


import argparse
import os
import re

import packaging.version


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


def     lowercase	(    a     , a     , a ):



		'''simple docstring'''




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


def     lowercase	(    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     lowercase	(    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     lowercase	(    ):



		'''simple docstring'''




		SCREAMING_SNAKE_CASE_				:int				     =						"🤗 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_				:List[str]				     =						f.readlines()

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

		SCREAMING_SNAKE_CASE_				:int				     =						start_index
		# Update the lines in the model list.
		while not lines[index].startswith(_end_prompt ):
				if lines[index].startswith("1." ):
						SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						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     lowercase	(    ):



		'''simple docstring'''




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


def     lowercase	(    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_				:int				     =						default_version.base_version
		elif patch:
				SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						F"{default_version.major}.{default_version.minor}.{default_version.micro + 1}"
		else:
				SCREAMING_SNAKE_CASE_				:List[str]				     =						F"{default_version.major}.{default_version.minor + 1}.0"

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



		'''simple docstring'''




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

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










import logging
import os
from typing import List, TextIO, Union

from conllu import parse_incr
from utils_ner import InputExample, Split, TokenClassificationTask


SCREAMING_SNAKE_CASE__     					=			logging.getLogger(__name__)



class 						_UpperCAmelCase      (     lowercase							):






		def __init__(						self				:     Optional[int]   ,  UpperCAmelCase				:     Any=-1):
				# in NER datasets, the last column is usually reserved for NER label
				SCREAMING_SNAKE_CASE_				:Tuple				     =						label_idx






		def _snake_case		(						self				:     Tuple   ,  UpperCAmelCase				:     Any   ,  UpperCAmelCase				:     Union[Split, str]):
				if isinstance(UpperCAmelCase   ,  UpperCAmelCase):
						SCREAMING_SNAKE_CASE_				:List[Any]				     =						mode.value
				SCREAMING_SNAKE_CASE_				:Optional[Any]				     =						os.path.join(UpperCAmelCase   ,  F"{mode}.txt")
				SCREAMING_SNAKE_CASE_				:Tuple				     =						1
				SCREAMING_SNAKE_CASE_				:str				     =						[]
				with open(UpperCAmelCase   ,  encoding="utf-8") as f:
						SCREAMING_SNAKE_CASE_				:Tuple				     =						[]
						SCREAMING_SNAKE_CASE_				:int				     =						[]
						for line in f:
								if line.startswith("-DOCSTART-") or line == "" or line == "\n":
										if words:
												examples.append(InputExample(guid=F"{mode}-{guid_index}"   ,  words=UpperCAmelCase   ,  labels=UpperCAmelCase))
												guid_index += 1
												SCREAMING_SNAKE_CASE_				:Tuple				     =						[]
												SCREAMING_SNAKE_CASE_				:Any				     =						[]
								else:
										SCREAMING_SNAKE_CASE_				:int				     =						line.split(" ")
										words.append(splits[0])
										if len(UpperCAmelCase) > 1:
												labels.append(splits[self.label_idx].replace("\n"   ,  ""))
										else:
												# Examples could have no label for mode = "test"
												labels.append("O")
						if words:
								examples.append(InputExample(guid=F"{mode}-{guid_index}"   ,  words=UpperCAmelCase   ,  labels=UpperCAmelCase))
				return examples






		def _snake_case		(						self				:     List[Any]   ,  UpperCAmelCase				:     TextIO   ,  UpperCAmelCase				:     TextIO   ,  UpperCAmelCase				:     List):
				SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						0
				for line in test_input_reader:
						if line.startswith("-DOCSTART-") or line == "" or line == "\n":
								writer.write(UpperCAmelCase)
								if not preds_list[example_id]:
										example_id += 1
						elif preds_list[example_id]:
								SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						line.split()[0] + " " + preds_list[example_id].pop(0) + "\n"
								writer.write(UpperCAmelCase)
						else:
								logger.warning("Maximum sequence length exceeded: No prediction for '%s'."   ,  line.split()[0])







