


'''simple docstring'''



import argparse
import os
import re

import packaging.version


__UpperCAmelCase    :List[str]				       =     "examples/"
__UpperCAmelCase    :Dict				       =     {
    "examples": (re.compile(r"^check_min_version\(\"[^\"]+\"\)\s*$", re.MULTILINE), "check_min_version(\"VERSION\")\n"),
    "init": (re.compile(r"^__version__\s+=\s+\"([^\"]+)\"\s*$", re.MULTILINE), "__version__ = \"VERSION\"\n"),
    "setup": (re.compile(r"^(\s*)version\s*=\s*\"[^\"]+\",", re.MULTILINE), r"\1version=\"VERSION\","),
    "doc": (re.compile(r"^(\s*)release\s*=\s*\"[^\"]+\"$", re.MULTILINE), "release = \"VERSION\"\n"),
}
__UpperCAmelCase    :List[str]				       =     {
    "init": "src/transformers/__init__.py",
    "setup": "setup.py",
}
__UpperCAmelCase    :Any				       =     "README.md"




def 			_a			(		_lowercase      :			str    ,      _lowercase      :			Tuple    ,      _lowercase      :			List[str]						):





     '''simple docstring'''






     with open(__UpperCamelCase    ,      '''r'''    ,      encoding='''utf-8'''    ,      newline='''\n'''						) as f:
          __UpperCAmelCase			:				Tuple													=    f.read()
     __UpperCAmelCase							,     __UpperCAmelCase			:				Optional[Any]													=    REPLACE_PATTERNS[pattern]
     __UpperCAmelCase			:				int													=    replace.replace('''VERSION'''    ,      __UpperCamelCase						)
     __UpperCAmelCase			:				Optional[Any]													=    re_pattern.sub(__UpperCamelCase    ,      __UpperCamelCase						)
     with open(__UpperCamelCase    ,      '''w'''    ,      encoding='''utf-8'''    ,      newline='''\n'''						) as f:
          f.write(__UpperCamelCase						)




def 			_a			(		_lowercase      :			str						):





     '''simple docstring'''






     for folder, directories, fnames in os.walk(__UpperCamelCase						):
          # Removing some of the folders with non-actively maintained examples from the walk
          if "research_projects" in directories:
               directories.remove('''research_projects'''						)
          if "legacy" in directories:
               directories.remove('''legacy'''						)
          for fname in fnames:
               if fname.endswith('''.py'''						):
                    update_version_in_file(os.path.join(__UpperCamelCase    ,      __UpperCamelCase						)    ,      __UpperCamelCase    ,      pattern='''examples'''						)




def 			_a			(		_lowercase      :			Optional[int]    ,      _lowercase      :			Optional[Any]=False						):





     '''simple docstring'''






     for pattern, fname in REPLACE_FILES.items():
          update_version_in_file(__UpperCamelCase    ,      __UpperCamelCase    ,      __UpperCamelCase						)
     if not patch:
          update_version_in_examples(__UpperCamelCase						)




def 			_a			(		):





     '''simple docstring'''






     __UpperCAmelCase			:				Tuple													=    '''🤗 Transformers currently provides the following architectures'''
     __UpperCAmelCase			:				Tuple													=    '''1. Want to contribute a new model?'''
     with open(__UpperCamelCase    ,      '''r'''    ,      encoding='''utf-8'''    ,      newline='''\n'''						) as f:
          __UpperCAmelCase			:				Optional[int]													=    f.readlines()

     # Find the start of the list.
     __UpperCAmelCase			:				Dict													=    0
     while not lines[start_index].startswith(_start_prompt						):
          start_index += 1
     start_index += 1

     __UpperCAmelCase			:				Union[str, Any]													=    start_index
     # Update the lines in the model list.
     while not lines[index].startswith(_end_prompt						):
          if lines[index].startswith('''1.'''						):
               __UpperCAmelCase			:				str													=    lines[index].replace(
                   '''https://huggingface.co/docs/transformers/main/model_doc'''    ,      '''https://huggingface.co/docs/transformers/model_doc'''    ,      )
          index += 1

     with open(__UpperCamelCase    ,      '''w'''    ,      encoding='''utf-8'''    ,      newline='''\n'''						) as f:
          f.writelines(__UpperCamelCase						)




def 			_a			(		):





     '''simple docstring'''






     with open(REPLACE_FILES['''init''']    ,      '''r'''						) as f:
          __UpperCAmelCase			:				int													=    f.read()
     __UpperCAmelCase			:				Dict													=    REPLACE_PATTERNS['''init'''][0].search(__UpperCamelCase						).groups()[0]
     return packaging.version.parse(__UpperCamelCase						)




def 			_a			(		_lowercase      :			str=False						):





     '''simple docstring'''






     __UpperCAmelCase			:				Any													=    get_version()
     if patch and default_version.is_devrelease:
          raise ValueError('''Can\'t create a patch version from the dev branch, checkout a released version!'''						)
     if default_version.is_devrelease:
          __UpperCAmelCase			:				List[str]													=    default_version.base_version
     elif patch:
          __UpperCAmelCase			:				Optional[Any]													=    F'{default_version.major}.{default_version.minor}.{default_version.micro + 1}'
     else:
          __UpperCAmelCase			:				Any													=    F'{default_version.major}.{default_version.minor + 1}.0'

