
import functools
import logging
import os
import sys
import threading
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

import huggingface_hub.utils as hf_hub_utils
from tqdm import auto as tqdm_lib


UpperCamelCase								=					threading.Lock()
UpperCamelCase								=					None

UpperCamelCase								=					{
    'debug': logging.DEBUG,
    'info': logging.INFO,
    'warning': logging.WARNING,
    'error': logging.ERROR,
    'critical': logging.CRITICAL,
}

UpperCamelCase								=					logging.WARNING

UpperCamelCase								=					True



def 							_A       (						):
     """simple docstring"""

     lowerCAmelCase__          =			os.getenv("TRANSFORMERS_VERBOSITY"       ,    __a      )
     if env_level_str:
          if env_level_str in log_levels:
               return log_levels[env_level_str]
          else:
               logging.getLogger().warning(
                   F'Unknown option TRANSFORMERS_VERBOSITY={env_level_str}, '
                   F'has to be one of: { ", ".join(log_levels.keys()      ) }'      )
     return _default_log_level



def 							_A       (						):
     """simple docstring"""

     return __name__.split("."      )[0]



def 							_A       (						):
     """simple docstring"""

     return logging.getLogger(_get_library_name()      )



def 							_A       (						):
     """simple docstring"""

     global _default_handler

     with _lock:
          if _default_handler:
               # This library has already configured the library root logger.
               return
          lowerCAmelCase__          =			logging.StreamHandler()  # Set sys.stderr as stream.
          lowerCAmelCase__          =			sys.stderr.flush

          # Apply our default configuration to the library root logger.
          lowerCAmelCase__          =			_get_library_root_logger()
          library_root_logger.addHandler(_default_handler      )
          library_root_logger.setLevel(_get_default_logging_level()      )
          lowerCAmelCase__          =			False



def 							_A       (						):
     """simple docstring"""

     global _default_handler

     with _lock:
          if not _default_handler:
               return

          lowerCAmelCase__          =			_get_library_root_logger()
          library_root_logger.removeHandler(_default_handler      )
          library_root_logger.setLevel(logging.NOTSET      )
          lowerCAmelCase__          =			None



def 							_A       (						):
     """simple docstring"""

     return log_levels



def 							_A       (						lowerCAmelCase_					: Optional[str] = None      ):
     """simple docstring"""

     if name is None:
          lowerCAmelCase__          =			_get_library_name()

     _configure_library_root_logger()
     return logging.getLogger(__a      )



def 							_A       (						):
     """simple docstring"""

     _configure_library_root_logger()
     return _get_library_root_logger().getEffectiveLevel()



def 							_A       (						lowerCAmelCase_					: int      ):
     """simple docstring"""

     _configure_library_root_logger()
     _get_library_root_logger().setLevel(__a      )



def 							_A       (						):
     """simple docstring"""

     return set_verbosity(__a      )



def 							_A       (						):
     """simple docstring"""

     return set_verbosity(__a      )



def 							_A       (						):
     """simple docstring"""

     return set_verbosity(__a      )



def 							_A       (						):
     """simple docstring"""

     return set_verbosity(__a      )



def 							_A       (						):
     """simple docstring"""

     _configure_library_root_logger()

     assert _default_handler is not None
     _get_library_root_logger().removeHandler(_default_handler      )



def 							_A       (						):
     """simple docstring"""

     _configure_library_root_logger()

     assert _default_handler is not None
     _get_library_root_logger().addHandler(_default_handler      )



def 							_A       (						lowerCAmelCase_					: logging.Handler      ):
     """simple docstring"""

     _configure_library_root_logger()

     assert handler is not None
     _get_library_root_logger().addHandler(__a      )



def 							_A       (						lowerCAmelCase_					: logging.Handler      ):
     """simple docstring"""

     _configure_library_root_logger()

     assert handler is not None and handler not in _get_library_root_logger().handlers
     _get_library_root_logger().removeHandler(__a      )



def 							_A       (						):
     """simple docstring"""

     _configure_library_root_logger()
     lowerCAmelCase__          =			False



def 							_A       (						):
     """simple docstring"""

     _configure_library_root_logger()
     lowerCAmelCase__          =			True



def 							_A       (						):
     """simple docstring"""

     lowerCAmelCase__          =			_get_library_root_logger().handlers

     for handler in handlers:
          lowerCAmelCase__          =			logging.Formatter("[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s"      )
          handler.setFormatter(__a      )



def 							_A       (						):
     """simple docstring"""

     lowerCAmelCase__          =			_get_library_root_logger().handlers

     for handler in handlers:
          handler.setFormatter(__a      )



def 							_A       (						self					: Union[str, Any]       ,    *lowerCAmelCase_					: Union[str, Any]       ,    **lowerCAmelCase_					: Union[str, Any]      ):
     """simple docstring"""

     lowerCAmelCase__          =			os.getenv("TRANSFORMERS_NO_ADVISORY_WARNINGS"       ,    __a      )
     if no_advisory_warnings:
          return
     self.warning(*__a       ,    **__a      )


