





import dataclasses
import json
import sys
import types
from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError
from copy import copy
from enum import Enum
from inspect import isclass
from pathlib import Path
from typing import Any, Callable, Dict, Iterable, List, Literal, NewType, Optional, Tuple, Union, get_type_hints

import yaml


snake_case_							=			NewType('''DataClass''', Any)
snake_case_							=			NewType('''DataClassType''', Any)


def 					A__	(       SCREAMING_SNAKE_CASE_		)   ->     List[str]:







  if isinstance(_lowercase							,       _lowercase		):
    return v
  if v.lower() in ("yes", "true", "t", "y", "1"):
    return True
  elif v.lower() in ("no", "false", "f", "n", "0"):
    return False
  else:
    raise ArgumentTypeError(
        F"Truthy value expected: got {v} but expected one of yes/no, true/false, t/f, y/n, 1/0 (case insensitive)."		)


def 					A__	(       SCREAMING_SNAKE_CASE_		)   ->     Tuple:
  lowerCamelCase   : Optional[int]								={str(_lowercase		): choice for choice in choices}
  return lambda SCREAMING_SNAKE_CASE_		: str_to_choice.get(_lowercase							,       _lowercase		)


def 					A__	(       *,
    SCREAMING_SNAKE_CASE_ = None							,       SCREAMING_SNAKE_CASE_ = None							,       SCREAMING_SNAKE_CASE_ = dataclasses.MISSING							,       SCREAMING_SNAKE_CASE_ = dataclasses.MISSING							,       SCREAMING_SNAKE_CASE_ = None							,       **SCREAMING_SNAKE_CASE_							,       )   ->     Dict:







  if metadata is None:
    # Important, don't use as default param in function signature because dict is mutable and shared across function calls
    lowerCamelCase   : List[str]								={}
  if aliases is not None:
    lowerCamelCase   : Union[str, Any]								=aliases
  if help is not None:
    lowerCamelCase   : Tuple								=help

  return dataclasses.field(metadata=_lowercase							,       default=_lowercase							,       default_factory=_lowercase							,       **_lowercase		)



class        snake_case_		(			_A):
  lowerCamelCase    :Tuple						=     42







  def __init__(		self			,     __lowercase			,     **__lowercase   )				->   str:
    # To make the default appear when using --help
    if "formatter_class" not in kwargs:
      lowerCamelCase   : List[Any]								=ArgumentDefaultsHelpFormatter
    super().__init__(**__A   )
    if dataclasses.is_dataclass(__A   ):
      lowerCamelCase   : Dict								=[dataclass_types]
    lowerCamelCase   : int								=list(__A   )
    for dtype in self.dataclass_types:
      self._add_dataclass_arguments(__A   )







  @staticmethod
  def 			__lowercase   (		__lowercase			,     __lowercase   )				->   str:
    lowerCamelCase   : str								=F"--{field.name}"
    lowerCamelCase   : str								=field.metadata.copy()
    # field.metadata is not used at all by Data Classes,
    # it is provided as a third-party extension mechanism.
    if isinstance(field.type			,     __A   ):
      raise RuntimeError(
          '''Unresolved type detected, which should have been done with the help of '''
          '''`typing.get_type_hints` method by default'''   )

    lowerCamelCase   : Optional[int]								=kwargs.pop('''aliases'''			,     []   )
    if isinstance(__A			,     __A   ):
      lowerCamelCase   : List[str]								=[aliases]