     # Now let's ask nicely if that's the right one.
     __UpperCAmelCase			:				str													=    input(F'Which version are you releasing? [{default_version}]'						)
     if len(__UpperCamelCase						) == 0:
          __UpperCAmelCase			:				str													=    default_version

     print(F'Updating version to {version}.'						)
     global_version_update(__UpperCamelCase    ,      patch=__UpperCamelCase						)
     if not patch:
          print('''Cleaning main README, don\'t forget to run `make fix-copies`.'''						)
          clean_main_ref_in_model_list()




def 			_a			(		):





     '''simple docstring'''






     __UpperCAmelCase			:				Optional[Any]													=    get_version()
     __UpperCAmelCase			:				int													=    F'{current_version.major}.{current_version.minor + 1}.0.dev0'
     __UpperCAmelCase			:				Optional[Any]													=    current_version.base_version

     # Check with the user we got that right.
     __UpperCAmelCase			:				Tuple													=    input(F'Which version are we developing now? [{dev_version}]'						)
     if len(__UpperCamelCase						) == 0:
          __UpperCAmelCase			:				Tuple													=    dev_version

     print(F'Updating version to {version}.'						)
     global_version_update(__UpperCamelCase						)
     print('''Cleaning main README, don\'t forget to run `make fix-copies`.'''						)
     clean_main_ref_in_model_list()


if __name__ == "__main__":
      __UpperCAmelCase    :Tuple				       =     argparse.ArgumentParser()
      parser.add_argument("--post_release", action="store_true", help="Whether this is pre or post release.")
      parser.add_argument("--patch", action="store_true", help="Whether or not this is a patch release.")
      __UpperCAmelCase    :Optional[Any]				       =     parser.parse_args()
      if not args.post_release:
            pre_release_work(patch=args.patch)
      elif args.patch:
            print("Nothing to do after a patch :-)")
      else:
            post_release_work()



'''simple docstring'''



from itertools import product

from cva import COLOR_BGR2GRAY, cvtColor, imread, imshow, waitKey
from numpy import dot, exp, mgrid, pi, ravel, square, uinta, zeros




def 			_a			(		_lowercase      :			Optional[Any]    ,      _lowercase      :			List[Any]						):





     '''simple docstring'''






     __UpperCAmelCase			:				Dict													=    k_size // 2
     __UpperCAmelCase							,     __UpperCAmelCase			:				Any													=    mgrid[0 - center : k_size - center, 0 - center : k_size - center]
     __UpperCAmelCase			:				Optional[int]													=    1 / (2 * pi * sigma) * exp(-(square(_lowercase						) + square(_lowercase						)) / (2 * square(_lowercase						))						)
     return g




def 			_a			(		_lowercase      :			str    ,      _lowercase      :			List[str]    ,      _lowercase      :			Optional[Any]						):





     '''simple docstring'''






     __UpperCAmelCase							,     __UpperCAmelCase			:				Any													=    image.shape[0], image.shape[1]
     # dst image height and width
     __UpperCAmelCase			:				Any													=    height - k_size + 1
     __UpperCAmelCase			:				str													=    width - k_size + 1

     # im2col, turn the k_size*k_size pixels into a row and np.vstack all rows
     __UpperCAmelCase			:				Optional[int]													=    zeros((dst_height * dst_width, k_size * k_size)						)
     __UpperCAmelCase			:				Optional[Any]													=    0
     for i, j in product(range(_lowercase						)    ,      range(_lowercase						)						):
          __UpperCAmelCase			:				List[Any]													=    ravel(image[i : i + k_size, j : j + k_size]						)
          __UpperCAmelCase			:				Optional[int]													=    window
          row += 1

     #  turn the kernel into shape(k*k, 1)
     __UpperCAmelCase			:				str													=    gen_gaussian_kernel(_lowercase    ,      _lowercase						)
     __UpperCAmelCase			:				Union[str, Any]													=    ravel(_lowercase						)

     # reshape and get the dst image
     __UpperCAmelCase			:				Optional[int]													=    dot(_lowercase    ,      _lowercase						).reshape(_lowercase    ,      _lowercase						).astype(_lowercase						)

     return dst


if __name__ == "__main__":
      # read original image
      __UpperCAmelCase    :Dict				       =     imread(r"../image_data/lena.jpg")
      # turn image in gray scale value
      __UpperCAmelCase    :Tuple				       =     cvtColor(img, COLOR_BGR2GRAY)

      # get values with two different mask size
      __UpperCAmelCase    :Tuple				       =     gaussian_filter(gray, 3, sigma=1)
      __UpperCAmelCase    :Optional[Any]				       =     gaussian_filter(gray, 5, sigma=0.8)

      # show result images
      imshow("gaussian filter with 3x3 mask", gaussianaxa)
      imshow("gaussian filter with 5x5 mask", gaussianaxa)
      waitKey()