UpperCamelCase								=					warning_advice



@functools.lru_cache(__a      )
def 							_A       (						self					: int       ,    *lowerCAmelCase_					: Optional[Any]       ,    **lowerCAmelCase_					: Any      ):
     """simple docstring"""

     self.warning(*__a       ,    **__a      )


UpperCamelCase								=					warning_once





class 			__lowerCamelCase	:




    """simple docstring"""

    def __init__(	self					:					Any       ,     *SCREAMING_SNAKE_CASE__					:					Tuple       ,     **SCREAMING_SNAKE_CASE__					:					int       )				->	List[str]:  # pylint: disable=unused-argument
         lowerCAmelCase__          =			args[0] if args else None


    def __iter__(	self					:					str       )				->	str:
         return iter(self._iterator       )


    def __getattr__(	self					:					List[Any]       ,     SCREAMING_SNAKE_CASE__					:					int       )				->	int:






         def empty_fn(*SCREAMING_SNAKE_CASE__					:					Optional[Any]       ,     **SCREAMING_SNAKE_CASE__					:					Any       ):  # pylint: disable=unused-argument
              return

         return empty_fn


    def __enter__(	self					:					List[str]       )				->	int:
         return self


    def __exit__(	self					:					List[str]       ,     SCREAMING_SNAKE_CASE__					:					str       ,     SCREAMING_SNAKE_CASE__					:					List[Any]       ,     SCREAMING_SNAKE_CASE__					:					str       )				->	List[Any]:
         return






class 			__lowerCamelCase	:




    """simple docstring"""

    def __call__(	self					:					Union[str, Any]       ,     *SCREAMING_SNAKE_CASE__					:					Tuple       ,     **SCREAMING_SNAKE_CASE__					:					Tuple       )				->	Optional[Any]:






         if _tqdm_active:
              return tqdm_lib.tqdm(*_a       ,     **_a       )
         else:
              return EmptyTqdm(*_a       ,     **_a       )


    def        a				(	self					:					str       ,     *SCREAMING_SNAKE_CASE__					:					List[Any]       ,     **SCREAMING_SNAKE_CASE__					:					Any       )				->	Any:
         lowerCAmelCase__          =			None
         if _tqdm_active:
              return tqdm_lib.tqdm.set_lock(*_a       ,     **_a       )


    def        a				(	self					:					List[str]       )				->	Tuple:






         if _tqdm_active:
              return tqdm_lib.tqdm.get_lock()






UpperCamelCase								=					_tqdm_cls()



def 							_A       (						):
     """simple docstring"""

     global _tqdm_active
     return bool(_tqdm_active      )



def 							_A       (						):
     """simple docstring"""

     global _tqdm_active
     lowerCAmelCase__          =			True
     hf_hub_utils.enable_progress_bars()






def 							_A       (						):
     """simple docstring"""

     global _tqdm_active
     lowerCAmelCase__          =			False
     hf_hub_utils.disable_progress_bars()






import random



def 							_A       (						lowerCAmelCase_					: list       ,    lowerCAmelCase_					: List[str]      ):
     """simple docstring"""

     lowerCAmelCase__     ,		lowerCAmelCase__     ,		lowerCAmelCase__          =			[], [], []
     for element in data:
          if element < pivot:
               less.append(lowerCAmelCase_      )
          elif element > pivot:
               greater.append(lowerCAmelCase_      )
          else:
               equal.append(lowerCAmelCase_      )
     return less, equal, greater






def 							_A       (						lowerCAmelCase_					: list       ,    lowerCAmelCase_					: int      ):
     """simple docstring"""

     if index >= len(lowerCAmelCase_      ) or index < 0:
          return None

     lowerCAmelCase__          =			items[random.randint(0       ,    len(lowerCAmelCase_      ) - 1      )]
     lowerCAmelCase__          =			0
     lowerCAmelCase__     ,		lowerCAmelCase__     ,		lowerCAmelCase__          =			_partition(lowerCAmelCase_       ,    lowerCAmelCase_      )
     lowerCAmelCase__          =			len(lowerCAmelCase_      )
     lowerCAmelCase__          =			len(lowerCAmelCase_      )

     # index is the pivot
     if m <= index < m + count:
          return pivot
     # must be in smaller
     elif m > index:
          return quick_select(lowerCAmelCase_       ,    lowerCAmelCase_      )
     # must be in larger
     else:
          return quick_select(lowerCAmelCase_       ,    index - (m + count)      )