    lowerCamelCase   : List[str]								=getattr(field.type			,     '''__origin__'''			,     field.type   )
    if origin_type is Union or (hasattr(__A			,     '''UnionType'''   ) and isinstance(__A			,     types.UnionType   )):
      if str not in field.type.__args__ and (
          len(field.type.__args__   ) != 2 or type(__A   ) not in field.type.__args__
      ):
        raise ValueError(
            '''Only `Union[X, NoneType]` (i.e., `Optional[X]`) is allowed for `Union` because'''
            ''' the argument parser only supports one type per argument.'''
            F" Problem encountered in field '{field.name}'."   )
      if type(__A   ) not in field.type.__args__:
        # filter `str` in Union
        lowerCamelCase   : Union[str, Any]								=field.type.__args__[0] if field.type.__args__[1] == str else field.type.__args__[1]
        lowerCamelCase   : Any								=getattr(field.type			,     '''__origin__'''			,     field.type   )
      elif bool not in field.type.__args__:
        # filter `NoneType` in Union (except for `Union[bool, NoneType]`)
        lowerCamelCase   : str								=(
            field.type.__args__[0] if isinstance(__A			,     field.type.__args__[1]   ) else field.type.__args__[1]
        )
        lowerCamelCase   : List[Any]								=getattr(field.type			,     '''__origin__'''			,     field.type   )

        # A variable to store kwargs for a boolean field, if needed
        # so that we can init a `no_*` complement argument (see below)
    lowerCamelCase   : List[str]								={}
    if origin_type is Literal or (isinstance(field.type			,     __A   ) and issubclass(field.type			,     __A   )):
      if origin_type is Literal:
        lowerCamelCase   : Optional[int]								=field.type.__args__
      else:
        lowerCamelCase   : int								=[x.value for x in field.type]

      lowerCamelCase   : Optional[Any]								=make_choice_type_function(kwargs['''choices''']   )

      if field.default is not dataclasses.MISSING:
        lowerCamelCase   : Dict								=field.default
      else:
        lowerCamelCase   : Dict								=True
    elif field.type is bool or field.type == Optional[bool]:
      # Copy the currect kwargs to use to instantiate a `no_*` complement argument below.
      # We do not initialize it here because the `no_*` alternative must be instantiated after the real argument
      lowerCamelCase   : Dict								=copy(__A   )

      # Hack because type=bool in argparse does not behave as we want.
      lowerCamelCase   : Optional[int]								=string_to_bool
      if field.type is bool or (field.default is not None and field.default is not dataclasses.MISSING):
        # Default value is False if we have no default when of type bool.
        lowerCamelCase   : List[Any]								=False if field.default is dataclasses.MISSING else field.default
        # This is the value that will get picked if we don't include --field_name in any way
        lowerCamelCase   : Dict								=default
        # This tells argparse we accept 0 or 1 value after --field_name
        lowerCamelCase   : Any								='''?'''
        # This is the value that will get picked if we do --field_name (without value)
        lowerCamelCase   : Optional[Any]								=True
    elif isclass(__A   ) and issubclass(__A			,     __A   ):
      lowerCamelCase   : Optional[int]								=field.type.__args__[0]
      lowerCamelCase   : Tuple								='''+'''
      if field.default_factory is not dataclasses.MISSING:
        lowerCamelCase   : Optional[int]								=field.default_factory()
      elif field.default is dataclasses.MISSING:
        lowerCamelCase   : Optional[Any]								=True
    else:
      lowerCamelCase   : Union[str, Any]								=field.type
      if field.default is not dataclasses.MISSING:
        lowerCamelCase   : int								=field.default
      elif field.default_factory is not dataclasses.MISSING:
        lowerCamelCase   : int								=field.default_factory()
      else:
        lowerCamelCase   : List[str]								=True
    parser.add_argument(__A			,     *__A			,     **__A   )

    # Add a complement `no_*` argument for a boolean field AFTER the initial field has already been added.
    # Order is important for arguments with the same destination!
    # We use a copy of earlier kwargs because the original kwargs have changed a lot before reaching down
    # here and we do not need those changes/additional keys.
    if field.default is True and (field.type is bool or field.type == Optional[bool]):
      lowerCamelCase   : Optional[int]								=False
      parser.add_argument(F"--no_{field.name}"			,     action='''store_false'''			,     dest=field.name			,     **__A   )







  def 			__lowercase   (		self			,     __lowercase   )				->   List[Any]:
    if hasattr(__A			,     '''_argument_group_name'''   ):
      lowerCamelCase   : Tuple								=self.add_argument_group(dtype._argument_group_name   )
    else:
      lowerCamelCase   : Union[str, Any]								=self

