




import unittest

from .lib import (
    Matrix,
    Vector,
    axpy,
    square_zero_matrix,
    unit_basis_vector,
    zero_vector,
)
class  __a   (					unittest.TestCase	):


     """simple docstring"""


     def     __A							(      self     :					Tuple		)						->  None:


         '''simple docstring'''





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




     def     __A							(      self     :					int		)						->  None:


         '''simple docstring'''





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




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


         '''simple docstring'''





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




     def     __A							(      self     :					Dict		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Vector([1, 2]		)
         SCREAMING_SNAKE_CASE__        =Vector([1, 2, 3, 4, 5]		)
         SCREAMING_SNAKE_CASE__        =Vector([0, 0, 0, 0, 0, 0, 0, 0, 0, 0]		)
         SCREAMING_SNAKE_CASE__        =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     __A							(      self     :					int		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Vector([1, 2, 3]		)
         SCREAMING_SNAKE_CASE__        =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     __A							(      self     :					int		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Vector([1, 2, 3]		)
         SCREAMING_SNAKE_CASE__        =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     __A							(      self     :					Any		)						->  None:


         '''simple docstring'''





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




     def     __A							(      self     :					str		)						->  None:


         '''simple docstring'''





         self.assertEqual(str(zero_vector(1_0		)		).count("""0"""		)							,1_0		)




     def     __A							(      self     :					Tuple		)						->  None:


         '''simple docstring'''





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




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


         '''simple docstring'''





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




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


         '''simple docstring'''





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




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


         '''simple docstring'''





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




     def     __A							(      self     :					Any		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =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     __A							(      self     :					int		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,3							,3		)
         SCREAMING_SNAKE_CASE__        =[[-3, -1_4, -1_0], [-5, -1_0, -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     __A							(      self     :					Dict		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,3							,3		)
         SCREAMING_SNAKE_CASE__        =[[-3, 1_4, -1_0], [5, -1_0, 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     __A							(      self     :					List[Any]		)						->  None:


         '''simple docstring'''





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




     def     __A							(      self     :					str		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 3], [4, 5, 6], [7, 8, 9]]							,3							,3		)
         SCREAMING_SNAKE_CASE__        =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     __A							(      self     :					Optional[Any]		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =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     __A							(      self     :					Optional[Any]		)						->  None:


         '''simple docstring'''





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




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


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,3							,3		)
         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 1_0]]							,3							,3		)
         self.assertEqual("""|2,4,10|\n|4,8,10|\n|12,14,18|\n"""							,str(a + b		)		)




     def     __A							(      self     :					int		)						->  None:


         '''simple docstring'''





         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 3], [2, 4, 5], [6, 7, 8]]							,3							,3		)
         SCREAMING_SNAKE_CASE__        =Matrix([[1, 2, 7], [2, 4, 5], [6, 7, 1_0]]							,3							,3		)
         self.assertEqual("""|0,0,-4|\n|0,0,0|\n|0,0,-2|\n"""							,str(a - b		)		)




     def     __A							(      self     :					Tuple		)						->  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 multiprocessing
import time

from arguments import PretokenizationArguments
from datasets import load_dataset

from transformers import AutoTokenizer, HfArgumentParser







def   __lowerCamelCase   (				__a  :Optional[int]       )						->							str:






		"""simple docstring"""

		A__     =  {}
		A__     =  tokenizer(example["""content"""]       ,	truncation=__a       )["""input_ids"""]
		A__     =  len(example["""content"""]       ) / len(output["""input_ids"""]       )
		return output


A       :   Union[str, Any]					= HfArgumentParser(PretokenizationArguments)
A       :   str					= parser.parse_args()
if args.num_workers is None:
					A       :   Any					= multiprocessing.cpu_count()
A       :   int					= AutoTokenizer.from_pretrained(args.tokenizer_dir)

A       :   Optional[int]					= time.time()
A       :   int					= load_dataset(args.dataset_name, split='''train''')
print(F'''Dataset loaded in {time.time()-t_start:.2f}s''')

A       :   Optional[Any]					= time.time()
A       :   int					= ds.map(
    tokenize,
    num_proc=args.num_workers,
    remove_columns=[
        '''repo_name''',
        '''path''',
        '''copies''',
        '''size''',
        '''content''',
        '''license''',
        '''hash''',
        '''line_mean''',
        '''line_max''',
        '''alpha_frac''',
        '''autogenerated''',
    ],
)
print(F'''Dataset tokenized in {time.time()-t_start:.2f}s''')

A       :   Tuple					= time.time()
ds.push_to_hub(args.tokenized_data_repo)






print(F'''Data pushed to the hub in {time.time()-t_start:.2f}s''')



