





import importlib
import os
import sys


# This is required to make the module import works (when the python process is running from the root of the repo)
sys.path.append(""".""")




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     int:
  lowercase__			    =						test_file.split(os.path.sep	)
  if components[0:2] != ["tests", "models"]:
    raise ValueError(
        '`test_file` should start with `tests/models/` (with `/` being the OS specific path separator). Got '
        F"""{test_file} instead."""	)
  lowercase__			    =						components[-1]
  if not test_fn.endswith('py'	):
    raise ValueError(F"""`test_file` should be a python file. Got {test_fn} instead."""	)
  if not test_fn.startswith('test_modeling_'	):
    raise ValueError(
        F"""`test_file` should point to a file name of the form `test_modeling_*.py`. Got {test_fn} instead."""	)

  lowercase__			    =						components[:-1] + [test_fn.replace('.py'	,		''	)]
  lowercase__			    =						'.'.join(_SCREAMING_SNAKE_CASE	)

  return test_module_path




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     List[str]:
  lowercase__			    =						get_module_path(_SCREAMING_SNAKE_CASE	)
  lowercase__			    =						importlib.import_module(_SCREAMING_SNAKE_CASE	)

  return test_module




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Tuple:
  lowercase__			    =						[]
  lowercase__			    =						get_test_module(_SCREAMING_SNAKE_CASE	)
  for attr in dir(_SCREAMING_SNAKE_CASE	):
    if attr.endswith('ModelTester'	):
      tester_classes.append(getattr(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)	)

    # sort with class names
  return sorted(_SCREAMING_SNAKE_CASE	,		key=lambda _SCREAMING_SNAKE_CASE	: x.__name__	)




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Tuple:
  lowercase__			    =						[]
  lowercase__			    =						get_test_module(_SCREAMING_SNAKE_CASE	)
  for attr in dir(_SCREAMING_SNAKE_CASE	):
    lowercase__			    =						getattr(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)
    # (TF/Flax)ModelTesterMixin is also an attribute in specific model test module. Let's exclude them by checking
    # `all_model_classes` is not empty (which also excludes other special classes).
    lowercase__			    =						getattr(_SCREAMING_SNAKE_CASE	,		'all_model_classes'	,		[]	)
    if len(_SCREAMING_SNAKE_CASE	) > 0:
      test_classes.append(_SCREAMING_SNAKE_CASE	)

    # sort with class names
  return sorted(_SCREAMING_SNAKE_CASE	,		key=lambda _SCREAMING_SNAKE_CASE	: x.__name__	)




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Union[str, Any]:
  lowercase__			    =						get_test_classes(_SCREAMING_SNAKE_CASE	)
  lowercase__			    =						set()
  for test_class in test_classes:
    model_classes.update(test_class.all_model_classes	)

  # sort with class names
  return sorted(_SCREAMING_SNAKE_CASE	,		key=lambda _SCREAMING_SNAKE_CASE	: x.__name__	)




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Union[str, Any]:
  lowercase__			    =						test_class()
  if hasattr(_SCREAMING_SNAKE_CASE	,		'setUp'	):
    test.setUp()

  lowercase__			    =						None
  if hasattr(_SCREAMING_SNAKE_CASE	,		'model_tester'	):
    # `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
    if test.model_tester is not None:
      lowercase__			    =						test.model_tester.__class__

  return model_tester




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  lowercase__			    =						get_test_classes(_SCREAMING_SNAKE_CASE	)

  lowercase__			    =						[]
  for test_class in test_classes:
    if model_class in test_class.all_model_classes:
      target_test_classes.append(_SCREAMING_SNAKE_CASE	)

    # sort with class names
  return sorted(_SCREAMING_SNAKE_CASE	,		key=lambda _SCREAMING_SNAKE_CASE	: x.__name__	)




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)       ->     Dict:
  lowercase__			    =						get_test_classes_for_model(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	)

  lowercase__			    =						[]
  for test_class in test_classes:
    lowercase__			    =						get_model_tester_from_test_class(_SCREAMING_SNAKE_CASE	)
    if tester_class is not None:
      tester_classes.append(_SCREAMING_SNAKE_CASE	)

