






import collections
import os
import re
from pathlib import Path


UpperCamelCase 				=	'''src/transformers'''


# Matches is_xxx_available()
UpperCamelCase 				=	re.compile(R'''is\_([a-z_]*)_available()''')
# Catches a one-line _import_struct = {xxx}
UpperCamelCase 				=	re.compile(R'''^_import_structure\s+=\s+\{([^\}]+)\}''')
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
UpperCamelCase 				=	re.compile(R'''\s+"\S*":\s+\[([^\]]*)\]''')
# Catches a line if not is_foo_available
UpperCamelCase 				=	re.compile(R'''^\s*if\s+not\s+is\_[a-z_]*\_available\(\)''')
# Catches a line _import_struct["bla"].append("foo")
UpperCamelCase 				=	re.compile(R'''^\s*_import_structure\["\S*"\]\.append\("(\S*)"\)''')
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
UpperCamelCase 				=	re.compile(R'''^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]''')
# Catches a line with an object between quotes and a comma:     "MyModel",
UpperCamelCase 				=	re.compile(R'''^\s+"([^"]+)",''')
# Catches a line with objects between brackets only:    ["foo", "bar"],
UpperCamelCase 				=	re.compile(R'''^\s+\[([^\]]+)\]''')
# Catches a line with from foo import bar, bla, boo
UpperCamelCase 				=	re.compile(R'''\s+from\s+\S*\s+import\s+([^\(\s].*)\n''')
# Catches a line with try:
UpperCamelCase 				=	re.compile(R'''^\s*try:''')
# Catches a line with else:
UpperCamelCase 				=	re.compile(R'''^\s*else:''')

def        __lowerCamelCase			(		snake_case__		)							->  Any:






						"""simple docstring"""





						if _re_test_backend.search(snake_case__		) is None:
												return None
						_SCREAMING_SNAKE_CASE	      =  [b[0] for b in _re_backend.findall(snake_case__		)]
						backends.sort()
						return "_and_".join(snake_case__		)

def        __lowerCamelCase			(		snake_case__		)							->  str:






						"""simple docstring"""





						with open(snake_case__       ,"""r"""       ,encoding="""utf-8"""       ,newline="""\n"""		) as f:
												_SCREAMING_SNAKE_CASE	      =  f.readlines()

						_SCREAMING_SNAKE_CASE	      =  0
						while line_index < len(snake_case__		) and not lines[line_index].startswith("""_import_structure = {"""		):
												line_index += 1

						# If this is a traditional init, just return.
						if line_index >= len(snake_case__		):
												return None

						# First grab the objects without a specific backend in _import_structure
						_SCREAMING_SNAKE_CASE	      =  []
						while not lines[line_index].startswith("""if TYPE_CHECKING"""		) and find_backend(lines[line_index]		) is None:
												_SCREAMING_SNAKE_CASE	      =  lines[line_index]
												# If we have everything on a single line, let's deal with it.
												if _re_one_line_import_struct.search(snake_case__		):
																		_SCREAMING_SNAKE_CASE	      =  _re_one_line_import_struct.search(snake_case__		).groups()[0]
																		_SCREAMING_SNAKE_CASE	      =  re.findall(r"""\[([^\]]+)\]"""       ,snake_case__		)
																		for imp in imports:
																								objects.extend([obj[1:-1] for obj in imp.split(""", """		)]		)
																		line_index += 1
																		continue
												_SCREAMING_SNAKE_CASE	      =  _re_import_struct_key_value.search(snake_case__		)
												if single_line_import_search is not None:
																		_SCREAMING_SNAKE_CASE	      =  [obj[1:-1] for obj in single_line_import_search.groups()[0].split(""", """		) if len(snake_case__		) > 0]
																		objects.extend(snake_case__		)
												elif line.startswith(""" """ * 8 + """\""""		):
																		objects.append(line[9:-3]		)
												line_index += 1

