import unittest

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


class 			UpperCAmelCase__    (		unittest.TestCase					):



  """simple docstring"""






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




    '''simple docstring'''




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






  def 	_UpperCAmelCase				(				self:			int   ) -> None:




    '''simple docstring'''




    __UpperCAmelCase						    =       Vector([0, 0, 0, 0, 0, 1]   )
    self.assertEqual(str(__lowerCAmelCase   )				,				"(0,0,0,0,0,1)"   )






  def 	_UpperCAmelCase				(				self:			int   ) -> None:




    '''simple docstring'''




    __UpperCAmelCase						    =       Vector([1, 2, 3, 4]   )
    self.assertEqual(len(__lowerCAmelCase   )				,				4   )






  def 	_UpperCAmelCase				(				self:			Tuple   ) -> 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()				,				2.236				,				3   )
    self.assertAlmostEqual(y.euclidean_length()				,				7.416				,				3   )
    self.assertEqual(z.euclidean_length()				,				0   )
    self.assertAlmostEqual(w.euclidean_length()				,				7.616				,				3   )






  def 	_UpperCAmelCase				(				self:			str   ) -> 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 	_UpperCAmelCase				(				self:			List[str]   ) -> 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 	_UpperCAmelCase				(				self:			Optional[int]   ) -> 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 	_UpperCAmelCase				(				self:			Dict   ) -> None:




    '''simple docstring'''




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






  def 	_UpperCAmelCase				(				self:			Tuple   ) -> None:




    '''simple docstring'''




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






  def 	_UpperCAmelCase				(				self:			Tuple   ) -> None:




    '''simple docstring'''




    __UpperCAmelCase						    =       Vector([1, 2, 3]   )
    __UpperCAmelCase						    =       Vector([1, 0, 1]   )
    self.assertEqual(str(axpy(2				,				__lowerCAmelCase				,				__lowerCAmelCase   )   )				,				"(3,4,7)"   )






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




    '''simple docstring'''




    __UpperCAmelCase						    =       Vector([1, 0, 0, 0, 0, 0]   )
    __UpperCAmelCase						    =       x.copy()
    self.assertEqual(str(__lowerCAmelCase   )				,				str(__lowerCAmelCase   )   )






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




    '''simple docstring'''




    __UpperCAmelCase						    =       Vector([1, 0, 0]   )
    x.change_component(0				,				0   )
    x.change_component(1				,				1   )
    self.assertEqual(str(__lowerCAmelCase   )				,				"(0,1,0)"   )






  def 	_UpperCAmelCase				(				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(__lowerCAmelCase   )   )






  def 	_UpperCAmelCase				(				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(minors[x][y]				,				a.minor(__lowerCAmelCase				,				__lowerCAmelCase   )   )






  def 	_UpperCAmelCase				(				self:			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(cofactors[x][y]				,				a.cofactor(__lowerCAmelCase				,				__lowerCAmelCase   )   )






  def 	_UpperCAmelCase				(				self:			str   ) -> None:




    '''simple docstring'''




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






  def 	_UpperCAmelCase				(				self:			Optional[int]   ) -> 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 	_UpperCAmelCase				(				self:			Dict   ) -> 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(__lowerCAmelCase   )   )






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




    '''simple docstring'''




    __UpperCAmelCase						    =       Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]				,				3				,				3   )
    self.assertEqual(7				,				a.component(2				,				1   )				,				0.01   )






  def 	_UpperCAmelCase				(				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 	_UpperCAmelCase				(				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("|0,0,-4|\n|0,0,0|\n|0,0,-2|\n"				,				str(a - b   )   )






  def 	_UpperCAmelCase				(				self:			int   ) -> 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 unittest

from transformers import AlbertTokenizer, AlbertTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


a_							=      get_tests_dir("""fixtures/spiece.model""")


@require_sentencepiece
@require_tokenizers
class 			UpperCAmelCase__    (		snake_case		,	unittest.TestCase					):



  """simple docstring"""






  lowerCAmelCase__		:	List[Any]    		= AlbertTokenizer
  lowerCAmelCase__		:	int    		= AlbertTokenizerFast
  lowerCAmelCase__		:	str    		= True
  lowerCAmelCase__		:	Union[str, Any]    		= True
  lowerCAmelCase__		:	int    		= True






  def 	_UpperCAmelCase				(				self:			Union[str, Any]   ) -> str:




    '''simple docstring'''




    super().setUp()

    # We have a SentencePiece fixture for testing
    __UpperCAmelCase						    =       AlbertTokenizer(__lowerCAmelCase   )
    tokenizer.save_pretrained(self.tmpdirname   )






  def 	_UpperCAmelCase				(				self:			Any				,				__lowerCAmelCase:			Tuple   ) -> Union[str, Any]:




    '''simple docstring'''




    __UpperCAmelCase						    =       "this is a test"
    __UpperCAmelCase						    =       "this is a test"
    return input_text, output_text






  def 	_UpperCAmelCase				(				self:			Dict   ) -> List[Any]:




    '''simple docstring'''




    __UpperCAmelCase						    =       "<pad>"
    __UpperCAmelCase						    =       0

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






  def 	_UpperCAmelCase				(				self:			str   ) -> Optional[Any]:




    '''simple docstring'''