    try:
      lowerCamelCase   : Tuple								=get_type_hints(__A   )
    except NameError:
      raise RuntimeError(
          F"Type resolution failed for {dtype}. Try declaring the class in global scope or "
          '''removing line of `from __future__ import annotations` which opts in Postponed '''
          '''Evaluation of Annotations (PEP 563)'''   )
    except TypeError as ex:
      # Remove this block when we drop Python 3.9 support
      if sys.version_info[:2] < (3, 1_0) and "unsupported operand type(s) for |" in str(__A   ):
        lowerCamelCase   : Tuple								='''.'''.join(map(__A			,     sys.version_info[:3]   )   )
        raise RuntimeError(
            F"Type resolution failed for {dtype} on Python {python_version}. Try removing "
            '''line of `from __future__ import annotations` which opts in union types as '''
            '''`X | Y` (PEP 604) via Postponed Evaluation of Annotations (PEP 563). To '''
            '''support Python versions that lower than 3.10, you need to use '''
            '''`typing.Union[X, Y]` instead of `X | Y` and `typing.Optional[X]` instead of '''
            '''`X | None`.'''   ) from ex
      raise

    for field in dataclasses.fields(__A   ):
      if not field.init:
        continue
      lowerCamelCase   : Optional[int]								=type_hints[field.name]
      self._parse_dataclass_field(__A			,     __A   )







  def 			__lowercase   (		self			,     __lowercase=None			,     __lowercase=False			,     __lowercase=True			,     __lowercase=None			,     __lowercase=None			,     )				->   Tuple[DataClass, ...]:

    if args_file_flag or args_filename or (look_for_args_file and len(sys.argv   )):
      lowerCamelCase   : Dict								=[]

      if args_filename:
        args_files.append(Path(__A   )   )
      elif look_for_args_file and len(sys.argv   ):
        args_files.append(Path(sys.argv[0]   ).with_suffix('''.args'''   )   )

      # args files specified via command line flag should overwrite default args files so we add them last
      if args_file_flag:
        # Create special parser just to extract the args_file_flag values
        lowerCamelCase   : Optional[int]								=ArgumentParser()
        args_file_parser.add_argument(__A			,     type=__A			,     action='''append'''   )

        # Use only remaining args for further parsing (remove the args_file_flag)
        lowerCamelCase		,   lowerCamelCase   : Union[str, Any]								=args_file_parser.parse_known_args(args=__A   )
        lowerCamelCase   : Tuple								=vars(__A   ).get(args_file_flag.lstrip('''-'''   )			,     __A   )

        if cmd_args_file_paths:
          args_files.extend([Path(__A   ) for p in cmd_args_file_paths]   )

      lowerCamelCase   : Dict								=[]
      for args_file in args_files:
        if args_file.exists():
          file_args += args_file.read_text().split()

            # in case of duplicate arguments the last one has precedence
            # args specified via the command line should overwrite args from files, so we add them last
      lowerCamelCase   : Any								=file_args + args if args is not None else file_args + sys.argv[1:]
    lowerCamelCase		,   lowerCamelCase   : Optional[Any]								=self.parse_known_args(args=__A   )
    lowerCamelCase   : int								=[]
    for dtype in self.dataclass_types:
      lowerCamelCase   : Union[str, Any]								={f.name for f in dataclasses.fields(__A   ) if f.init}
      lowerCamelCase   : int								={k: v for k, v in vars(__A   ).items() if k in keys}
      for k in keys:
        delattr(__A			,     __A   )
      lowerCamelCase   : int								=dtype(**__A   )
      outputs.append(__A   )
    if len(namespace.__dict__   ) > 0:
      # additional namespace.
      outputs.append(__A   )
    if return_remaining_strings:
      return (*outputs, remaining_args)
    else:
      if remaining_args:
        raise ValueError(F"Some specified arguments are not used by the HfArgumentParser: {remaining_args}"   )

      return (*outputs,)