						_SCREAMING_SNAKE_CASE	      =  {'none': objects}
						# Let's continue with backend-specific objects in _import_structure
						while not lines[line_index].startswith("""if TYPE_CHECKING"""		):
												# If the line is an if not is_backend_available, we grab all objects associated.
												_SCREAMING_SNAKE_CASE	      =  find_backend(lines[line_index]		)
												# Check if the backend declaration is inside a try block:
												if _re_try.search(lines[line_index - 1]		) is None:
																		_SCREAMING_SNAKE_CASE	      =  None

												if backend is not None:
																		line_index += 1

																		# Scroll until we hit the else block of try-except-else
																		while _re_else.search(lines[line_index]		) is None:
																								line_index += 1

																		line_index += 1

																		_SCREAMING_SNAKE_CASE	      =  []
																		# Until we unindent, add backend objects to the list
																		while len(lines[line_index]		) <= 1 or lines[line_index].startswith(""" """ * 4		):
																								_SCREAMING_SNAKE_CASE	      =  lines[line_index]
																								if _re_import_struct_add_one.search(snake_case__		) is not None:
																														objects.append(_re_import_struct_add_one.search(snake_case__		).groups()[0]		)
																								elif _re_import_struct_add_many.search(snake_case__		) is not None:
																														_SCREAMING_SNAKE_CASE	      =  _re_import_struct_add_many.search(snake_case__		).groups()[0].split(""", """		)
																														_SCREAMING_SNAKE_CASE	      =  [obj[1:-1] for obj in imports if len(snake_case__		) > 0]
																														objects.extend(snake_case__		)
																								elif _re_between_brackets.search(snake_case__		) is not None:
																														_SCREAMING_SNAKE_CASE	      =  _re_between_brackets.search(snake_case__		).groups()[0].split(""", """		)
																														_SCREAMING_SNAKE_CASE	      =  [obj[1:-1] for obj in imports if len(snake_case__		) > 0]
																														objects.extend(snake_case__		)
																								elif _re_quote_object.search(snake_case__		) is not None:
																														objects.append(_re_quote_object.search(snake_case__		).groups()[0]		)
																								elif line.startswith(""" """ * 8 + """\""""		):
																														objects.append(line[9:-3]		)
																								elif line.startswith(""" """ * 12 + """\""""		):
																														objects.append(line[13:-3]		)
																								line_index += 1

																		_SCREAMING_SNAKE_CASE	      =  objects
												else:
																		line_index += 1

																		 # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
						_SCREAMING_SNAKE_CASE	      =  []
						while (
						    line_index < len(snake_case__		)
						    and find_backend(lines[line_index]		) is None
						    and not lines[line_index].startswith("""else"""		)
						):
												_SCREAMING_SNAKE_CASE	      =  lines[line_index]
												_SCREAMING_SNAKE_CASE	      =  _re_import.search(snake_case__		)
												if single_line_import_search is not None:
																		objects.extend(single_line_import_search.groups()[0].split(""", """		)		)
												elif line.startswith(""" """ * 8		):
																		objects.append(line[8:-2]		)
												line_index += 1

						_SCREAMING_SNAKE_CASE	      =  {'none': objects}
						# Let's continue with backend-specific objects
						while line_index < len(snake_case__		):
												# If the line is an if is_backend_available, we grab all objects associated.
												_SCREAMING_SNAKE_CASE	      =  find_backend(lines[line_index]		)
												# Check if the backend declaration is inside a try block:
												if _re_try.search(lines[line_index - 1]		) is None:
																		_SCREAMING_SNAKE_CASE	      =  None

												if backend is not None:
																		line_index += 1

																		# Scroll until we hit the else block of try-except-else
																		while _re_else.search(lines[line_index]		) is None:
																								line_index += 1

																		line_index += 1

																		_SCREAMING_SNAKE_CASE	      =  []
																		# Until we unindent, add backend objects to the list
																		while len(lines[line_index]		) <= 1 or lines[line_index].startswith(""" """ * 8		):
																								_SCREAMING_SNAKE_CASE	      =  lines[line_index]
																								_SCREAMING_SNAKE_CASE	      =  _re_import.search(snake_case__		)
																								if single_line_import_search is not None:
																														objects.extend(single_line_import_search.groups()[0].split(""", """		)		)
																								elif line.startswith(""" """ * 12		):
																														objects.append(line[12:-2]		)
																								line_index += 1

																		_SCREAMING_SNAKE_CASE	      =  objects
												else:
																		line_index += 1

						return import_dict_objects, type_hint_objects

def        __lowerCamelCase			(		snake_case__       ,snake_case__		)							->  Tuple:






						"""simple docstring"""





						def find_duplicates(snake_case__		):
												return [k for k, v in collections.Counter(snake_case__		).items() if v > 1]

						if list(import_dict_objects.keys()		) != list(type_hint_objects.keys()		):
												return ["Both sides of the init do not have the same backends!"]