    # sort with class names
  return sorted(_SCREAMING_SNAKE_CASE	,		key=lambda _SCREAMING_SNAKE_CASE	: x.__name__	)




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     List[Any]:
  lowercase__			    =						get_test_classes(_SCREAMING_SNAKE_CASE	)
  lowercase__			    =						{test_class: get_model_tester_from_test_class(_SCREAMING_SNAKE_CASE	) for test_class in test_classes}
  return test_tester_mapping




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Dict:
  lowercase__			    =						get_model_classes(_SCREAMING_SNAKE_CASE	)
  lowercase__			    =						{
      model_class: get_test_classes_for_model(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	) for model_class in model_classes
  }
  return model_test_mapping




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Optional[Any]:
  lowercase__			    =						get_model_classes(_SCREAMING_SNAKE_CASE	)
  lowercase__			    =						{
      model_class: get_tester_classes_for_model(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	) for model_class in model_classes
  }
  return model_to_tester_mapping




def     __UpperCamelCase						(_SCREAMING_SNAKE_CASE	)       ->     Optional[Any]:
  if isinstance(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	):
    return o
  elif isinstance(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	):
    return o.__name__
  elif isinstance(_SCREAMING_SNAKE_CASE	,		(list, tuple)	):
    return [to_json(_SCREAMING_SNAKE_CASE	) for x in o]
  elif isinstance(_SCREAMING_SNAKE_CASE	,		_SCREAMING_SNAKE_CASE	):
    return {to_json(_SCREAMING_SNAKE_CASE	): to_json(_SCREAMING_SNAKE_CASE	) for k, v in o.items()}
  else:
    return o









from collections import OrderedDict
from typing import Mapping

from packaging import version

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


lowercase_					     =	logging.get_logger(__name__)

lowercase_					     =	{
    """facebook/deit-base-distilled-patch16-224""": (
        """https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json"""
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}
class        SCREAMING_SNAKE_CASE     (UpperCAmelCase   ):
   _UpperCamelCase					:	Any				      = 'deit'


   def __init__(					self    :       Any    ,  a    :       Union[str, Any]=768    ,  a    :       Optional[Any]=12    ,  a    :       Union[str, Any]=12    ,  a    :       Optional[int]=3_072    ,  a    :       Optional[int]="gelu"    ,  a    :       Optional[Any]=0.0    ,  a    :       List[Any]=0.0    ,  a    :       int=0.02    ,  a    :       List[str]=1E-1_2    ,  a    :       Optional[int]=224    ,  a    :       Tuple=16    ,  a    :       List[Any]=3    ,  a    :       List[str]=True    ,  a    :       Any=16    ,  **a    :       Union[str, Any]    ,  )->     int:





     """simple docstring"""







     super().__init__(**a )

     lowercase__			    =						hidden_size
     lowercase__			    =						num_hidden_layers
     lowercase__			    =						num_attention_heads
     lowercase__			    =						intermediate_size
     lowercase__			    =						hidden_act
     lowercase__			    =						hidden_dropout_prob
     lowercase__			    =						attention_probs_dropout_prob
     lowercase__			    =						initializer_range
     lowercase__			    =						layer_norm_eps
     lowercase__			    =						image_size
     lowercase__			    =						patch_size
     lowercase__			    =						num_channels
     lowercase__			    =						qkv_bias
     lowercase__			    =						encoder_stride






class        SCREAMING_SNAKE_CASE     (UpperCAmelCase   ):
   _UpperCamelCase					:	List[Any]				      = version.parse('1.11'   )


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





     """simple docstring"""







     return OrderedDict(
         [
             ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
         ] )


   @property
   def  SCREAMING_SNAKE_CASE_							(					self    :       Any )->     float:





     """simple docstring"""







     return 1E-4