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

    self.assertEqual(vocab_keys[0]				,				"<pad>"   )
    self.assertEqual(vocab_keys[1]				,				"<unk>"   )
    self.assertEqual(vocab_keys[-1]				,				"▁eloquent"   )
    self.assertEqual(len(__lowerCAmelCase   )				,				30_000   )






  def 	_UpperCAmelCase				(				self:			Union[str, Any]   ) -> List[str]:




    '''simple docstring'''




    self.assertEqual(self.get_tokenizer().vocab_size				,				30_000   )






  def 	_UpperCAmelCase				(				self:			str   ) -> 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(__lowerCAmelCase   )
    __UpperCAmelCase						    =       rust_tokenizer.tokenize(__lowerCAmelCase   )
    self.assertListEqual(__lowerCAmelCase				,				__lowerCAmelCase   )

    __UpperCAmelCase						    =       tokenizer.encode(__lowerCAmelCase				,				add_special_tokens=__lowerCAmelCase   )
    __UpperCAmelCase						    =       rust_tokenizer.encode(__lowerCAmelCase				,				add_special_tokens=__lowerCAmelCase   )
    self.assertListEqual(__lowerCAmelCase				,				__lowerCAmelCase   )

    __UpperCAmelCase						    =       self.get_rust_tokenizer()
    __UpperCAmelCase						    =       tokenizer.encode(__lowerCAmelCase   )
    __UpperCAmelCase						    =       rust_tokenizer.encode(__lowerCAmelCase   )
    self.assertListEqual(__lowerCAmelCase				,				__lowerCAmelCase   )






  def 	_UpperCAmelCase				(				self:			Optional[Any]   ) -> Any:




    '''simple docstring'''




    __UpperCAmelCase						    =       AlbertTokenizer(__lowerCAmelCase				,				keep_accents=__lowerCAmelCase   )

    __UpperCAmelCase						    =       tokenizer.tokenize("This is a test"   )
    self.assertListEqual(__lowerCAmelCase				,				["▁this", "▁is", "▁a", "▁test"]   )

    self.assertListEqual(tokenizer.convert_tokens_to_ids(__lowerCAmelCase   )				,				[48, 25, 21, 1_289]   )

    __UpperCAmelCase						    =       tokenizer.tokenize("I was born in 92000, and this is falsé."   )
    self.assertListEqual(
        __lowerCAmelCase				,				["▁i", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "é", "."]   )
    __UpperCAmelCase						    =       tokenizer.convert_tokens_to_ids(__lowerCAmelCase   )
    self.assertListEqual(__lowerCAmelCase				,				[31, 23, 386, 19, 561, 3_050, 15, 17, 48, 25, 8_256, 18, 1, 9]   )

    __UpperCAmelCase						    =       tokenizer.convert_ids_to_tokens(__lowerCAmelCase   )
    self.assertListEqual(
        __lowerCAmelCase				,				["▁i", "▁was", "▁born", "▁in", "▁9", "2000", ",", "▁and", "▁this", "▁is", "▁fal", "s", "<unk>", "."]				,				)






  def 	_UpperCAmelCase				(				self:			str   ) -> Dict:




    '''simple docstring'''




    __UpperCAmelCase						    =       AlbertTokenizer(__lowerCAmelCase   )

    __UpperCAmelCase						    =       tokenizer.encode("sequence builders"   )
    __UpperCAmelCase						    =       tokenizer.encode("multi-sequence build"   )

    __UpperCAmelCase						    =       tokenizer.build_inputs_with_special_tokens(__lowerCAmelCase   )
    __UpperCAmelCase						    =       tokenizer.build_inputs_with_special_tokens(__lowerCAmelCase				,				__lowerCAmelCase   )

    assert encoded_sentence == [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]
    assert encoded_pair == [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [
        tokenizer.sep_token_id
    ]






  @slow
  def 	_UpperCAmelCase				(				self:			Optional[int]   ) -> str:




    '''simple docstring'''




    __UpperCAmelCase						    =       {"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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "input_ids": [[2, 21_970, 13, 5, 6_092, 167, 28, 7_103, 2_153, 673, 8, 7_028, 12_051, 18, 17, 7_103, 2_153, 673, 8, 3_515, 18_684, 8, 4_461, 6, 1_927, 297, 8, 12_060, 2_607, 18, 13, 5, 4_461, 15, 10_538, 38, 8, 135, 15, 822, 58, 15, 993, 10_363, 15, 1_460, 8_005, 4_461, 15, 993, 255, 2_328, 9, 9, 9, 6, 26, 1_112, 816, 3_260, 13, 5, 103, 2_377, 6, 17, 1_112, 816, 2_782, 13, 5, 103, 10_641, 6, 29, 84, 2_512, 2_430, 782, 18_684, 2_761, 19, 808, 2_430, 2_556, 17, 855, 1_480, 9_477, 4_091, 128, 11_712, 15, 7_103, 2_153, 673, 17, 24_883, 9_990, 9, 3], [2, 11_502, 25, 1_006, 20, 782, 8, 11_809, 855, 1_732, 19_393, 18_667, 37, 367, 21_018, 69, 1_854, 34, 11_860, 19_124, 27, 156, 225, 17, 193, 4_141, 19, 65, 9_124, 9, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2, 14, 2_231, 886, 2_385, 17_659, 84, 14, 16_792, 1_952, 9, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "token_type_ids": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
    # fmt: on

    self.tokenizer_integration_test_util(
        expected_encoding=__lowerCAmelCase				,				model_name="albert-base-v2"				,				revision="6b6560eaf5ff2e250b00c50f380c5389a9c2d82e"				,				)