						_SCREAMING_SNAKE_CASE	      =  []
						for key in import_dict_objects.keys():
												_SCREAMING_SNAKE_CASE	      =  find_duplicates(import_dict_objects[key]		)
												if duplicate_imports:
																		errors.append(F'Duplicate _import_structure definitions for: {duplicate_imports}'		)
												_SCREAMING_SNAKE_CASE	      =  find_duplicates(type_hint_objects[key]		)
												if duplicate_type_hints:
																		errors.append(F'Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}'		)

												if sorted(set(import_dict_objects[key]		)		) != sorted(set(type_hint_objects[key]		)		):
																		_SCREAMING_SNAKE_CASE	      =  'base imports' if key == 'none' else F'{key} backend'
																		errors.append(F'Differences for {name}:'		)
																		for a in type_hint_objects[key]:
																								if a not in import_dict_objects[key]:
																														errors.append(F'  {a} in TYPE_HINT but not in _import_structure.'		)
																		for a in import_dict_objects[key]:
																								if a not in type_hint_objects[key]:
																														errors.append(F'  {a} in _import_structure but not in TYPE_HINT.'		)
						return errors

def        __lowerCamelCase			(		)							->  str:






						"""simple docstring"""





						_SCREAMING_SNAKE_CASE	      =  []
						for root, _, files in os.walk(snake_case__		):
												if "__init__.py" in files:
																		_SCREAMING_SNAKE_CASE	      =  os.path.join(snake_case__       ,"""__init__.py"""		)
																		_SCREAMING_SNAKE_CASE	      =  parse_init(snake_case__		)
																		if objects is not None:
																								_SCREAMING_SNAKE_CASE	      =  analyze_results(*snake_case__		)
																								if len(snake_case__		) > 0:
																														_SCREAMING_SNAKE_CASE	      =  F'Problem in {fname}, both halves do not define the same objects.\n{errors[0]}'
																														failures.append("""\n""".join(snake_case__		)		)
						if len(snake_case__		) > 0:
												raise ValueError("""\n\n""".join(snake_case__		)		)

def        __lowerCamelCase			(		)							->  Dict:






						"""simple docstring"""





						_SCREAMING_SNAKE_CASE	      =  []
						for path, directories, files in os.walk(snake_case__		):
												for folder in directories:
																		# Ignore private modules
																		if folder.startswith("""_"""		):
																								directories.remove(snake_case__		)
																								continue
																		# Ignore leftovers from branches (empty folders apart from pycache)
																		if len(list((Path(snake_case__		) / folder).glob("""*.py"""		)		)		) == 0:
																								continue
																		_SCREAMING_SNAKE_CASE	      =  str((Path(snake_case__		) / folder).relative_to(snake_case__		)		)
																		_SCREAMING_SNAKE_CASE	      =  short_path.replace(os.path.sep       ,"""."""		)
																		submodules.append(snake_case__		)
												for fname in files:
																		if fname == "__init__.py":
																								continue
																		_SCREAMING_SNAKE_CASE	      =  str((Path(snake_case__		) / fname).relative_to(snake_case__		)		)
																		_SCREAMING_SNAKE_CASE	      =  short_path.replace(""".py"""       ,""""""		).replace(os.path.sep       ,"""."""		)
																		if len(submodule.split("""."""		)		) == 1:
																								submodules.append(snake_case__		)
						return submodules


UpperCamelCase 				=	[
    '''convert_pytorch_checkpoint_to_tf2''',
    '''modeling_flax_pytorch_utils''',
    '''models.esm.openfold_utils''',
]

def        __lowerCamelCase			(		)							->  List[str]:






						"""simple docstring"""





						from transformers.utils import direct_transformers_import

						_SCREAMING_SNAKE_CASE	      =  direct_transformers_import(snake_case__		)

