




"""simple docstring"""

from transformers import FSMTTokenizer, FSMTConfig, FSMTForConditionalGeneration

_lowerCamelCase  :			Optional[int]        =       'facebook/wmt19-en-de'
_lowerCamelCase  :			Optional[Any]        =       FSMTTokenizer.from_pretrained(mname)
# get the correct vocab sizes, etc. from the master model
_lowerCamelCase  :			int        =       FSMTConfig.from_pretrained(mname)
config.update(
    dict(
        d_model=4,
        encoder_layers=1,
        decoder_layers=1,
        encoder_ffn_dim=4,
        decoder_ffn_dim=4,
        encoder_attention_heads=1,
        decoder_attention_heads=1,
    )
)

_lowerCamelCase  :			int        =       FSMTForConditionalGeneration(config)
print(f'num of params {tiny_model.num_parameters()}')

# Test
_lowerCamelCase  :			Optional[int]        =       tokenizer(['Making tiny model'], return_tensors='pt')
_lowerCamelCase  :			Optional[int]        =       tiny_model(**batch)

print('test output:', len(outputs.logits[0]))

# Save
_lowerCamelCase  :			Tuple        =       'tiny-wmt19-en-de'
tiny_model.half()  # makes it smaller
tiny_model.save_pretrained(mname_tiny)
tokenizer.save_pretrained(mname_tiny)

print(f'Generated {mname_tiny}')

# Upload
# transformers-cli upload tiny-wmt19-en-de











"""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...')





