


'''simple docstring'''

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 _lowerCamelCase	(						lowercase__		,					unittest.TestCase							):



		'''simple docstring'''







		A_     :      str				   =    XGLMTokenizer
		A_     :      int				   =    XGLMTokenizerFast
		A_     :      List[str]				   =    True
		A_     :      Tuple				   =    True







		def        __lowerCAmelCase		( self		:						str      )  ->			Optional[int]:
			super().setUp()

			# We have a SentencePiece fixture for testing
			__magic_name__	:   int					     =					XGLMTokenizer(_A  ,					keep_accents=_A      )
			tokenizer.save_pretrained(self.tmpdirname      )







		def        __lowerCAmelCase		( self		:						Tuple      )  ->			Optional[Any]:
			__magic_name__	:   List[Any]					     =					'<pad>'
			__magic_name__	:   Optional[int]					     =					1

			self.assertEqual(self.get_tokenizer()._convert_token_to_id(_A      )  ,					_A      )
			self.assertEqual(self.get_tokenizer()._convert_id_to_token(_A      )  ,					_A      )







		def        __lowerCAmelCase		( self		:						Union[str, Any]      )  ->			Dict:
			__magic_name__	:   Optional[int]					     =					list(self.get_tokenizer().get_vocab().keys()      )

			self.assertEqual(vocab_keys[0]  ,					'<s>'      )
			self.assertEqual(vocab_keys[1]  ,					'<pad>'      )
			self.assertEqual(len(_A      )  ,					1008      )







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







		def        __lowerCAmelCase		( self		:						int      )  ->			Union[str, Any]:
			__magic_name__	:   int					     =					XGLMTokenizer(_A  ,					keep_accents=_A      )

			__magic_name__	:   Any					     =					tokenizer.tokenize('This is a test'      )
			self.assertListEqual(_A  ,					['▁This', '▁is', '▁a', '▁t', 'est']      )

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

			__magic_name__	:   Union[str, Any]					     =					tokenizer.tokenize('I was born in 92000, and this is falsé.'      )
			self.assertListEqual(
			    _A  ,					[
			        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',
			        '.',
			    ]  ,					)
			__magic_name__	:   Dict					     =					tokenizer.convert_tokens_to_ids(_A      )
			self.assertListEqual(
			    _A  ,					[
			        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]
			    ]  ,					)

			__magic_name__	:   List[str]					     =					tokenizer.convert_ids_to_tokens(_A      )
			self.assertListEqual(
			    _A  ,					[
			        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        __lowerCAmelCase		( self		:						Any      )  ->			Tuple:
			return XGLMTokenizer.from_pretrained('facebook/xglm-564M'      )







		def        __lowerCAmelCase		( self		:						Tuple      )  ->			Tuple:
			with tempfile.NamedTemporaryFile() as f:
				shutil.copyfile(_A  ,					f.name      )
				__magic_name__	:   str					     =					XGLMTokenizer(f.name  ,					keep_accents=_A      )
				__magic_name__	:   Any					     =					pickle.dumps(_A      )
			pickle.loads(_A      )







		def        __lowerCAmelCase		( self		:						List[Any]      )  ->			Optional[int]:
			if not self.test_rust_tokenizer:
				return

			__magic_name__	:   List[Any]					     =					self.get_tokenizer()
			__magic_name__	:   Any					     =					self.get_rust_tokenizer()

			__magic_name__	:   List[str]					     =					'I was born in 92000, and this is falsé.'

			__magic_name__	:   str					     =					tokenizer.tokenize(_A      )
			__magic_name__	:   Tuple					     =					rust_tokenizer.tokenize(_A      )
			self.assertListEqual(_A  ,					_A      )

			__magic_name__	:   Optional[Any]					     =					tokenizer.encode(_A  ,					add_special_tokens=_A      )
			__magic_name__	:   Dict					     =					rust_tokenizer.encode(_A  ,					add_special_tokens=_A      )
			self.assertListEqual(_A  ,					_A      )

			__magic_name__	:   List[str]					     =					self.get_rust_tokenizer()
			__magic_name__	:   Dict					     =					tokenizer.encode(_A      )
			__magic_name__	:   Union[str, Any]					     =					rust_tokenizer.encode(_A      )
			self.assertListEqual(_A  ,					_A      )







		@slow
		def        __lowerCAmelCase		( self		:						Union[str, Any]      )  ->			List[Any]:
			__magic_name__	:   Optional[int]					     =					'Hello World!'
			__magic_name__	:   List[Any]					     =					[2, 31227, 4447, 35]

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







		@slow
		def        __lowerCAmelCase		( self		:						Optional[Any]      )  ->			Optional[int]:
			__magic_name__	:   Dict					     =					(
			    '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
			__magic_name__	:   List[Any]					     =					[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(_A  ,					self.big_tokenizer.encode(_A      )      )







		@slow
		def        __lowerCAmelCase		( self		:						List[str]      )  ->			Union[str, Any]:
			# fmt: off
			__magic_name__	:   List[Any]					     =					{
			    '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=_A  ,					model_name='facebook/xglm-564M'  ,					padding=_A  ,					)



'''simple docstring'''

def lowerCamelCase      (      lowerCAmelCase    :     str		,		lowerCAmelCase    :     Any		,		lowerCAmelCase    :     Any=False		):





	"""simple docstring"""







	if isinstance(lowerCAmelCase		,		lowerCAmelCase		) and isinstance(lowerCAmelCase		,		lowerCAmelCase		):
		__magic_name__	:   str					     =					len(set_a.intersection(lowerCAmelCase		)		)

		if alternative_union:
			__magic_name__	:   List[str]					     =					len(lowerCAmelCase		) + len(lowerCAmelCase		)
		else:
			__magic_name__	:   Any					     =					len(set_a.union(lowerCAmelCase		)		)

		return intersection / union

	if isinstance(lowerCAmelCase		,		(list, tuple)		) and isinstance(lowerCAmelCase		,		(list, tuple)		):
		__magic_name__	:   str					     =					[element for element in set_a if element in set_b]

		if alternative_union:
			__magic_name__	:   Dict					     =					len(lowerCAmelCase		) + len(lowerCAmelCase		)
			return len(lowerCAmelCase		) / union
		else:
			__magic_name__	:   Any					     =					set_a + [element for element in set_b if element not in set_a]
			return len(lowerCAmelCase		) / len(lowerCAmelCase		)

		return len(lowerCAmelCase		) / len(lowerCAmelCase		)
	return None


if __name__ == "__main__":
							lowerCAmelCase				:Dict        =      {'''a''', '''b''', '''c''', '''d''', '''e'''}
							lowerCAmelCase				:Tuple        =      {'''c''', '''d''', '''e''', '''f''', '''h''', '''i'''}
							print(jaccard_similarity(set_a, set_b))