





# 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        __lowerCamelCase (							__a       :Union[str, Any]   ,					__a       :Optional[Any]   ,					__a       :Tuple   ,					__a       :Optional[int]   )		->    Optional[Any]:






		"""simple docstring"""

		A__  				=       multiprocessing.Manager()
		A__  				=       manager.list()

		A__  				=       multiprocessing.Process(target=__a   ,					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        __lowerCamelCase (							__a       :List[str]   ,					__a       :List[Any]   ,					__a       :Dict   )		->    List[Any]:






		"""simple docstring"""

		with create_tempdir():
				# These system calls are needed when cleaning up tempdir.
				import os
				import shutil

				A__  				=       shutil.rmtree
				A__  				=       os.rmdir
				A__  				=       os.chdir

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

				# Run program.
				try:
						A__  				=       {}
						with swallow_io():
								with time_limit(__a   ):
										exec(__a   ,					__a   )
						result.append("""passed"""   )
				except TimeoutException:
						result.append("""timed out"""   )
				except BaseException as e:
						result.append(F'failed: {e}'   )

				# Needed for cleaning up.
				A__  				=       rmtree
				A__  				=       rmdir
				A__  				=       chdir







@contextlib.contextmanager
def        __lowerCamelCase (							__a       :Tuple   )		->    Dict:






		"""simple docstring"""

		def signal_handler(__a       :Optional[int]   ,					__a       :List[str]   ):
				raise TimeoutException("""Timed out!"""   )

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







@contextlib.contextmanager
def        __lowerCamelCase (							)		->    Tuple:






		"""simple docstring"""

		A__  				=       WriteOnlyStringIO()
		with contextlib.redirect_stdout(__a   ):
				with contextlib.redirect_stderr(__a   ):
						with redirect_stdin(__a   ):
								yield







@contextlib.contextmanager
def        __lowerCamelCase (							)		->    Union[str, Any]:






		"""simple docstring"""

		with tempfile.TemporaryDirectory() as dirname:
				with chdir(__a   ):
						yield dirname


class   A      (SCREAMING_SNAKE_CASE   ):
			'''simple docstring'''




			pass


class   A      (io.StringIO   ):
			'''simple docstring'''




			def        a_	(      self       :   Optional[Any]							,     *__lowerCAmelCase       :   List[Any]							,     **__lowerCAmelCase       :   List[Any]       )     ->     Union[str, Any]:







					"""simple docstring"""






					raise OSError






			def        a_	(      self       :   Any							,     *__lowerCAmelCase       :   Tuple							,     **__lowerCAmelCase       :   int       )     ->     Union[str, Any]:







					"""simple docstring"""






					raise OSError






			def        a_	(      self       :   Dict							,     *__lowerCAmelCase       :   List[str]							,     **__lowerCAmelCase       :   str       )     ->     Any:







					"""simple docstring"""






					raise OSError







			def        a_	(      self       :   Union[str, Any]							,     *__lowerCAmelCase       :   Any							,     **__lowerCAmelCase       :   Tuple       )     ->     Any:







					"""simple docstring"""






					return False


class   A      (contextlib._RedirectStream   ):  # type: ignore
			'''simple docstring'''




			__lowerCamelCase     :	Optional[int]          =   '''stdin'''







@contextlib.contextmanager
def        __lowerCamelCase (							__a       :str   )		->    Optional[int]:






		"""simple docstring"""

		if root == ".":
				yield
				return
		A__  				=       os.getcwd()
		os.chdir(__a   )
		try:
				yield
		except BaseException as exc:
				raise exc
		finally:
				os.chdir(__a   )







def        __lowerCamelCase (							__a       :Tuple=None   )		->    int:






		"""simple docstring"""

		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

		A__  				=       None
		A__  				=       None

		import os

		A__  				=       """1"""

		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None

		import shutil

		A__  				=       None
		A__  				=       None
		A__  				=       None

		import subprocess

		A__  				=       None  # type: ignore

		A__  				=       None

		import sys

		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None
		A__  				=       None










from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


A   : Tuple			=				logging.get_logger(__name__)

A   : Optional[int]			=				{
    '''roberta-base''': '''https://huggingface.co/roberta-base/resolve/main/config.json''',
    '''roberta-large''': '''https://huggingface.co/roberta-large/resolve/main/config.json''',
    '''roberta-large-mnli''': '''https://huggingface.co/roberta-large-mnli/resolve/main/config.json''',
    '''distilroberta-base''': '''https://huggingface.co/distilroberta-base/resolve/main/config.json''',
    '''roberta-base-openai-detector''': '''https://huggingface.co/roberta-base-openai-detector/resolve/main/config.json''',
    '''roberta-large-openai-detector''': '''https://huggingface.co/roberta-large-openai-detector/resolve/main/config.json''',
}


class   A      (SCREAMING_SNAKE_CASE   ):
			'''simple docstring'''




			__lowerCamelCase     :	Union[str, Any]          =   '''roberta'''






			def __init__(      self       :   Any							,     __lowerCAmelCase       :   Tuple=5_02_65							,     __lowerCAmelCase       :   Optional[int]=7_68							,     __lowerCAmelCase       :   Union[str, Any]=12							,     __lowerCAmelCase       :   Dict=12							,     __lowerCAmelCase       :   Optional[Any]=30_72							,     __lowerCAmelCase       :   Any="gelu"							,     __lowerCAmelCase       :   Optional[Any]=0.1							,     __lowerCAmelCase       :   Optional[int]=0.1							,     __lowerCAmelCase       :   Optional[Any]=5_12							,     __lowerCAmelCase       :   int=2							,     __lowerCAmelCase       :   List[str]=0.0_2							,     __lowerCAmelCase       :   Dict=1e-12							,     __lowerCAmelCase       :   Optional[int]=1							,     __lowerCAmelCase       :   Tuple=0							,     __lowerCAmelCase       :   int=2							,     __lowerCAmelCase       :   Dict="absolute"							,     __lowerCAmelCase       :   Optional[Any]=True							,     __lowerCAmelCase       :   Union[str, Any]=None							,     **__lowerCAmelCase       :   str							,     )     ->     str:







					"""simple docstring"""






					super().__init__(pad_token_id=__lowerCAmelCase							,     bos_token_id=__lowerCAmelCase							,     eos_token_id=__lowerCAmelCase							,     **__lowerCAmelCase       )

					A__  				=       vocab_size
					A__  				=       hidden_size
					A__  				=       num_hidden_layers
					A__  				=       num_attention_heads
					A__  				=       hidden_act
					A__  				=       intermediate_size
					A__  				=       hidden_dropout_prob
					A__  				=       attention_probs_dropout_prob
					A__  				=       max_position_embeddings
					A__  				=       type_vocab_size
					A__  				=       initializer_range
					A__  				=       layer_norm_eps
					A__  				=       position_embedding_type
					A__  				=       use_cache
					A__  				=       classifier_dropout


class   A      (SCREAMING_SNAKE_CASE   ):
			'''simple docstring'''




			@property
			def        a_	(      self       :   int       )     ->     Mapping[str, Mapping[int, str]]:







					"""simple docstring"""






					if self.task == "multiple-choice":
							A__  				=       {0: """batch""", 1: """choice""", 2: """sequence"""}
					else:
							A__  				=       {0: """batch""", 1: """sequence"""}
					return OrderedDict(
					    [
					        ("""input_ids""", dynamic_axis),
					        ("""attention_mask""", dynamic_axis),
					    ]       )