  def 			__lowercase   (		self			,     __lowercase			,     __lowercase = False   )				->   Tuple[DataClass, ...]:
    lowerCamelCase   : int								=set(args.keys()   )
    lowerCamelCase   : Any								=[]
    for dtype in self.dataclass_types:
      lowerCamelCase   : Optional[int]								={f.name for f in dataclasses.fields(__A   ) if f.init}
      lowerCamelCase   : str								={k: v for k, v in args.items() if k in keys}
      unused_keys.difference_update(inputs.keys()   )
      lowerCamelCase   : Optional[Any]								=dtype(**__A   )
      outputs.append(__A   )
    if not allow_extra_keys and unused_keys:
      raise ValueError(F"Some keys are not used by the HfArgumentParser: {sorted(__A   )}"   )
    return tuple(__A   )







  def 			__lowercase   (		self			,     __lowercase			,     __lowercase = False   )				->   Tuple[DataClass, ...]:
    with open(Path(__A   )			,     encoding='''utf-8'''   ) as open_json_file:
      lowerCamelCase   : str								=json.loads(open_json_file.read()   )
    lowerCamelCase   : Tuple								=self.parse_dict(__A			,     allow_extra_keys=__A   )
    return tuple(__A   )







  def 			__lowercase   (		self			,     __lowercase			,     __lowercase = False   )				->   Tuple[DataClass, ...]:
    lowerCamelCase   : Optional[int]								=self.parse_dict(yaml.safe_load(Path(__A   ).read_text()   )			,     allow_extra_keys=__A   )
    return tuple(__A   )








import collections
import json
import math
import os
import re
import time
from fnmatch import fnmatch
from typing import Dict

import requests
from slack_sdk import WebClient


snake_case_							=			WebClient(token=os.environ['''CI_SLACK_BOT_TOKEN'''])


def 					A__	(       SCREAMING_SNAKE_CASE_		)   ->     int:
		lowerCamelCase   : Tuple								=test_results.split(''' '''		)

		lowerCamelCase   : List[str]								=0
		lowerCamelCase   : Optional[Any]								=0

		# When the output is short enough, the output is surrounded by = signs: "== OUTPUT =="
		# When it is too long, those signs are not present.
		lowerCamelCase   : Optional[int]								=expressions[-2] if '''=''' in expressions[-1] else expressions[-1]

		for i, expression in enumerate(SCREAMING_SNAKE_CASE_		):
				if "failed" in expression:
						failed += int(expressions[i - 1]		)
				if "passed" in expression:
						success += int(expressions[i - 1]		)

		return failed, success, time_spent


def 					A__	(       SCREAMING_SNAKE_CASE_		)   ->     int:
		lowerCamelCase   : Union[str, Any]								={}
		lowerCamelCase   : Tuple								=None
		lowerCamelCase   : List[str]								=False
		for line in failures_short_lines.split('''\n'''		):
				if re.search(R'''_ \[doctest\]'''							,       SCREAMING_SNAKE_CASE_		):
						lowerCamelCase   : Optional[int]								=True
						lowerCamelCase   : Any								=line.split(''' '''		)[2]
				elif in_error and not line.split(''' '''		)[0].isdigit():
						lowerCamelCase   : Tuple								=line
						lowerCamelCase   : Optional[Any]								=False

		return failures
class        snake_case_		:







		def __init__(		self			,     __lowercase			,     __lowercase   )				->   Any:
				lowerCamelCase   : Optional[int]								=title

				lowerCamelCase   : Optional[int]								=doc_test_results['''time_spent'''].split(''','''   )[0]
				lowerCamelCase   : List[str]								=doc_test_results['''success''']
				lowerCamelCase   : Tuple								=doc_test_results['''failures''']
				lowerCamelCase   : List[Any]								=self.n_success + self.n_failures

				# Failures and success of the modeling tests
				lowerCamelCase   : Union[str, Any]								=doc_test_results







		@property
		def 			__lowercase   (		self   )				->   str:
				lowerCamelCase   : List[str]								=[self._time_spent]
				lowerCamelCase   : List[str]								=0

				for time in time_spent:
						lowerCamelCase   : List[str]								=time.split(''':'''   )