						_SCREAMING_SNAKE_CASE	      =  set(transformers._import_structure.keys()		)
						# This contains all the base keys of the _import_structure object defined in the init, but if the user is missing
						# some optional dependencies, they may not have all of them. Thus we read the init to read all additions and
						# (potentiall re-) add them.
						with open(os.path.join(snake_case__       ,"""__init__.py"""		)       ,"""r"""		) as f:
												_SCREAMING_SNAKE_CASE	      =  f.read()
						import_structure_keys.update(set(re.findall(r"""import_structure\[\"([^\"]*)\"\]"""       ,snake_case__		)		)		)

						_SCREAMING_SNAKE_CASE	      =  [
						    module
						    for module in get_transformers_submodules()
						    if module not in IGNORE_SUBMODULES and module not in import_structure_keys
						]

						if len(snake_case__		) > 0:
												_SCREAMING_SNAKE_CASE	      =  '\n'.join(F'- {module}' for module in module_not_registered		)
												raise ValueError(
												    """The following submodules are not properly registed in the main init of Transformers:\n"""
												    F'{list_of_modules}\n'
												    """Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value."""		)


if __name__ == "__main__":
		check_all_inits()
		check_submodules()


import asyncio
import os
import shutil
import subprocess
import sys
import tempfile
import unittest
from distutils.util import strtobool
from functools import partial
from pathlib import Path
from typing import List, Union
from unittest import mock

import torch

from ..state import AcceleratorState, PartialState
from ..utils import (
    gather,
    is_bnb_available,
    is_comet_ml_available,
    is_datasets_available,
    is_deepspeed_available,
    is_mps_available,
    is_safetensors_available,
    is_tensorboard_available,
    is_torch_version,
    is_tpu_available,
    is_transformers_available,
    is_wandb_available,
    is_xpu_available,
)





def    __lowercase     (						lowerCamelCase					:     Dict  ,  lowerCamelCase					:     int=False	):
 try:
  UpperCamelCase_					:						Union[str, Any] =					os.environ[key]
 except KeyError:
  # KEY isn't set, default to `default`.
  UpperCamelCase_					:						List[str] =					default
 else:
  # KEY is set, convert it to True or False.
  try:
   UpperCamelCase_					:						Union[str, Any] =					strtobool(lowerCamelCase	)
  except ValueError:
   # More values are supported, but let's keep the message simple.
   raise ValueError(F"If set, {key} must be yes or no."	)
 return _value


a_    					=       parse_flag_from_env('RUN_SLOW', default=False)





def    __lowercase     (						lowerCamelCase					:     List[Any]	):
 return unittest.skip('Test was skipped'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     int	):
 return unittest.skipUnless(_run_slow_tests  ,  'test is slow'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     str	):
 return unittest.skipUnless(not torch.cuda.is_available()  ,  'test requires only a CPU'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Optional[Any]	):
 return unittest.skipUnless(torch.cuda.is_available()  ,  'test requires a GPU'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Any	):
 return unittest.skipUnless(is_xpu_available()  ,  'test requires a XPU'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Any	):
 return unittest.skipUnless(is_mps_available()  ,  'test requires a `mps` backend support in `torch`'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     str	):
 return unittest.skipUnless(
     is_transformers_available() and is_datasets_available()  ,  'test requires the Hugging Face suite'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     List[str]	):
 return unittest.skipUnless(is_bnb_available()  ,  'test requires the bitsandbytes library'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     str	):
 return unittest.skipUnless(is_tpu_available()  ,  'test requires TPU'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Tuple	):
 return unittest.skipUnless(torch.cuda.device_count() == 1  ,  'test requires a GPU'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Tuple	):
 return unittest.skipUnless(torch.xpu.device_count() == 1  ,  'test requires a XPU'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Optional[Any]	):
 return unittest.skipUnless(torch.cuda.device_count() > 1  ,  'test requires multiple GPUs'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     List[Any]	):
 return unittest.skipUnless(torch.xpu.device_count() > 1  ,  'test requires multiple XPUs'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     int	):
 return unittest.skipUnless(is_safetensors_available()  ,  'test requires safetensors'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Any	):
 return unittest.skipUnless(is_deepspeed_available()  ,  'test requires DeepSpeed'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Tuple	):
 return unittest.skipUnless(is_torch_version('>='  ,  '1.12.0'	)  ,  'test requires torch version >= 1.12.0'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     List[Any]=None  ,  lowerCamelCase					:     Optional[int]=None	):
 if test_case is None:
  return partial(lowerCamelCase  ,  version=lowerCamelCase	)
 return unittest.skipUnless(is_torch_version('>='  ,  lowerCamelCase	)  ,  F"test requires torch version >= {version}"	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     int	):
 return unittest.skipUnless(is_tensorboard_available()  ,  'test requires Tensorboard'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     int	):
 return unittest.skipUnless(is_wandb_available()  ,  'test requires wandb'	)(lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     Dict	):
 return unittest.skipUnless(is_comet_ml_available()  ,  'test requires comet_ml'	)(lowerCamelCase	)


