


import pickle
import shutil
import tempfile
import unittest

from transformers import SPIECE_UNDERLINE, XGLMTokenizer, XGLMTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin


lowerCAmelCase__  :Tuple             =							get_tests_dir('''fixtures/test_sentencepiece.model''')

@require_sentencepiece
@require_tokenizers
class 		__a				(    UpperCAmelCase   ,				unittest.TestCase      ):
		_a     :  int           =     XGLMTokenizer
		_a     :  List[Any]           =     XGLMTokenizerFast
		_a     :  int           =     True
		_a     :  List[str]           =     True
		def      UpperCAmelCase__    (      self						)			->	int:




									"""simple docstring"""





									super().setUp()

									# We have a SentencePiece fixture for testing
									_UpperCAmelCase					=      XGLMTokenizer(_SCREAMING_SNAKE_CASE      ,   keep_accents=_SCREAMING_SNAKE_CASE						)
									tokenizer.save_pretrained(self.tmpdirname						)
		def      UpperCAmelCase__    (      self						)			->	Optional[Any]:




									"""simple docstring"""





									_UpperCAmelCase					=      '<pad>'
									_UpperCAmelCase					=      1

									self.assertEqual(self.get_tokenizer()._convert_token_to_id(_SCREAMING_SNAKE_CASE						)      ,   _SCREAMING_SNAKE_CASE						)
									self.assertEqual(self.get_tokenizer()._convert_id_to_token(_SCREAMING_SNAKE_CASE						)      ,   _SCREAMING_SNAKE_CASE						)
		def      UpperCAmelCase__    (      self						)			->	Union[str, Any]:




									"""simple docstring"""





									_UpperCAmelCase					=      list(self.get_tokenizer().get_vocab().keys()						)

									self.assertEqual(vocab_keys[0]      ,   '<s>'						)
									self.assertEqual(vocab_keys[1]      ,   '<pad>'						)
									self.assertEqual(len(_SCREAMING_SNAKE_CASE						)      ,   1008						)
		def      UpperCAmelCase__    (      self						)			->	Optional[int]:




									"""simple docstring"""





									self.assertEqual(self.get_tokenizer().vocab_size      ,   1008						)
		def      UpperCAmelCase__    (      self						)			->	List[Any]:




									"""simple docstring"""





									_UpperCAmelCase					=      XGLMTokenizer(_SCREAMING_SNAKE_CASE      ,   keep_accents=_SCREAMING_SNAKE_CASE						)

									_UpperCAmelCase					=      tokenizer.tokenize('This is a test'						)
									self.assertListEqual(_SCREAMING_SNAKE_CASE      ,   ['▁This', '▁is', '▁a', '▁t', 'est']						)

									self.assertListEqual(
									    tokenizer.convert_tokens_to_ids(_SCREAMING_SNAKE_CASE						)      ,   [value + tokenizer.fairseq_offset for value in [285, 46, 10, 170, 382]]      ,   )

									_UpperCAmelCase					=      tokenizer.tokenize('I was born in 92000, and this is falsé.'						)
									self.assertListEqual(
									    _SCREAMING_SNAKE_CASE      ,   [
									        SPIECE_UNDERLINE + 'I',
									        SPIECE_UNDERLINE + 'was',
									        SPIECE_UNDERLINE + 'b',
									        'or',
									        'n',
									        SPIECE_UNDERLINE + 'in',
									        SPIECE_UNDERLINE + '',
									        '9',
									        '2',
									        '0',
									        '0',
									        '0',
									        ',',
									        SPIECE_UNDERLINE + 'and',
									        SPIECE_UNDERLINE + 'this',
									        SPIECE_UNDERLINE + 'is',
									        SPIECE_UNDERLINE + 'f',
									        'al',
									        's',
									        'é',
									        '.',
									    ]      ,   )
									_UpperCAmelCase					=      tokenizer.convert_tokens_to_ids(_SCREAMING_SNAKE_CASE						)
									self.assertListEqual(
									    _SCREAMING_SNAKE_CASE      ,   [
									        value + tokenizer.fairseq_offset
									        for value in [8, 21, 84, 55, 24, 19, 7, 2, 602, 347, 347, 347, 3, 12, 66, 46, 72, 80, 6, 2, 4]
									    ]      ,   )

									_UpperCAmelCase					=      tokenizer.convert_ids_to_tokens(_SCREAMING_SNAKE_CASE						)
									self.assertListEqual(
									    _SCREAMING_SNAKE_CASE      ,   [
									        SPIECE_UNDERLINE + 'I',
									        SPIECE_UNDERLINE + 'was',
									        SPIECE_UNDERLINE + 'b',
									        'or',
									        'n',
									        SPIECE_UNDERLINE + 'in',
									        SPIECE_UNDERLINE + '',
									        '<unk>',
									        '2',
									        '0',
									        '0',
									        '0',
									        ',',
									        SPIECE_UNDERLINE + 'and',
									        SPIECE_UNDERLINE + 'this',
									        SPIECE_UNDERLINE + 'is',
									        SPIECE_UNDERLINE + 'f',
									        'al',
									        's',
									        '<unk>',
									        '.',
									    ]      ,   )
		@cached_property
		def      UpperCAmelCase__    (      self						)			->	int:




									"""simple docstring"""





									return XGLMTokenizer.from_pretrained('facebook/xglm-564M'						)
		def      UpperCAmelCase__    (      self						)			->	Tuple:




									"""simple docstring"""





									with tempfile.NamedTemporaryFile() as f:
																shutil.copyfile(_SCREAMING_SNAKE_CASE      ,   f.name						)
																_UpperCAmelCase					=      XGLMTokenizer(f.name      ,   keep_accents=_SCREAMING_SNAKE_CASE						)
																_UpperCAmelCase					=      pickle.dumps(_SCREAMING_SNAKE_CASE						)
									pickle.loads(_SCREAMING_SNAKE_CASE						)
		def      UpperCAmelCase__    (      self						)			->	int:




									"""simple docstring"""





									if not self.test_rust_tokenizer:
																return

									_UpperCAmelCase					=      self.get_tokenizer()
									_UpperCAmelCase					=      self.get_rust_tokenizer()

									_UpperCAmelCase					=      'I was born in 92000, and this is falsé.'

									_UpperCAmelCase					=      tokenizer.tokenize(_SCREAMING_SNAKE_CASE						)
									_UpperCAmelCase					=      rust_tokenizer.tokenize(_SCREAMING_SNAKE_CASE						)
									self.assertListEqual(_SCREAMING_SNAKE_CASE      ,   _SCREAMING_SNAKE_CASE						)

									_UpperCAmelCase					=      tokenizer.encode(_SCREAMING_SNAKE_CASE      ,   add_special_tokens=_SCREAMING_SNAKE_CASE						)
									_UpperCAmelCase					=      rust_tokenizer.encode(_SCREAMING_SNAKE_CASE      ,   add_special_tokens=_SCREAMING_SNAKE_CASE						)
									self.assertListEqual(_SCREAMING_SNAKE_CASE      ,   _SCREAMING_SNAKE_CASE						)

									_UpperCAmelCase					=      self.get_rust_tokenizer()
									_UpperCAmelCase					=      tokenizer.encode(_SCREAMING_SNAKE_CASE						)
									_UpperCAmelCase					=      rust_tokenizer.encode(_SCREAMING_SNAKE_CASE						)
									self.assertListEqual(_SCREAMING_SNAKE_CASE      ,   _SCREAMING_SNAKE_CASE						)
		@slow
		def      UpperCAmelCase__    (      self						)			->	Optional[int]:




									"""simple docstring"""





									_UpperCAmelCase					=      'Hello World!'
									_UpperCAmelCase					=      [2, 31227, 4447, 35]

									self.assertListEqual(_SCREAMING_SNAKE_CASE      ,   self.big_tokenizer.encode(_SCREAMING_SNAKE_CASE						)						)
		@slow
		def      UpperCAmelCase__    (      self						)			->	Dict:




									"""simple docstring"""





									_UpperCAmelCase					=      (
									    'This is a very long text with a lot of weird characters, such as: . , ~ ? ( ) " [ ] ! : - . Also we will'
									    ' add words that should not exsist and be tokenized to unk, such as saoneuhaoesuth'
									)
									# fmt: off
									_UpperCAmelCase					=      [2, 1018, 67, 11, 1988, 2617, 5631, 278, 11, 3407, 48, 71630, 28085, 4, 3234, 157, 13, 6, 5, 6, 4, 3526, 768, 15, 659, 57, 298, 3983, 864, 129, 21, 6, 5, 13675, 377, 652, 7580, 10341, 155, 2817, 422, 1666, 7, 1674, 53, 113, 202277, 17892, 33, 60, 87, 4, 3234, 157, 61, 2667, 52376, 19, 88, 23, 735]
									# fmt: on

									self.assertListEqual(_SCREAMING_SNAKE_CASE      ,   self.big_tokenizer.encode(_SCREAMING_SNAKE_CASE						)						)






		@slow
		def      UpperCAmelCase__    (      self						)			->	int:




									"""simple docstring"""





									_UpperCAmelCase					=      {
									    'input_ids': [[2, 108825, 1163, 15, 88010, 473, 15898, 157, 13672, 1857, 312, 8, 238021, 1163, 53, 13672, 1857, 312, 8, 53283, 182396, 8, 18566, 16, 36733, 4101, 8, 230, 244017, 122553, 7, 15, 132597, 4, 293, 12511, 7610, 4, 3414, 132597, 9, 4, 32361, 362, 4, 734, 28512, 32569, 18, 4, 32361, 26096, 14982, 73, 18715, 21433, 235261, 15, 492, 12427, 16, 53, 18715, 21433, 65454, 15, 23659, 563, 16, 278, 597, 2843, 595, 7931, 182396, 64186, 22, 886, 595, 132981, 53, 25540, 3449, 43982, 39901, 5951, 878, 330, 4, 27694, 80269, 312, 53, 6517, 11780, 611, 20408, 5], [2, 6, 132597, 67, 42897, 33, 592, 8, 163729, 25540, 361, 136997, 109514, 173230, 7, 501, 60, 102913, 196, 5631, 235, 63243, 473, 6, 231757, 74, 5277, 7905, 53, 3095, 37317, 22, 454, 183874, 5], [2, 268, 31298, 46530, 6, 132935, 43831, 7, 597, 32, 24, 3688, 9865, 5]],
									    'attention_mask': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]
									}  # noqa: E501
									# fmt: on

