
"""simple docstring"""



from ...configuration_utils import PretrainedConfig
from ...utils import logging


__lowercase						:     Optional[Any]							      =		logging.get_logger(__name__)

__lowercase						:     List[str]							      =		{
    """MIT/ast-finetuned-audioset-10-10-0.4593""": (
        """https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/resolve/main/config.json"""
    ),
}





class 					lowerCAmelCase			(				lowerCAmelCase_					):
     """simple docstring"""







     __lowercase						:Optional[Any]          =    "audio-spectrogram-transformer"




     def __init__(      self ,		UpperCamelCase__=768 ,		UpperCamelCase__=12 ,		UpperCamelCase__=12 ,		UpperCamelCase__=3_072 ,		UpperCamelCase__="gelu" ,		UpperCamelCase__=0.0 ,		UpperCamelCase__=0.0 ,		UpperCamelCase__=0.02 ,		UpperCamelCase__=1e-12 ,		UpperCamelCase__=16 ,		UpperCamelCase__=True ,		UpperCamelCase__=10 ,		UpperCamelCase__=10 ,		UpperCamelCase__=1_024 ,		UpperCamelCase__=128 ,		**UpperCamelCase__ ,		)					->  Tuple:







            '''simple docstring'''





            super().__init__(**__lowerCamelCase							)

            lowerCamelCase_       							=		hidden_size
            lowerCamelCase_       							=		num_hidden_layers
            lowerCamelCase_       							=		num_attention_heads
            lowerCamelCase_       							=		intermediate_size
            lowerCamelCase_       							=		hidden_act
            lowerCamelCase_       							=		hidden_dropout_prob
            lowerCamelCase_       							=		attention_probs_dropout_prob
            lowerCamelCase_       							=		initializer_range
            lowerCamelCase_       							=		layer_norm_eps
            lowerCamelCase_       							=		patch_size
            lowerCamelCase_       							=		qkv_bias
            lowerCamelCase_       							=		frequency_stride
            lowerCamelCase_       							=		time_stride
            lowerCamelCase_       							=		max_length
            lowerCamelCase_       							=		num_mel_bins





'''simple docstring'''






# This code is adapted from OpenAI's release
# https://github.com/openai/human-eval/blob/master/human_eval/execution.py

import contextlib
import faulthandler
import io
import multiprocessing
import os
import platform
import signal
import tempfile






def 		UpperCamelCase__      (		__SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE		)    ->   Dict:
      snake_case__       :   int	      =    multiprocessing.Manager()
      snake_case__       :   Any	      =    manager.list()

      snake_case__       :   List[str]	      =    multiprocessing.Process(target=__SCREAMING_SNAKE_CASE				,      args=(check_program, result, timeout)		)
      p.start()
      p.join(timeout=timeout + 1		)
      if p.is_alive():
            p.kill()

      if not result:
            result.append('timed out'		)

      return {
          "task_id": task_id,
          "passed": result[0] == "passed",
          "result": result[0],
          "completion_id": completion_id,
      }






def 		UpperCamelCase__      (		__SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE		)    ->   Tuple:
      with create_tempdir():
            # These system calls are needed when cleaning up tempdir.
            import os
            import shutil

            snake_case__       :   List[Any]	      =    shutil.rmtree
            snake_case__       :   Tuple	      =    os.rmdir
            snake_case__       :   Any	      =    os.chdir

            # Disable functionalities that can make destructive changes to the test.
            reliability_guard()

            # Run program.
            try:
                  snake_case__       :   Union[str, Any]	      =    {}
                  with swallow_io():
                        with time_limit(__SCREAMING_SNAKE_CASE		):
                              exec(__SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE		)
                  result.append('passed'		)
            except TimeoutException:
                  result.append('timed out'		)
            except BaseException as e:
                  result.append(f"failed: {e}"		)

            # Needed for cleaning up.
            snake_case__       :   List[Any]	      =    rmtree
            snake_case__       :   Optional[int]	      =    rmdir
            snake_case__       :   Dict	      =    chdir






@contextlib.contextmanager
def 		UpperCamelCase__      (		__SCREAMING_SNAKE_CASE		)    ->   List[str]:
      def signal_handler(__SCREAMING_SNAKE_CASE				,      __SCREAMING_SNAKE_CASE		):
            raise TimeoutException('Timed out!'		)

      signal.setitimer(signal.ITIMER_REAL				,      __SCREAMING_SNAKE_CASE		)
      signal.signal(signal.SIGALRM				,      __SCREAMING_SNAKE_CASE		)
      try:
            yield
      finally:
            signal.setitimer(signal.ITIMER_REAL				,      0		)