						# Time can be formatted as xx:xx:xx, as .xx, or as x.xx if the time spent was less than a minute.
						if len(__lowercase   ) == 1:
								lowerCamelCase   : Any								=[0, 0, time_parts[0]]

						lowerCamelCase		,   lowerCamelCase		,   lowerCamelCase   : Optional[int]								=int(time_parts[0]   ), int(time_parts[1]   ), float(time_parts[2]   )
						total_secs += hours * 3_6_0_0 + minutes * 6_0 + seconds

				lowerCamelCase		,   lowerCamelCase		,   lowerCamelCase   : List[str]								=total_secs // 3_6_0_0, (total_secs % 3_6_0_0) // 6_0, total_secs % 6_0
				return F"{int(__lowercase   )}h{int(__lowercase   )}m{int(__lowercase   )}s"







		@property
		def 			__lowercase   (		self   )				->   Dict:
				return {"type": "header", "text": {"type": "plain_text", "text": self.title}}







		@property
		def 			__lowercase   (		self   )				->   Dict:
				return {
				    "type": "section",
				    "text": {
				        "type": "plain_text",
				        "text": F"🌞 There were no failures: all {self.n_tests} tests passed. The suite ran in {self.time}.",
				        "emoji": True,
				    },
				    "accessory": {
				        "type": "button",
				        "text": {"type": "plain_text", "text": "Check Action results", "emoji": True},
				        "url": F"https://github.com/huggingface/transformers/actions/runs/{os.environ['GITHUB_RUN_ID']}",
				    },
				}







		@property
		def 			__lowercase   (		self   )				->   Dict:
				return {
				    "type": "section",
				    "text": {
				        "type": "plain_text",
				        "text": (
				            F"There were {self.n_failures} failures, out of {self.n_tests} tests.\nThe suite ran in"
				            F" {self.time}."
				        ),
				        "emoji": True,
				    },
				    "accessory": {
				        "type": "button",
				        "text": {"type": "plain_text", "text": "Check Action results", "emoji": True},
				        "url": F"https://github.com/huggingface/transformers/actions/runs/{os.environ['GITHUB_RUN_ID']}",
				    },
				}







		@property
		def 			__lowercase   (		self   )				->   Dict:
				lowerCamelCase   : int								=4_0
				lowerCamelCase   : str								={k: v['''failed'''] for k, v in doc_test_results.items() if isinstance(__lowercase			,     __lowercase   )}

				lowerCamelCase   : List[str]								=''''''
				for category, failures in category_failures.items():
						if len(__lowercase   ) == 0:
								continue

						if report != "":
								report += "\n\n"

						report += F"*{category} failures*:".ljust(line_length // 2   ).rjust(line_length // 2   ) + "\n"
						report += "`"
						report += "`\n`".join(__lowercase   )
						report += "`"

				return {
				    "type": "section",
				    "text": {
				        "type": "mrkdwn",
				        "text": F"The following examples had failures:\n\n\n{report}\n",
				    },
				}







		@property
		def 			__lowercase   (		self   )				->   str:
				lowerCamelCase   : Dict								=[self.header]

				if self.n_failures > 0:
						blocks.append(self.failures   )

				if self.n_failures > 0:
						blocks.extend([self.category_failures]   )

				if self.n_failures == 0:
						blocks.append(self.no_failures   )

				return json.dumps(__lowercase   )







		@staticmethod
		def 			__lowercase   (		)				->   Optional[Any]:
				lowerCamelCase   : Tuple								=[
				    {
				        '''type''': '''section''',
				        '''text''': {
				            '''type''': '''plain_text''',
				            '''text''': '''There was an issue running the tests.''',
				        },
				        '''accessory''': {
				            '''type''': '''button''',
				            '''text''': {'''type''': '''plain_text''', '''text''': '''Check Action results''', '''emoji''': True},
				            '''url''': F"https://github.com/huggingface/transformers/actions/runs/{os.environ['GITHUB_RUN_ID']}",
				        },
				    }
				]

				print('''Sending the following payload'''   )
				print(json.dumps({'''blocks''': json.loads(__lowercase   )}   )   )

				client.chat_postMessage(
				    channel=os.environ['''CI_SLACK_CHANNEL_ID_DAILY''']			,     text='''There was an issue running the tests.'''			,     blocks=__lowercase			,     )







		def 			__lowercase   (		self   )				->   Optional[int]:
				print('''Sending the following payload'''   )
				print(json.dumps({'''blocks''': json.loads(self.payload   )}   )   )

				lowerCamelCase   : int								=F"{self.n_failures} failures out of {self.n_tests} tests," if self.n_failures else '''All tests passed.'''

