



import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)







class     __lowerCAmelCase					(    unittest.TestCase		):



			def 					_lowerCamelCase (		self     :						List[str])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2, 3])
						self.assertEqual(x.component(0)				,	1)
						self.assertEqual(x.component(2)				,	3)
						_UpperCAmelCase	 =     Vector()



			def 					_lowerCamelCase (		self     :						str)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([0, 0, 0, 0, 0, 1])
						self.assertEqual(str(A)				,	'(0,0,0,0,0,1)')



			def 					_lowerCamelCase (		self     :						str)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2, 3, 4])
						self.assertEqual(len(A)				,	4)



			def 					_lowerCamelCase (		self     :						int)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2])
						_UpperCAmelCase	 =     Vector([1, 2, 3, 4, 5])
						_UpperCAmelCase	 =     Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0])
						_UpperCAmelCase	 =     Vector([1, -1, 1, -1, 2, -3, 4, -5])
						self.assertAlmostEqual(x.euclidean_length()				,	2.2_3_6				,	3)
						self.assertAlmostEqual(y.euclidean_length()				,	7.4_1_6				,	3)
						self.assertEqual(z.euclidean_length()				,	0)
						self.assertAlmostEqual(w.euclidean_length()				,	7.6_1_6				,	3)



			def 					_lowerCamelCase (		self     :						Any)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2, 3])
						_UpperCAmelCase	 =     Vector([1, 1, 1])
						self.assertEqual((x + y).component(0)				,	2)
						self.assertEqual((x + y).component(1)				,	3)
						self.assertEqual((x + y).component(2)				,	4)



			def 					_lowerCamelCase (		self     :						Any)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2, 3])
						_UpperCAmelCase	 =     Vector([1, 1, 1])
						self.assertEqual((x - y).component(0)				,	0)
						self.assertEqual((x - y).component(1)				,	1)
						self.assertEqual((x - y).component(2)				,	2)



			def 					_lowerCamelCase (		self     :						Union[str, Any])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2, 3])
						_UpperCAmelCase	 =     Vector([2, -1, 4])  # for test of dot product
						_UpperCAmelCase	 =     Vector([1, -2, -1])
						self.assertEqual(str(x * 3.0)				,	'(3.0,6.0,9.0)')
						self.assertEqual((a * b)				,	0)



			def 					_lowerCamelCase (		self     :						Optional[Any])     ->					None:



						"""simple docstring"""






						self.assertEqual(str(zero_vector(10)).count('0')				,	10)



			def 					_lowerCamelCase (		self     :						Optional[int])     ->					None:



						"""simple docstring"""






						self.assertEqual(str(unit_basis_vector(3				,	1))				,	'(0,1,0)')



			def 					_lowerCamelCase (		self     :						Dict)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 2, 3])
						_UpperCAmelCase	 =     Vector([1, 0, 1])
						self.assertEqual(str(axpy(2				,	A				,	A))				,	'(3,4,7)')



			def 					_lowerCamelCase (		self     :						int)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 0, 0, 0, 0, 0])
						_UpperCAmelCase	 =     x.copy()
						self.assertEqual(str(A)				,	str(A))



			def 					_lowerCamelCase (		self     :						Optional[int])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Vector([1, 0, 0])
						x.change_component(0				,	0)
						x.change_component(1				,	1)
						self.assertEqual(str(A)				,	'(0,1,0)')



			def 					_lowerCamelCase (		self     :						int)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						self.assertEqual('|1,2,3|\n|2,4,5|\n|6,7,8|\n'				,	str(A))



			def 					_lowerCamelCase (		self     :						List[str])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						_UpperCAmelCase	 =     [[-3, -14, -10], [-5, -10, -5], [-2, -1, 0]]
						for x in range(a.height()):
									for y in range(a.width()):
												self.assertEqual(minors[x][y]				,	a.minor(A				,	A))



			def 					_lowerCamelCase (		self     :						Tuple)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						_UpperCAmelCase	 =     [[-3, 14, -10], [5, -10, 5], [-2, 1, 0]]
						for x in range(a.height()):
									for y in range(a.width()):
												self.assertEqual(cofactors[x][y]				,	a.cofactor(A				,	A))



			def 					_lowerCamelCase (		self     :						Optional[int])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						self.assertEqual(-5				,	a.determinant())



			def 					_lowerCamelCase (		self     :						List[str])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]				,	3				,	3)
						_UpperCAmelCase	 =     Vector([1, 2, 3])
						self.assertEqual('(14,32,50)'				,	str(a * x))
						self.assertEqual('|2,4,6|\n|8,10,12|\n|14,16,18|\n'				,	str(a * 2))



			def 					_lowerCamelCase (		self     :						str)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						a.change_component(0				,	2				,	5)
						self.assertEqual('|1,2,5|\n|2,4,5|\n|6,7,8|\n'				,	str(A))



			def 					_lowerCamelCase (		self     :						List[Any])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						self.assertEqual(7				,	a.component(2				,	1)				,	0.0_1)



			def 					_lowerCamelCase (		self     :						str)     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						_UpperCAmelCase	 =     Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]				,	3				,	3)
						self.assertEqual('|2,4,10|\n|4,8,10|\n|12,14,18|\n'				,	str(a + b))



			def 					_lowerCamelCase (		self     :						List[str])     ->					None:



						"""simple docstring"""






