




"""simple docstring"""

import unittest

from transformers import is_torch_available
from transformers.testing_utils import require_sentencepiece, require_tokenizers, require_torch, slow, torch_device


if is_torch_available():
		from transformers import AutoModelForSeqaSeqLM, AutoTokenizer

@require_torch
@require_sentencepiece
@require_tokenizers
class        lowercase      (    unittest.TestCase):







				@slow
				def 					a_  (							self   :					List[Any]       ):



					"""simple docstring"""

					A_  :				List[str]	   =		AutoModelForSeqaSeqLM.from_pretrained('''google/mt5-small'''      ,     return_dict=_lowerCamelCase       ).to(_lowerCamelCase       )
					A_  :				int	   =		AutoTokenizer.from_pretrained('''google/mt5-small'''       )

					A_  :				List[Any]	   =		tokenizer('''Hello there'''      ,     return_tensors='''pt'''       ).input_ids
					A_  :				Any	   =		tokenizer('''Hi I am'''      ,     return_tensors='''pt'''       ).input_ids

					A_  :				Tuple	   =		model(input_ids.to(_lowerCamelCase       )      ,     labels=labels.to(_lowerCamelCase       )       ).loss
					A_  :				Optional[Any]	   =		-(labels.shape[-1] * loss.item())

					A_  :				List[Any]	   =		-84.9127
					self.assertTrue(abs(mtf_score - EXPECTED_SCORE       ) < 1E-4       )











"""simple docstring"""

# Function to print upper half of diamond (pyramid)

def 		lowercase_      (		_UpperCAmelCase	):




	"""simple docstring"""






	for i in range(0  ,      _UpperCAmelCase	):
		for _ in range(0  ,      n - i - 1	):  # printing spaces
			print(''' '''  ,      end=''''''	)
		for _ in range(0  ,      i + 1	):  # printing stars
			print('''* '''  ,      end=''''''	)
		print()

def 		lowercase_      (		_UpperCAmelCase	):




	"""simple docstring"""






	for i in range(_UpperCAmelCase  ,      0  ,      -1	):
		for _ in range(_UpperCAmelCase  ,      0  ,      -1	):  # printing stars
			print('''* '''  ,      end=''''''	)
		print()
		for _ in range(n - i + 1  ,      0  ,      -1	):  # printing spaces
			print(''' '''  ,      end=''''''	)

def 		lowercase_      (		_UpperCAmelCase	):




	"""simple docstring"""






	if n <= 0:
		print('''       ...       ....        nothing printing :('''	)
		return
	floyd(_UpperCAmelCase	)  # upper half
	reverse_floyd(_UpperCAmelCase	)  # lower half


if __name__ == "__main__":
		print(r'| /\ | |- |  |-  |--| |\  /| |-')
		print(r'|/  \| |- |_ |_  |__| | \/ | |_')
		_lowerCamelCase  :			Tuple        =       1
		while K:
				_lowerCamelCase  :			Optional[int]        =       int(input('enter the number and , and see the magic : '))
				print()
				pretty_print(user_number)
				_lowerCamelCase  :			Optional[Any]        =       int(input('press 0 to exit... and 1 to continue...'))

		print('Good Bye...')