									self.tokenizer_integration_test_util(
									    expected_encoding=_SCREAMING_SNAKE_CASE      ,   model_name='facebook/xglm-564M'      ,   padding=_SCREAMING_SNAKE_CASE      ,   )




def 	lowerCAmelCase__			(      a__:		int	)  ->		None:


							'''simple docstring'''





							_UpperCAmelCase					=      generate_pascal_triangle(a__	)
							for row_idx in range(a__	):
														# Print left spaces
														for _ in range(num_rows - row_idx - 1	):
																					print(end=' '	)
														# Print row values
														for col_idx in range(row_idx + 1	):
																					if col_idx != row_idx:
																												print(triangle[row_idx][col_idx]      ,  end=' '	)
																					else:
																												print(triangle[row_idx][col_idx]      ,  end=''	)
														print()

def 	lowerCAmelCase__			(      a__:		int	)  ->		list[list[int]]:


							'''simple docstring'''





							if not isinstance(a__      ,  a__	):
														raise TypeError('The input value of \'num_rows\' should be \'int\''	)

							if num_rows == 0:
														return []
							elif num_rows < 0:
														raise ValueError(
														    'The input value of \'num_rows\' should be greater than or equal to 0'	)

							_UpperCAmelCase					=      []
							for current_row_idx in range(a__	):
														_UpperCAmelCase					=      populate_current_row(a__      ,  a__	)
														triangle.append(a__	)
							return triangle

def 	lowerCAmelCase__			(      a__:		list[list[int]]      ,  a__:		int	)  ->		list[int]:


							'''simple docstring'''





							_UpperCAmelCase					=      [-1] * (current_row_idx + 1)
							# first and last elements of current row are equal to 1
							_UpperCAmelCase		,	_UpperCAmelCase					=      1, 1
							for current_col_idx in range(1      ,  a__	):
														calculate_current_element(
														    a__      ,  a__      ,  a__      ,  a__	)
							return current_row

def 	lowerCAmelCase__			(      a__:		list[list[int]]      ,  a__:		list[int]      ,  a__:		int      ,  a__:		int      ,  )  ->		None:


							'''simple docstring'''





							_UpperCAmelCase					=      triangle[current_row_idx - 1][current_col_idx - 1]
							_UpperCAmelCase					=      triangle[current_row_idx - 1][current_col_idx]
							_UpperCAmelCase					=      above_to_left_elt + above_to_right_elt

def 	lowerCAmelCase__			(      a__:		int	)  ->		list[list[int]]:


							'''simple docstring'''





							if not isinstance(a__      ,  a__	):
														raise TypeError('The input value of \'num_rows\' should be \'int\''	)

							if num_rows == 0:
														return []
							elif num_rows < 0:
														raise ValueError(
														    'The input value of \'num_rows\' should be greater than or equal to 0'	)

							_UpperCAmelCase					=      [[1]]

							for row_index in range(1      ,  a__	):
														_UpperCAmelCase					=      [0] + result[-1] + [0]
														_UpperCAmelCase					=      row_index + 1
														# Calculate the number of distinct elements in a row
														_UpperCAmelCase					=      sum(divmod(a__      ,  2	)	)
														_UpperCAmelCase					=      [
														    temp_row[i - 1] + temp_row[i] for i in range(1      ,  distinct_elements + 1	)
														]
														_UpperCAmelCase					=      row_first_half[: (row_index + 1) // 2]
														row_second_half.reverse()
														_UpperCAmelCase					=      row_first_half + row_second_half
														result.append(a__	)

							return result

def 	lowerCAmelCase__			(      )  ->		None:


							'''simple docstring'''





							from collections.abc import Callable
							from timeit import timeit

							def benchmark_a_function(a__:		Callable      ,  a__:		int	) -> None:
														_UpperCAmelCase					=      F'''{func.__name__}({value})'''
														_UpperCAmelCase					=      timeit(F'''__main__.{call}'''      ,  setup='import __main__'	)
														# print(f"{call:38} = {func(value)} -- {timing:.4f} seconds")
														print(F'''{call:38} -- {timing:.4f} seconds'''	)

							for value in range(1_5	):  # (1, 7, 14):
														for func in (generate_pascal_triangle, generate_pascal_triangle_optimized):
																					benchmark_a_function(a__      ,  a__	)
														print()


if __name__ == "__main__":
		import doctest

		doctest.testmod()
		benchmark()