				lowerCamelCase   : Any								=client.chat_postMessage(
				    channel=os.environ['''CI_SLACK_CHANNEL_ID_DAILY''']			,     blocks=self.payload			,     text=__lowercase			,     )







		def 			__lowercase   (		self			,     __lowercase			,     __lowercase			,     __lowercase			,     __lowercase   )				->   Optional[int]:
				lowerCamelCase   : Union[str, Any]								=''''''
				for key, value in failures.items():
						lowerCamelCase   : Any								=value[:2_0_0] + ''' [Truncated]''' if len(__lowercase   ) > 2_5_0 else value
						failures_text += F"*{key}*\n_{value}_\n\n"

				lowerCamelCase   : Union[str, Any]								=job_name
				lowerCamelCase   : List[str]								={'''type''': '''section''', '''text''': {'''type''': '''mrkdwn''', '''text''': text}}

				if job_link is not None:
						lowerCamelCase   : Optional[int]								={
						    '''type''': '''button''',
						    '''text''': {'''type''': '''plain_text''', '''text''': '''GitHub Action job''', '''emoji''': True},
						    '''url''': job_link,
						}

				return [
				    {"type": "header", "text": {"type": "plain_text", "text": title.upper(), "emoji": True}},
				    content,
				    {"type": "section", "text": {"type": "mrkdwn", "text": failures_text}},
				]







		def 			__lowercase   (		self   )				->   Tuple:
				if self.thread_ts is None:
						raise ValueError('''Can only post reply if a post has been made.'''   )

				lowerCamelCase   : str								=self.doc_test_results.pop('''job_link'''   )
				self.doc_test_results.pop('''failures'''   )
				self.doc_test_results.pop('''success'''   )
				self.doc_test_results.pop('''time_spent'''   )

				lowerCamelCase   : Union[str, Any]								=sorted(self.doc_test_results.items()			,     key=lambda __lowercase   : t[0]   )
				for job, job_result in sorted_dict:
						if len(job_result['''failures''']   ):
								lowerCamelCase   : int								=F"*Num failures* :{len(job_result['failed']   )} \n"
								lowerCamelCase   : Optional[Any]								=job_result['''failures''']
								lowerCamelCase   : List[str]								=self.get_reply_blocks(__lowercase			,     __lowercase			,     __lowercase			,     text=__lowercase   )

								print('''Sending the following reply'''   )
								print(json.dumps({'''blocks''': blocks}   )   )

								client.chat_postMessage(
								    channel=os.environ['''CI_SLACK_CHANNEL_ID_DAILY''']			,     text=F"Results for {job}"			,     blocks=__lowercase			,     thread_ts=self.thread_ts['''ts''']			,     )

								time.sleep(1   )


def 					A__	(       )   ->     Union[str, Any]:
		lowerCamelCase   : Optional[Any]								=os.environ['''GITHUB_RUN_ID''']
		lowerCamelCase   : int								=F"https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100"
		lowerCamelCase   : Tuple								=requests.get(SCREAMING_SNAKE_CASE_		).json()
		lowerCamelCase   : Union[str, Any]								={}

		try:
				jobs.update({job['''name''']: job['''html_url'''] for job in result['''jobs''']}		)
				lowerCamelCase   : Any								=math.ceil((result['''total_count'''] - 1_0_0) / 1_0_0		)

				for i in range(SCREAMING_SNAKE_CASE_		):
						lowerCamelCase   : Optional[Any]								=requests.get(url + F"&page={i + 2}"		).json()
						jobs.update({job['''name''']: job['''html_url'''] for job in result['''jobs''']}		)