						_UpperCAmelCase	 =     Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,	3				,	3)
						_UpperCAmelCase	 =     Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 10]]				,	3				,	3)
						self.assertEqual('|0,0,-4|\n|0,0,0|\n|0,0,-2|\n'				,	str(a - b))



			def 					_lowerCamelCase (		self     :						List[str])     ->					None:



						"""simple docstring"""






						self.assertEqual(
						    '|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n|0,0,0,0,0|\n'				,	str(square_zero_matrix(5))				,	)


if __name__ == "__main__":
					unittest.main()





import os
from shutil import copyfile
from typing import List, Optional, Tuple

from ...tokenization_utils import AddedToken
from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import is_sentencepiece_available, logging


if is_sentencepiece_available():
							from .tokenization_xlnet import XLNetTokenizer
else:
							UpperCAmelCase__     = None


UpperCAmelCase__     = logging.get_logger(__name__)

UpperCAmelCase__     = {"vocab_file": "spiece.model", "tokenizer_file": "tokenizer.json"}

UpperCAmelCase__     = {
    "vocab_file": {
        "xlnet-base-cased": "https://huggingface.co/xlnet-base-cased/resolve/main/spiece.model",
        "xlnet-large-cased": "https://huggingface.co/xlnet-large-cased/resolve/main/spiece.model",
    },
    "tokenizer_file": {
        "xlnet-base-cased": "https://huggingface.co/xlnet-base-cased/resolve/main/tokenizer.json",
        "xlnet-large-cased": "https://huggingface.co/xlnet-large-cased/resolve/main/tokenizer.json",
    },
}

UpperCAmelCase__     = {
    "xlnet-base-cased": None,
    "xlnet-large-cased": None,
}

UpperCAmelCase__     = "▁"

# Segments (not really needed)
UpperCAmelCase__     = 0
UpperCAmelCase__     = 1
UpperCAmelCase__     = 2
UpperCAmelCase__     = 3
UpperCAmelCase__     = 4







class     __lowerCAmelCase					(    A		):
			UpperCamelCase           =  VOCAB_FILES_NAMES
			UpperCamelCase           =  PRETRAINED_VOCAB_FILES_MAP
			UpperCamelCase           =  PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
			UpperCamelCase           =  '''left'''
			UpperCamelCase           =  XLNetTokenizer



			def __init__(		self     :						Any				,	A     :						Union[str, Any]=None				,	A     :						str=None				,	A     :						Tuple=False				,	A     :						Tuple=True				,	A     :						Any=False				,	A     :						List[str]="<s>"				,	A     :						List[str]="</s>"				,	A     :						Optional[int]="<unk>"				,	A     :						Tuple="<sep>"				,	A     :						str="<pad>"				,	A     :						Dict="<cls>"				,	A     :						Dict="<mask>"				,	A     :						Optional[Any]=["<eop>", "<eod>"]				,	**A     :						Optional[Any]				,	)     ->					str:



						"""simple docstring"""






						_UpperCAmelCase	 =     AddedToken(A				,	lstrip=A				,	rstrip=A) if isinstance(A				,	A) else mask_token

						super().__init__(
						    vocab_file=A				,	tokenizer_file=A				,	do_lower_case=A				,	remove_space=A				,	keep_accents=A				,	bos_token=A				,	eos_token=A				,	unk_token=A				,	sep_token=A				,	pad_token=A				,	cls_token=A				,	mask_token=A				,	additional_special_tokens=A				,	**A				,	)

						_UpperCAmelCase	 =     3
						_UpperCAmelCase	 =     do_lower_case
						_UpperCAmelCase	 =     remove_space
						_UpperCAmelCase	 =     keep_accents
						_UpperCAmelCase	 =     vocab_file
						_UpperCAmelCase	 =     False if not self.vocab_file else True



			def 					_lowerCamelCase (		self     :						Tuple				,	A     :						List[int]				,	A     :						Optional[List[int]] = None)     ->					List[int]:



						"""simple docstring"""






						_UpperCAmelCase	 =     [self.sep_token_id]
						_UpperCAmelCase	 =     [self.cls_token_id]
						if token_ids_a is None:
									return token_ids_a + sep + cls
						return token_ids_a + sep + token_ids_a + sep + cls



			def 					_lowerCamelCase (		self     :						Tuple				,	A     :						List[int]				,	A     :						Optional[List[int]] = None)     ->					List[int]:



						"""simple docstring"""






						_UpperCAmelCase	 =     [self.sep_token_id]
						_UpperCAmelCase	 =     [2]

						if token_ids_a is None:
									return len(token_ids_a + sep) * [0] + cls_segment_id
						return len(token_ids_a + sep) * [0] + len(token_ids_a + sep) * [1] + cls_segment_id



			def 					_lowerCamelCase (		self     :						List[str]				,	A     :						str				,	A     :						Optional[str] = None)     ->					Tuple[str]:



						"""simple docstring"""






						if not self.can_save_slow_tokenizer:
									raise ValueError(
									    'Your fast tokenizer does not have the necessary information to save the vocabulary for a slow '
									    'tokenizer.')

						if not os.path.isdir(A):
									logger.error(F"Vocabulary path ({save_directory}) should be a directory")
									return
						_UpperCAmelCase	 =     os.path.join(
						    A				,	(filename_prefix + '-' if filename_prefix else '') + VOCAB_FILES_NAMES['vocab_file'])

						if os.path.abspath(self.vocab_file) != os.path.abspath(A):
									copyfile(self.vocab_file				,	A)

						return (out_vocab_file,)