		def _snake_case		(						self				:     List[str]   ,  UpperCAmelCase				:     str):
				if path:
						with open(UpperCAmelCase   ,  "r") as f:
								SCREAMING_SNAKE_CASE_				:Any				     =						f.read().splitlines()
						if "O" not in labels:
								SCREAMING_SNAKE_CASE_				:Union[str, Any]				     =						["O"] + labels
						return labels
				else:
						return ["O", "B-MISC", "I-MISC", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC"]




class 						_UpperCAmelCase      (     lowercase							):






		def __init__(						self				:     Dict):
				# in CONLL2003 dataset chunk column is second-to-last
				super().__init__(label_idx=-2)







		def _snake_case		(						self				:     Union[str, Any]   ,  UpperCAmelCase				:     str):
				if path:
						with open(UpperCAmelCase   ,  "r") as f:
								SCREAMING_SNAKE_CASE_				:Optional[int]				     =						f.read().splitlines()
						if "O" not in labels:
								SCREAMING_SNAKE_CASE_				:Dict				     =						["O"] + labels
						return labels
				else:
						return [
						    "O",
						    "B-ADVP",
						    "B-INTJ",
						    "B-LST",
						    "B-PRT",
						    "B-NP",
						    "B-SBAR",
						    "B-VP",
						    "B-ADJP",
						    "B-CONJP",
						    "B-PP",
						    "I-ADVP",
						    "I-INTJ",
						    "I-LST",
						    "I-PRT",
						    "I-NP",
						    "I-SBAR",
						    "I-VP",
						    "I-ADJP",
						    "I-CONJP",
						    "I-PP",
						]




class 						_UpperCAmelCase      (     lowercase							):






		def _snake_case		(						self				:     int   ,  UpperCAmelCase				:     List[Any]   ,  UpperCAmelCase				:     Union[Split, str]):
				if isinstance(UpperCAmelCase   ,  UpperCAmelCase):
						SCREAMING_SNAKE_CASE_				:List[str]				     =						mode.value
				SCREAMING_SNAKE_CASE_				:List[str]				     =						os.path.join(UpperCAmelCase   ,  F"{mode}.txt")
				SCREAMING_SNAKE_CASE_				:Dict				     =						1
				SCREAMING_SNAKE_CASE_				:List[str]				     =						[]

				with open(UpperCAmelCase   ,  encoding="utf-8") as f:
						for sentence in parse_incr(UpperCAmelCase):
								SCREAMING_SNAKE_CASE_				:List[str]				     =						[]
								SCREAMING_SNAKE_CASE_				:int				     =						[]
								for token in sentence:
										words.append(token["form"])
										labels.append(token["upos"])
								assert len(UpperCAmelCase) == len(UpperCAmelCase)
								if words:
										examples.append(InputExample(guid=F"{mode}-{guid_index}"   ,  words=UpperCAmelCase   ,  labels=UpperCAmelCase))
										guid_index += 1
				return examples






		def _snake_case		(						self				:     List[Any]   ,  UpperCAmelCase				:     TextIO   ,  UpperCAmelCase				:     TextIO   ,  UpperCAmelCase				:     List):
				SCREAMING_SNAKE_CASE_				:List[str]				     =						0
				for sentence in parse_incr(UpperCAmelCase):
						SCREAMING_SNAKE_CASE_				:str				     =						preds_list[example_id]
						SCREAMING_SNAKE_CASE_				:List[Any]				     =						""
						for token in sentence:
								out += F"{token['form']} ({token['upos']}|{s_p.pop(0)}) "
						out += "\n"
						writer.write(UpperCAmelCase)
						example_id += 1







		def _snake_case		(						self				:     Tuple   ,  UpperCAmelCase				:     str):
				if path:
						with open(UpperCAmelCase   ,  "r") as f:
								return f.read().splitlines()
				else:
						return [
						    "ADJ",
						    "ADP",
						    "ADV",
						    "AUX",
						    "CCONJ",
						    "DET",
						    "INTJ",
						    "NOUN",
						    "NUM",
						    "PART",
						    "PRON",
						    "PROPN",
						    "PUNCT",
						    "SCONJ",
						    "SYM",
						    "VERB",
						    "X",
						]






