until_ready()


					@slow
					def 							SCREAMING_SNAKE_CASE_  (						self	:		int						)			->	Union[str, Any]:




											'''simple docstring'''

											for model_name in ["roberta-base", "roberta-large"]:
																	__snake_case				=		AutoTokenizer.from_pretrained(SCREAMING_SNAKE_CASE						)
																	__snake_case				=		FlaxRobertaModel.from_pretrained(SCREAMING_SNAKE_CASE						)
																	__snake_case				=		tokenizer("Do you support jax jitted function?"     ,    return_tensors=TensorType.JAX						)

																	@jax.jit
																	def eval(**SCREAMING_SNAKE_CASE	:		List[Any]						):
																							return model(**SCREAMING_SNAKE_CASE						)

																	eval(**SCREAMING_SNAKE_CASE						).block_until_ready()


					def 							SCREAMING_SNAKE_CASE_  (						self	:		List[str]						)			->	str:




											'''simple docstring'''

											with self.assertRaisesRegex(
											    SCREAMING_SNAKE_CASE     ,    "bert-base is not a local folder and is not a valid model identifier"						):
																	__snake_case				=		FlaxAutoModel.from_pretrained("bert-base"						)


					def 							SCREAMING_SNAKE_CASE_  (						self	:		Any						)			->	Any:




											'''simple docstring'''

											with self.assertRaisesRegex(
											    SCREAMING_SNAKE_CASE     ,    R"aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"						):
																	__snake_case				=		FlaxAutoModel.from_pretrained(SCREAMING_SNAKE_CASE     ,    revision="aaaaaa"						)


					def 							SCREAMING_SNAKE_CASE_  (						self	:		Optional[Any]						)			->	Optional[Any]:




											'''simple docstring'''

											with self.assertRaisesRegex(
											    SCREAMING_SNAKE_CASE     ,    "hf-internal-testing/config-no-model does not appear to have a file named flax_model.msgpack"     ,    ):
																	__snake_case				=		FlaxAutoModel.from_pretrained("hf-internal-testing/config-no-model"						)






					def 							SCREAMING_SNAKE_CASE_  (						self	:		Optional[Any]						)			->	str:




											'''simple docstring'''

											with self.assertRaisesRegex(SCREAMING_SNAKE_CASE     ,    "Use `from_pt=True` to load this model"						):
																	__snake_case				=		FlaxAutoModel.from_pretrained("hf-internal-testing/tiny-bert-pt-only"						)









def 	_lowerCAmelCase       (    _lowerCAmelCase )						->	int:


						'''simple docstring'''






						__snake_case				=		abs(_lowerCAmelCase )
						__snake_case				=		0
						while n > 0:
												res += n % 10
												n //= 10
						return res





def 	_lowerCAmelCase       (    _lowerCAmelCase )						->	int:


						'''simple docstring'''






						__snake_case				=		abs(_lowerCAmelCase )
						return n if n < 10 else n % 10 + sum_of_digits(n // 10 )





def 	_lowerCAmelCase       (    _lowerCAmelCase )						->	int:


						'''simple docstring'''






						return sum(int(_lowerCAmelCase ) for c in str(abs(_lowerCAmelCase ) ) )





def 	_lowerCAmelCase       (    )						->	None:


						'''simple docstring'''






						from collections.abc import Callable
						from timeit import timeit

						def benchmark_a_function(_lowerCAmelCase      ,	_lowerCAmelCase ) -> None:
												__snake_case				=		F'''{func.__name__}({value})'''
												__snake_case				=		timeit(F'''__main__.{call}'''      ,	setup="import __main__" )
												print(F'''{call:56} = {func(_lowerCAmelCase )} -- {timing:.4f} seconds''' )

						for value in (26_2144, 1125_8999_0684_2624, 126_7650_6002_2822_9401_4967_0320_5376):
												for func in (sum_of_digits, sum_of_digits_recursion, sum_of_digits_compact):
																		benchmark_a_function(_lowerCAmelCase      ,	_lowerCAmelCase )
												print()


if __name__ == "__main__":
	import doctest

	doctest.testmod()
	benchmark()