a_    					=       (
    any([is_wandb_available(), is_tensorboard_available()]) and not is_comet_ml_available()
)





def    __lowercase     (						lowerCamelCase					:     Dict	):
 return unittest.skipUnless(
     _atleast_one_tracker_available  ,  'test requires at least one tracker to be available and for `comet_ml` to not be installed'  ,  )(lowerCamelCase	)





class 		_lowercase						(					unittest.TestCase       ):
 lowercase				     =   True

 @classmethod
 def 						SCREAMING_SNAKE_CASE__   ( cls	:							Union[str, Any]			)   ->						Union[str, Any]:

  """simple docstring"""





  UpperCamelCase_					:						str =					tempfile.mkdtemp()

 @classmethod
 def 						SCREAMING_SNAKE_CASE__   ( cls	:							Any			)   ->						Union[str, Any]:

  """simple docstring"""





  if os.path.exists(cls.tmpdir			):
   shutil.rmtree(cls.tmpdir			)


 def 						SCREAMING_SNAKE_CASE__   ( self	:							str			)   ->						List[str]:

  """simple docstring"""





  if self.clear_on_setup:
   for path in Path(self.tmpdir			).glob('**/*'			):
    if path.is_file():
     path.unlink()
    elif path.is_dir():
     shutil.rmtree(snake_case			)





class 		_lowercase						(					unittest.TestCase       ):

 def 						SCREAMING_SNAKE_CASE__   ( self	:							Optional[int]			)   ->						Any:

  """simple docstring"""





  super().tearDown()
  # Reset the state of the AcceleratorState singleton.
  AcceleratorState._reset_state()
  PartialState._reset_state()





class 		_lowercase						(					unittest.TestCase       ):

 def 						SCREAMING_SNAKE_CASE__   ( self	:							str   ,      snake_case	:							Union[mock.Mock, List[mock.Mock]]			)   ->						Optional[int]:

  """simple docstring"""





  UpperCamelCase_					:						str =					mocks if isinstance(snake_case   ,      (tuple, list)			) else [mocks]
  for m in self.mocks:
   m.start()
   self.addCleanup(m.stop			)





def    __lowercase     (						lowerCamelCase					:     Optional[Any]	):
 UpperCamelCase_					:						str =					AcceleratorState()
 UpperCamelCase_					:						str =					tensor[None].clone().to(state.device	)
 UpperCamelCase_					:						List[Any] =					gather(lowerCamelCase	).cpu()
 UpperCamelCase_					:						Tuple =					tensor[0].cpu()
 for i in range(tensors.shape[0]	):
  if not torch.equal(tensors[i]  ,  lowerCamelCase	):
   return False
 return True





class 		_lowercase						:

 def __init__( self	:							Optional[int]   ,      snake_case	:							Any   ,      snake_case	:							List[Any]   ,      snake_case	:							int			)   ->						Optional[int]:

  """simple docstring"""





  UpperCamelCase_					:						int =					returncode
  UpperCamelCase_					:						Optional[int] =					stdout
  UpperCamelCase_					:						Optional[int] =					stderr





async def    __lowercase     (						lowerCamelCase					:     Optional[Any]  ,  lowerCamelCase					:     Tuple	):
 while True:
  UpperCamelCase_					:						Tuple =					await stream.readline()
  if line:
   callback(lowerCamelCase	)
  else:
   break





async def    __lowercase     (						lowerCamelCase					:     Dict  ,  lowerCamelCase					:     Dict=None  ,  lowerCamelCase					:     Optional[Any]=None  ,  lowerCamelCase					:     List[str]=None  ,  lowerCamelCase					:     Dict=False  ,  lowerCamelCase					:     Tuple=False	):
 if echo:
  print('\nRunning: '  ,  ' '.join(lowerCamelCase	)	)