@contextlib.contextmanager
def 		UpperCamelCase__      (		)    ->   List[str]:
      snake_case__       :   Dict	      =    WriteOnlyStringIO()
      with contextlib.redirect_stdout(__SCREAMING_SNAKE_CASE		):
            with contextlib.redirect_stderr(__SCREAMING_SNAKE_CASE		):
                  with redirect_stdin(__SCREAMING_SNAKE_CASE		):
                        yield






@contextlib.contextmanager
def 		UpperCamelCase__      (		)    ->   Optional[int]:
      with tempfile.TemporaryDirectory() as dirname:
            with chdir(__SCREAMING_SNAKE_CASE		):
                  yield dirname






class        lowercase_      (						lowerCAmelCase_							):
     pass






class        lowercase_      (						io.StringIO							):





     def 			_lowerCAmelCase      (     self     :					Optional[Any]     ,							*__lowerCamelCase     :					int     ,							**__lowerCamelCase     :					Optional[int]			):
           raise OSError





     def 			_lowerCAmelCase      (     self     :					int     ,							*__lowerCamelCase     :					List[Any]     ,							**__lowerCamelCase     :					Tuple			):
           raise OSError





     def 			_lowerCAmelCase      (     self     :					Any     ,							*__lowerCamelCase     :					int     ,							**__lowerCamelCase     :					Union[str, Any]			):
           raise OSError





     def 			_lowerCAmelCase      (     self     :					Tuple     ,							*__lowerCamelCase     :					List[str]     ,							**__lowerCamelCase     :					Optional[Any]			):
           return False






class        lowercase_      (						contextlib._RedirectStream							):  # type: ignore
     A_											=			"stdin"






@contextlib.contextmanager
def 		UpperCamelCase__      (		__SCREAMING_SNAKE_CASE		)    ->   List[str]:
      if root == ".":
            yield
            return
      snake_case__       :   str	      =    os.getcwd()
      os.chdir(__SCREAMING_SNAKE_CASE		)
      try:
            yield
      except BaseException as exc:
            raise exc
      finally:
            os.chdir(__SCREAMING_SNAKE_CASE		)






def 		UpperCamelCase__      (		__SCREAMING_SNAKE_CASE=None		)    ->   Any:

      if maximum_memory_bytes is not None:
            import resource

            resource.setrlimit(resource.RLIMIT_AS				,      (maximum_memory_bytes, maximum_memory_bytes)		)
            resource.setrlimit(resource.RLIMIT_DATA				,      (maximum_memory_bytes, maximum_memory_bytes)		)
            if not platform.uname().system == "Darwin":
                  resource.setrlimit(resource.RLIMIT_STACK				,      (maximum_memory_bytes, maximum_memory_bytes)		)

      faulthandler.disable()

      import builtins

      snake_case__       :   List[Any]	      =    None
      snake_case__       :   List[str]	      =    None

      import os

      snake_case__       :   List[Any]	      =    '1'

      snake_case__       :   Union[str, Any]	      =    None
      snake_case__       :   Tuple	      =    None
      snake_case__       :   Dict	      =    None
      snake_case__       :   Tuple	      =    None
      snake_case__       :   List[str]	      =    None
      snake_case__       :   Any	      =    None
      snake_case__       :   Optional[Any]	      =    None
      snake_case__       :   Union[str, Any]	      =    None
      snake_case__       :   int	      =    None
      snake_case__       :   Optional[int]	      =    None
      snake_case__       :   Union[str, Any]	      =    None
      snake_case__       :   List[Any]	      =    None
      snake_case__       :   Optional[int]	      =    None
      snake_case__       :   Union[str, Any]	      =    None
      snake_case__       :   Tuple	      =    None
      snake_case__       :   int	      =    None
      snake_case__       :   Optional[Any]	      =    None
      snake_case__       :   Optional[int]	      =    None
      snake_case__       :   List[str]	      =    None
      snake_case__       :   List[str]	      =    None
      snake_case__       :   List[str]	      =    None
      snake_case__       :   Dict	      =    None
      snake_case__       :   Optional[Any]	      =    None
      snake_case__       :   List[Any]	      =    None
      snake_case__       :   Tuple	      =    None
      snake_case__       :   Optional[int]	      =    None
      snake_case__       :   int	      =    None

      import shutil

      snake_case__       :   List[str]	      =    None
      snake_case__       :   List[Any]	      =    None
      snake_case__       :   List[Any]	      =    None

      import subprocess

      snake_case__       :   int	      =    None  # type: ignore

      snake_case__       :   Dict	      =    None

      import sys

      snake_case__       :   Tuple	      =    None
      snake_case__       :   Tuple	      =    None
      snake_case__       :   List[str]	      =    None
      snake_case__       :   Optional[int]	      =    None
      snake_case__       :   List[Any]	      =    None
