



import argparse
import os
import re

import packaging.version


_lowerCamelCase						    =  """examples/"""
_lowerCamelCase						    =  {
    """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						    =  {
    """init""": """src/transformers/__init__.py""",
    """setup""": """setup.py""",
}
_lowerCamelCase						    =  """README.md"""






def 	_lowerCAmelCase						(				__lowerCamelCase   :     Tuple		,	__lowerCamelCase   :     Optional[int]		,	__lowerCamelCase   :     Union[str, Any]     ):



 """simple docstring"""





 with open(__lowerCamelCase		,	"r"		,	encoding="utf-8"		,	newline="\n"     ) as f:
  __SCREAMING_SNAKE_CASE       :    Dict       =	f.read()
 __SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE       :    str       =	REPLACE_PATTERNS[pattern]
 __SCREAMING_SNAKE_CASE       :    int       =	replace.replace("VERSION"		,	__lowerCamelCase     )
 __SCREAMING_SNAKE_CASE       :    List[Any]       =	re_pattern.sub(__lowerCamelCase		,	__lowerCamelCase     )
 with open(__lowerCamelCase		,	"w"		,	encoding="utf-8"		,	newline="\n"     ) as f:
  f.write(__lowerCamelCase     )






def 	_lowerCAmelCase						(				__lowerCamelCase   :     Any     ):



 """simple docstring"""





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






def 	_lowerCAmelCase						(				__lowerCamelCase   :     Dict		,	__lowerCamelCase   :     Optional[int]=False     ):



 """simple docstring"""





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






def 	_lowerCAmelCase						(				):



 """simple docstring"""





 __SCREAMING_SNAKE_CASE       :    Union[str, Any]       =	"🤗 Transformers currently provides the following architectures"
 __SCREAMING_SNAKE_CASE       :    Tuple       =	"1. Want to contribute a new model?"
 with open(__lowerCamelCase		,	"r"		,	encoding="utf-8"		,	newline="\n"     ) as f:
  __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	f.readlines()

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

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

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






def 	_lowerCAmelCase						(				):



 """simple docstring"""





 with open(REPLACE_FILES["init"]		,	"r"     ) as f:
  __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	f.read()
 __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	REPLACE_PATTERNS["init"][0].search(__lowerCamelCase     ).groups()[0]
 return packaging.version.parse(__lowerCamelCase     )






def 	_lowerCAmelCase						(				__lowerCamelCase   :     Union[str, Any]=False     ):



 """simple docstring"""





 __SCREAMING_SNAKE_CASE       :    Dict       =	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       :    Optional[Any]       =	default_version.base_version
 elif patch:
  __SCREAMING_SNAKE_CASE       :    Any       =	F"""{default_version.major}.{default_version.minor}.{default_version.micro + 1}"""
 else:
  __SCREAMING_SNAKE_CASE       :    Optional[int]       =	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(__lowerCamelCase     ) == 0:
  __SCREAMING_SNAKE_CASE       :    int       =	default_version

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






def 	_lowerCAmelCase						(				):



 """simple docstring"""





 __SCREAMING_SNAKE_CASE       :    int       =	get_version()
 __SCREAMING_SNAKE_CASE       :    int       =	F"""{current_version.major}.{current_version.minor + 1}.0.dev0"""
 __SCREAMING_SNAKE_CASE       :    int       =	current_version.base_version

 # Check with the user we got that right.
 __SCREAMING_SNAKE_CASE       :    str       =	input(F"""Which version are we developing now? [{dev_version}]"""     )
 if len(__lowerCamelCase     ) == 0:
  __SCREAMING_SNAKE_CASE       :    str       =	dev_version

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


if __name__ == "__main__":
      _lowerCamelCase						    =  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						    =  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()











from __future__ import annotations

import math
from collections import Counter
from string import ascii_lowercase






def 	_lowerCAmelCase						(				__lowerCamelCase   :     str     ):



 """simple docstring"""





 __SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE       :    Tuple       =	analyze_text(__lowerCamelCase     )
 __SCREAMING_SNAKE_CASE       :    List[Any]       =	list(" " + ascii_lowercase     )
 # what is our total sum of probabilities.
 __SCREAMING_SNAKE_CASE       :    int       =	sum(single_char_strings.values()     )

 # one length string
 __SCREAMING_SNAKE_CASE       :    str       =	0
 # for each alpha we go in our dict and if it is in it we calculate entropy
 for ch in my_alphas:
  if ch in single_char_strings:
   __SCREAMING_SNAKE_CASE       :    List[Any]       =	single_char_strings[ch]
   __SCREAMING_SNAKE_CASE       :    str       =	my_str / all_sum
   my_fir_sum += prob * math.loga(__lowerCamelCase     )  # entropy formula.

    # print entropy
 print(F"""{round(-1 * my_fir_sum     ):.1f}"""     )

 # two len string
 __SCREAMING_SNAKE_CASE       :    Optional[int]       =	sum(two_char_strings.values()     )
 __SCREAMING_SNAKE_CASE       :    int       =	0
 # for each alpha (two in size) calculate entropy.
 for cha in my_alphas:
  for cha in my_alphas:
   __SCREAMING_SNAKE_CASE       :    int       =	cha + cha
   if sequence in two_char_strings:
    __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	two_char_strings[sequence]
    __SCREAMING_SNAKE_CASE       :    Union[str, Any]       =	int(__lowerCamelCase     ) / all_sum
    my_sec_sum += prob * math.loga(__lowerCamelCase     )

    # print second entropy
 print(F"""{round(-1 * my_sec_sum     ):.1f}"""     )

 # print the difference between them
 print(F"""{round((-1 * my_sec_sum) - (-1 * my_fir_sum)     ):.1f}"""     )






def 	_lowerCAmelCase						(				__lowerCamelCase   :     str     ):



 """simple docstring"""





 __SCREAMING_SNAKE_CASE       :    Any       =	Counter()  # type: ignore
 __SCREAMING_SNAKE_CASE       :    int       =	Counter()  # type: ignore
 single_char_strings[text[-1]] += 1

 # first case when we have space at start.
 two_char_strings[" " + text[0]] += 1
 for i in range(0		,	len(__lowerCamelCase     ) - 1     ):
  single_char_strings[text[i]] += 1
  two_char_strings[text[i : i + 2]] += 1
 return single_char_strings, two_char_strings






def 	_lowerCAmelCase						(				):



 """simple docstring"""





 import doctest

 doctest.testmod()
 # text = (
 #     "Had repulsive dashwoods suspicion sincerity but advantage now him. Remark "
 #     "easily garret nor nay. Civil those mrs enjoy shy fat merry. You greatest "
 #     "jointure saw horrible. He private he on be imagine suppose. Fertile "
 #     "beloved evident through no service elderly is. Blind there if every no so "
 #     "at. Own neglected you preferred way sincerity delivered his attempted. To "
 #     "of message cottage windows do besides against uncivil.  Delightful "
 #     "unreserved impossible few estimating men favourable see entreaties. She "
 #     "propriety immediate was improving. He or entrance humoured likewise "
 #     "moderate. Much nor game son say feel. Fat make met can must form into "
 #     "gate. Me we offending prevailed discovery. "
 # )

 # calculate_prob(text)


if __name__ == "__main__":
      main()