				return jobs
		except Exception as e:
				print('''Unknown error, could not fetch links.'''							,       SCREAMING_SNAKE_CASE_		)

		return {}


def 					A__	(       SCREAMING_SNAKE_CASE_		)   ->     Union[str, Any]:
		lowerCamelCase   : List[str]								={}

		if os.path.exists(SCREAMING_SNAKE_CASE_		):
				lowerCamelCase   : Optional[Any]								=os.listdir(SCREAMING_SNAKE_CASE_		)
				for file in files:
						try:
								with open(os.path.join(SCREAMING_SNAKE_CASE_							,       SCREAMING_SNAKE_CASE_		)							,       encoding='''utf-8'''		) as f:
										lowerCamelCase   : List[str]								=f.read()
						except UnicodeDecodeError as e:
								raise ValueError(F"Could not open {os.path.join(SCREAMING_SNAKE_CASE_							,       SCREAMING_SNAKE_CASE_		)}."		) from e

		return _artifact


def 					A__	(       )   ->     Any:
		class        snake_case_		:







				def __init__(		self			,     __lowercase   )				->   Optional[Any]:
						lowerCamelCase   : Optional[Any]								=name
						lowerCamelCase   : List[str]								=[]







				def __str__(		self   )				->   Any:
						return self.name







				def 			__lowercase   (		self			,     __lowercase   )				->   Dict:
						self.paths.append({'''name''': self.name, '''path''': path}   )

		lowerCamelCase   : Dict[str, Artifact]								={}

		lowerCamelCase   : List[Any]								=filter(os.path.isdir							,       os.listdir()		)
		for directory in directories:
				lowerCamelCase   : Tuple								=directory
				if artifact_name not in _available_artifacts:
						lowerCamelCase   : Any								=Artifact(SCREAMING_SNAKE_CASE_		)

						_available_artifacts[artifact_name].add_path(SCREAMING_SNAKE_CASE_		)

		return _available_artifacts


if __name__ == "__main__":
				snake_case_							=			get_job_links()
				snake_case_							=			retrieve_available_artifacts()

				snake_case_							=			collections.OrderedDict(
				    [
				        ('''*.py''', '''API Examples'''),
				        ('''*.md''', '''MD Examples'''),
				    ]
				)

				# This dict will contain all the information relative to each doc test category:
				# - failed: list of failed tests
				# - failures: dict in the format 'test': 'error_message'
				snake_case_							=			{
				    v: {
				        '''failed''': [],
				        '''failures''': {},
				    }
				    for v in docs.values()
				}

				# Link to the GitHub Action job
				snake_case_							=			github_actions_job_links.get('''run_doctests''')

				snake_case_							=			available_artifacts['''doc_tests_gpu_test_reports'''].paths[0]
				snake_case_							=			retrieve_artifact(artifact_path['''name'''])
				if "stats" in artifact:
								snake_case_,       snake_case_,       snake_case_							=			handle_test_results(artifact['''stats'''])
								snake_case_							=			failed
								snake_case_							=			success
								snake_case_							=			time_spent[1:-1] + ''', '''

								snake_case_							=			extract_first_line_failure(artifact['''failures_short'''])
								for line in artifact["summary_short"].split('''\n'''):
												if re.search('''FAILED''', line):
																snake_case_							=			line.replace('''FAILED ''', '''''')
																snake_case_							=			line.split()[0].replace('''\n''', '''''')

																if "::" in line:
																				snake_case_,       snake_case_							=			line.split('''::''')
																else:
																				snake_case_,       snake_case_							=			line, line

																for file_regex in docs.keys():
																				if fnmatch(file_path, file_regex):
																								snake_case_							=			docs[file_regex]
																								doc_test_results[category]["failed"].append(test)

																								snake_case_							=			all_failures[test] if test in all_failures else '''N/A'''
																								snake_case_							=			failure
																								break

				snake_case_							=			Message('''🤗 Results of the doc tests.''', doc_test_results)
				message.post()
				message.post_reply()

