



'''simple docstring'''






from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters




def     snake_case_					(     )->		Dict:





       '''simple docstring'''


       _UpperCAmelCase  :						List[str]			     = {
           '''repo_name''': ['''test_repo1''', '''test_repo2''', '''test_repo3'''],
           '''path''': ['''test_1.py''', '''test_2.py''', '''unit_test.py'''],
           '''content''': ['''a ''' * 20, '''a ''' * 30, '''b ''' * 7],
       }
       _UpperCAmelCase  :						int			     = Dataset.from_dict(_a		)
       return dataset



class 							lowercase       (  lowerCAmelCase__				):


 """simple docstring"""


 def _snake_case (							self							)		->   int:
        _UpperCAmelCase  :						Any			     = get_dataset()
        _UpperCAmelCase  :						List[Any]			     = make_duplicate_clusters(lowercase_  ,0.85							)
        self.assertEqual(len(duplicate_clusters[0]							)  ,2							)







 def _snake_case (							self							)		->   Optional[Any]:
        _UpperCAmelCase  :						Any			     = get_dataset()
        _UpperCAmelCase  :						List[str]			     = deduplicate_dataset(lowercase_							)
        self.assertEqual(len(lowercase_							)  ,2							)
        print(lowercase_							)
        self.assertEqual(duplicate_clusters[0][0]["""copies"""]  ,2							)
        self.assertEqual(duplicate_clusters[0][0]["""is_extreme"""]  ,lowercase_							)








"""simple docstring"""

import copy
import os

import cva
import numpy as np
from matplotlib import pyplot as plt




class        _UpperCAmelCase       :

 def __init__(     self		:       List[Any]				):
     snake_case_ :     List[str]				=	''''''
     snake_case_ :     Tuple				=	''''''
     snake_case_ :     int				=	[]
     snake_case_ :     Optional[int]				=	0
     snake_case_ :     Optional[Any]				=	256
     snake_case_ :     Tuple				=	0
     snake_case_ :     Tuple				=	0
     snake_case_ :     Optional[Any]				=	0
     snake_case_ :     Any				=	0

 def 						_snake_case					(     self		:       Optional[Any]  ,     lowercase_		:       List[Any]				):
     snake_case_ :     List[Any]				=	cva.imread(lowercase_  ,     0				)
     snake_case_ :     Tuple				=	copy.deepcopy(self.img				)
     snake_case_,	snake_case_,	snake_case_ :     List[Any]				=	plt.hist(self.img.ravel()  ,     256  ,     [0, 256]  ,     label='''x'''				)
     snake_case_ :     str				=	np.sum(lowercase_				)
     for i in range(len(lowercase_				)				):
         snake_case_ :     Optional[Any]				=	x[i] / self.k
         self.sk += prk
         snake_case_ :     Any				=	(self.L - 1) * self.sk
         if self.rem != 0:
             snake_case_ :     Dict				=	int(last % last				)
         snake_case_ :     Union[str, Any]				=	int(last + 1 if self.rem >= 0.5 else last				)
         self.last_list.append(lowercase_				)
         snake_case_ :     int				=	int(np.ma.count(self.img				) / self.img[1].size				)
         snake_case_ :     Tuple				=	self.img[1].size
     for i in range(self.number_of_cols				):
         for j in range(self.number_of_rows				):
             snake_case_ :     Union[str, Any]				=	self.img[j][i]
             if num != self.last_list[num]:
                 snake_case_ :     List[str]				=	self.last_list[num]
     cva.imwrite('''output_data/output.jpg'''  ,     self.img				)

 def 						_snake_case					(     self		:       Tuple				):
     plt.hist(self.img.ravel()  ,     256  ,     [0, 256]				)






 def 						_snake_case					(     self		:       int				):
     cva.imshow('''Output-Image'''  ,     self.img				)
     cva.imshow('''Input-Image'''  ,     self.original_image				)
     cva.waitKey(5000				)
     cva.destroyAllWindows()


if __name__ == "__main__":
     lowercase__    :  Any							    =	os.path.join(os.path.basename(__file__), '''image_data/input.jpg''')
     lowercase__    :  Any							    =	ConstantStretch()
     stretcher.stretch(file_path)
     stretcher.plot_histogram()
     stretcher.show_image()





