

import argparse
import os
import re

import packaging.version


lowerCAmelCase   :      List[str]     =     """examples/"""
lowerCAmelCase   :      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"""),
}
lowerCAmelCase   :      int     =     {
    """init""": """src/transformers/__init__.py""",
    """setup""": """setup.py""",
}
lowerCAmelCase   :      Optional[int]     =     """README.md"""

def       A_     (							a    ,      a    ,      a     ):

      """simple docstring"""



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

def       A_     (							a     ):

      """simple docstring"""



      for folder, directories, fnames in os.walk(a     ):
            # 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(a    ,      a     )    ,      a    ,      pattern='examples'     )

def       A_     (							a    ,      a=False     ):

      """simple docstring"""



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

def       A_     (							):

      """simple docstring"""



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

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

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

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

def       A_     (							):

      """simple docstring"""



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

def       A_     (							a=False     ):

      """simple docstring"""



      SCREAMING_SNAKE_CASE_ :     str							=   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:
            SCREAMING_SNAKE_CASE_ :     Union[str, Any]							=   default_version.base_version
      elif patch:
            SCREAMING_SNAKE_CASE_ :     List[str]							=   f"{default_version.major}.{default_version.minor}.{default_version.micro + 1}"
      else:
            SCREAMING_SNAKE_CASE_ :     Dict							=   f"{default_version.major}.{default_version.minor + 1}.0"

      # Now let's ask nicely if that's the right one.
      SCREAMING_SNAKE_CASE_ :     Any							=   input(f"Which version are you releasing? [{default_version}]"     )
      if len(a     ) == 0:
            SCREAMING_SNAKE_CASE_ :     Optional[Any]							=   default_version

      print(f"Updating version to {version}."     )
      global_version_update(a    ,      patch=a     )
      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"""



      SCREAMING_SNAKE_CASE_ :     Any							=   get_version()
      SCREAMING_SNAKE_CASE_ :     Optional[Any]							=   f"{current_version.major}.{current_version.minor + 1}.0.dev0"
      SCREAMING_SNAKE_CASE_ :     Optional[Any]							=   current_version.base_version

      # Check with the user we got that right.
      SCREAMING_SNAKE_CASE_ :     Tuple							=   input(f"Which version are we developing now? [{dev_version}]"     )
      if len(a     ) == 0:
            SCREAMING_SNAKE_CASE_ :     int							=   dev_version

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


if __name__ == "__main__":
    lowerCAmelCase   :      List[Any]     =     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.')
    lowerCAmelCase   :      int     =     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'''

import doctest
from collections import deque

import numpy as np



class 			UpperCAmelCase  :





       '''simple docstring'''



       def __init__(						self )  ->  None:
        lowercase__				:    str  =					[2, 1, 2, -1]
        lowercase__				:    str  =					[1, 2, 3, 4]


       def _lowerCAmelCase(						self )  ->  list[float]:
        lowercase__				:    Optional[Any]  =					len(self.first_signal )
        lowercase__				:    Union[str, Any]  =					len(self.second_signal )

        lowercase__				:    int  =					max(__lowerCAmelCase	,   __lowerCAmelCase )

        # create a zero matrix of max_length x max_length
        lowercase__				:    List[str]  =					[[0] * max_length for i in range(__lowerCAmelCase )]

        # fills the smaller signal with zeros to make both signals of same length
        if length_first_signal < length_second_signal:
         self.first_signal += [0] * (max_length - length_first_signal)
        elif length_first_signal > length_second_signal:
         self.second_signal += [0] * (max_length - length_second_signal)
        for i in range(__lowerCAmelCase ):
         lowercase__				:    int  =					deque(self.second_signal )
         rotated_signal.rotate(__lowerCAmelCase )
         for j, item in enumerate(__lowerCAmelCase ):
          matrix[i][j] += item

        # multiply the matrix with the first signal
        lowercase__				:    Optional[int]  =					np.matmul(np.transpose(__lowerCAmelCase )	,   np.transpose(self.first_signal ) )

        # rounding-off to two decimal places
        return [round(__lowerCAmelCase	,   2 ) for i in final_signal]


if __name__ == "__main__":
  doctest.testmod()