 UpperCamelCase_					:						Optional[int] =					await asyncio.create_subprocess_exec(
     cmd[0]  ,  *cmd[1:]  ,  stdin=lowerCamelCase  ,  stdout=asyncio.subprocess.PIPE  ,  stderr=asyncio.subprocess.PIPE  ,  env=lowerCamelCase  ,  )

 # note: there is a warning for a possible deadlock when using `wait` with huge amounts of data in the pipe
 # https://docs.python.org/3/library/asyncio-subprocess.html#asyncio.asyncio.subprocess.Process.wait
 #
 # If it starts hanging, will need to switch to the following code. The problem is that no data
 # will be seen until it's done and if it hangs for example there will be no debug info.
 # out, err = await p.communicate()
 # return _RunOutput(p.returncode, out, err)

 UpperCamelCase_					:						str =					[]
 UpperCamelCase_					:						Union[str, Any] =					[]

 def tee(lowerCamelCase					:     Tuple  ,  lowerCamelCase					:     Optional[Any]  ,  lowerCamelCase					:     Any  ,  lowerCamelCase					:     List[str]=""	):
  UpperCamelCase_					:						int =					line.decode('utf-8'	).rstrip()
  sink.append(lowerCamelCase	)
  if not quiet:
   print(lowerCamelCase  ,  lowerCamelCase  ,  file=lowerCamelCase	)

    # XXX: the timeout doesn't seem to make any difference here
 await asyncio.wait(
     [
         asyncio.create_task(_read_stream(p.stdout  ,  lambda lowerCamelCase	: tee(lowerCamelCase  ,  lowerCamelCase  ,  sys.stdout  ,  label='stdout:'	)	)	),
         asyncio.create_task(_read_stream(p.stderr  ,  lambda lowerCamelCase	: tee(lowerCamelCase  ,  lowerCamelCase  ,  sys.stderr  ,  label='stderr:'	)	)	),
     ]  ,  timeout=lowerCamelCase  ,  )
 return _RunOutput(await p.wait()  ,  lowerCamelCase  ,  lowerCamelCase	)





def    __lowercase     (						lowerCamelCase					:     List[Any]  ,  lowerCamelCase					:     Optional[Any]=None  ,  lowerCamelCase					:     int=None  ,  lowerCamelCase					:     Any=180  ,  lowerCamelCase					:     Dict=False  ,  lowerCamelCase					:     Optional[int]=True	):
 UpperCamelCase_					:						str =					asyncio.get_event_loop()
 UpperCamelCase_					:						Union[str, Any] =					loop.run_until_complete(
     _stream_subprocess(lowerCamelCase  ,  env=lowerCamelCase  ,  stdin=lowerCamelCase  ,  timeout=lowerCamelCase  ,  quiet=lowerCamelCase  ,  echo=lowerCamelCase	)	)

 UpperCamelCase_					:						int =					' '.join(lowerCamelCase	)
 if result.returncode > 0:
  UpperCamelCase_					:						Dict =					'\n'.join(result.stderr	)
  raise RuntimeError(
      F"'{cmd_str}' failed with returncode {result.returncode}\n\n"
      F"The combined stderr from workers follows:\n{stderr}"	)

 return result





class 		_lowercase						(					snake_case_       ):
 pass





def    __lowercase     (						lowerCamelCase					:     List[str]  ,  lowerCamelCase					:     Optional[int]=False	):
 try:
  UpperCamelCase_					:						Any =					subprocess.check_output(lowerCamelCase  ,  stderr=subprocess.STDOUT	)
  if return_stdout:
   if hasattr(lowerCamelCase  ,  'decode'	):
    UpperCamelCase_					:						Any =					output.decode('utf-8'	)
   return output
 except subprocess.CalledProcessError as e:
  raise SubprocessCallException(
      F"Command `{' '.join(lowerCamelCase	)}` failed with the following error:\n\n{e.output.decode()}"	) from e



