


'''simple docstring'''
from collections import OrderedDict
from typing import Mapping

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


__snake_case				 =	logging.get_logger(__name__)

__snake_case				 =	{
    '''distilbert-base-uncased''': '''https://huggingface.co/distilbert-base-uncased/resolve/main/config.json''',
    '''distilbert-base-uncased-distilled-squad''': (
        '''https://huggingface.co/distilbert-base-uncased-distilled-squad/resolve/main/config.json'''
    ),
    '''distilbert-base-cased''': '''https://huggingface.co/distilbert-base-cased/resolve/main/config.json''',
    '''distilbert-base-cased-distilled-squad''': (
        '''https://huggingface.co/distilbert-base-cased-distilled-squad/resolve/main/config.json'''
    ),
    '''distilbert-base-german-cased''': '''https://huggingface.co/distilbert-base-german-cased/resolve/main/config.json''',
    '''distilbert-base-multilingual-cased''': (
        '''https://huggingface.co/distilbert-base-multilingual-cased/resolve/main/config.json'''
    ),
    '''distilbert-base-uncased-finetuned-sst-2-english''': (
        '''https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/resolve/main/config.json'''
    ),
}
class   lowercase      (				A__   ):

		"""simple docstring"""

		_a       					=							'distilbert'
		_a       					=							{
		    'hidden_size': 'dim',
		    'num_attention_heads': 'n_heads',
		    'num_hidden_layers': 'n_layers',
		}




		def __init__(						self       ,  UpperCamelCase_=30522       ,  UpperCamelCase_=512       ,  UpperCamelCase_=False       ,  UpperCamelCase_=6       ,  UpperCamelCase_=12       ,  UpperCamelCase_=768       ,  UpperCamelCase_=4 * 768       ,  UpperCamelCase_=0.1       ,  UpperCamelCase_=0.1       ,  UpperCamelCase_="gelu"       ,  UpperCamelCase_=0.02       ,  UpperCamelCase_=0.1       ,  UpperCamelCase_=0.2       ,  UpperCamelCase_=0       ,  **UpperCamelCase_       ,  ):

							'''simple docstring'''


							UpperCamelCase__  :Optional[int]				   =					vocab_size
							UpperCamelCase__  :Tuple				   =					max_position_embeddings
							UpperCamelCase__  :List[str]				   =					sinusoidal_pos_embds
							UpperCamelCase__  :int				   =					n_layers
							UpperCamelCase__  :List[Any]				   =					n_heads
							UpperCamelCase__  :Tuple				   =					dim
							UpperCamelCase__  :int				   =					hidden_dim
							UpperCamelCase__  :List[str]				   =					dropout
							UpperCamelCase__  :Optional[int]				   =					attention_dropout
							UpperCamelCase__  :Dict				   =					activation
							UpperCamelCase__  :Dict				   =					initializer_range
							UpperCamelCase__  :Any				   =					qa_dropout
							UpperCamelCase__  :Tuple				   =					seq_classif_dropout
							super().__init__(**UpperCamelCase_       ,  pad_token_id=UpperCamelCase_				)



class   lowercase      (				A__   ):

		"""simple docstring"""

		@property
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


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



'''simple docstring'''
import inspect
import os
import unittest

import torch

import accelerate
from accelerate import debug_launcher
from accelerate.test_utils import (
    execute_subprocess_async,
    require_cpu,
    require_huggingface_suite,
    require_multi_gpu,
    require_single_gpu,
)
from accelerate.utils import patch_environment
@require_huggingface_suite
class   lowercase      (				unittest.TestCase   ):

		"""simple docstring"""

		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Any				   =					inspect.getfile(accelerate.test_utils				)
							UpperCamelCase__  :Any				   =					os.path.sep.join(
							    mod_file.split(os.path.sep				)[:-1] + ['''scripts''', '''external_deps''', '''test_metrics.py''']				)

							from accelerate.test_utils.scripts.external_deps import test_metrics  # noqa: F401

							UpperCamelCase__  :List[str]				   =					test_metrics




		@require_cpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							debug_launcher(self.test_metrics.main       ,  num_processes=1				)




		@require_cpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							debug_launcher(self.test_metrics.main				)




		@require_single_gpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							self.test_metrics.main()




		@require_multi_gpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							print(F'''Found {torch.cuda.device_count()} devices.'''				)
							UpperCamelCase__  :Optional[Any]				   =					['''torchrun''', F'''--nproc_per_node={torch.cuda.device_count()}''', self.test_file_path]
							with patch_environment(omp_num_threads=1				):
												execute_subprocess_async(UpperCamelCase_       ,  env=os.environ.copy()				)