code: 
  
  
  
  
  
  '''simple docstring'''
  
  
  import copy
  from typing import Dict
  
  from ...configuration_utils import PretrainedConfig
  from ...utils import logging
  from ..auto.configuration_auto import CONFIG_MAPPING
  from ..bit import BitConfig
  
  
  _lowerCamelCase				:	List[str]				    =       logging.get_logger(__name__)
  
  _lowerCamelCase				:	Any				    =       {
      'google/vit-hybrid-base-bit-384': 'https://huggingface.co/vit-hybrid-base-bit-384/resolve/main/config.json',
      # See all ViT hybrid models at https://huggingface.co/models?filter=vit
  }
  
  
  
  class 							__UpperCAmelCase  (       a__						):
  
  
  
  
  
  
  
  		'''simple docstring'''
  
  
  
  
  
  
  
  		__lowerCAmelCase 				=    "vit-hybrid"
  
  
  
  
  
  
  
  		def __init__(self						:      Any      ,      _lowerCAmelCase						:      List[Any]=None      ,      _lowerCAmelCase						:      List[str]=768      ,      _lowerCAmelCase						:      int=12      ,      _lowerCAmelCase						:      Dict=12      ,      _lowerCAmelCase						:      int=3072      ,      _lowerCAmelCase						:      Any="gelu"      ,      _lowerCAmelCase						:      int=0.0      ,      _lowerCAmelCase						:      List[str]=0.0      ,      _lowerCAmelCase						:      List[Any]=0.02      ,      _lowerCAmelCase						:      Tuple=1e-12      ,      _lowerCAmelCase						:      str=224      ,      _lowerCAmelCase						:      Tuple=1      ,      _lowerCAmelCase						:      List[str]=3      ,      _lowerCAmelCase						:      Dict=[1, 1024, 24, 24]      ,      _lowerCAmelCase						:      Optional[int]=True      ,      **_lowerCAmelCase						:      int      ,      ):
  			super().__init__(**SCREAMING_SNAKE_CASE_      )
  
  			if backbone_config is None:
  				logger.info("""`backbone_config` is `None`. Initializing the config with a `BiT` backbone."""      )
  				A							  =      {
  				    'global_padding': 'same',
  				    'layer_type': 'bottleneck',
  				    'depths': [3, 4, 9],
  				    'out_features': ['stage3'],
  				    'embedding_dynamic_padding': True,
  				}
  
  			if isinstance(SCREAMING_SNAKE_CASE_      ,      SCREAMING_SNAKE_CASE_      ):
  				if "model_type" in backbone_config:
  					A							  =      CONFIG_MAPPING[backbone_config['model_type']]
  				else:
  					logger.info(
  					    """`model_type` is not found in `backbone_config`. Use `Bit` as the backbone configuration class."""      )
  					A							  =      BitConfig
  				A							  =      backbone_config_class(**SCREAMING_SNAKE_CASE_      )
  
  			A							  =      backbone_featmap_shape
  			A							  =      backbone_config
  			A							  =      hidden_size
  			A							  =      num_hidden_layers
  			A							  =      num_attention_heads
  			A							  =      intermediate_size
  			A							  =      hidden_act
  			A							  =      hidden_dropout_prob
  			A							  =      attention_probs_dropout_prob
  			A							  =      initializer_range
  			A							  =      layer_norm_eps
  			A							  =      image_size
  			A							  =      patch_size
  			A							  =      num_channels
  			A							  =      qkv_bias
  
  
  
  
  
  
  
  		def        A     (self						:      Optional[int]      ):
  			A							  =      copy.deepcopy(self.__dict__      )
  			A							  =      self.backbone_config.to_dict()
  			A							  =      self.__class__.model_type
  			return output
  
  
  
style_context: 
  
  
  
  
  
  '''simple docstring'''
  
  
  import hashlib
  import importlib.util
  import json
  import os
  import pathlib
  from types import ModuleType
  
  import pytest
  import requests
  
  _lowerCamelCase				:	Optional[Any]				    =       pathlib.Path.cwd().joinpath('project_euler')
  _lowerCamelCase				:	Optional[int]				    =       pathlib.Path.cwd().joinpath(
      'scripts', 'project_euler_answers.json'
  )
  
  with open(PROJECT_EULER_ANSWERS_PATH) as file_handle:
  				_lowerCamelCase				:	dict[str, str]				    =       json.load(file_handle)
  
  
  
  
  def    __a (     UpperCAmelCase    )      ->ModuleType:
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  
  
  	A							  =      importlib.util.spec_from_file_location(file_path.name       ,			str(UpperCAmelCase    )    )
  	A							  =      importlib.util.module_from_spec(UpperCAmelCase    )  # type: ignore
  	spec.loader.exec_module(UpperCAmelCase    )  # type: ignore
  	return module
  
  
  
  
  def    __a (     )      ->list[pathlib.Path]:
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  
  
  	A							  =      []
  	for problem_dir_path in PROJECT_EULER_DIR_PATH.iterdir():
  		if problem_dir_path.is_file() or problem_dir_path.name.startswith("""_"""    ):
  			continue
  		for file_path in problem_dir_path.iterdir():
  			if file_path.suffix != ".py" or file_path.name.startswith(("""_""", """test""")    ):
  				continue
  			solution_file_paths.append(UpperCAmelCase    )
  	return solution_file_paths
  
  
  
  
  def    __a (     )      ->str:
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  
  
  	with open(os.environ["""GITHUB_EVENT_PATH"""]    ) as file:
  		A							  =      json.load(UpperCAmelCase    )
  	return event["pull_request"]["url"] + "/files"
  
  
  
  
  def    __a (     )      ->list[pathlib.Path]:
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  
  
  	A							  =      []
  	A							  =      {
  	    """Accept""": """application/vnd.github.v3+json""",
  	    """Authorization""": """token """ + os.environ["""GITHUB_TOKEN"""],
  	}
  	A							  =      requests.get(get_files_url()       ,			headers=UpperCAmelCase    ).json()
  	for file in files:
  		A							  =      pathlib.Path.cwd().joinpath(file["""filename"""]    )
  		if (
  		    filepath.suffix != ".py"
  		    or filepath.name.startswith(("""_""", """test""")    )
  		    or not filepath.name.startswith("""sol"""    )
  		):
  			continue
  		solution_file_paths.append(UpperCAmelCase    )
  	return solution_file_paths
  
  
  
  
  def    __a (     )      ->list[pathlib.Path]:
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  
  
  	if os.environ.get("""CI"""    ) and os.environ.get("""GITHUB_EVENT_NAME"""    ) == "pull_request":
  		# Return only if there are any, otherwise default to all solutions
  		if filepaths := added_solution_file_path():
  			return filepaths
  	return all_solution_file_paths()
  
  
  
  
  @pytest.mark.parametrize(
      """solution_path"""       ,			collect_solution_file_paths()       ,			ids=lambda UpperCAmelCase    : f"""{path.parent.name}/{path.name}"""       ,			)
  def    __a (     UpperCAmelCase    )      ->None:
  
  
  
  	"""simple docstring"""
  
  
  
  
  
  
  
  	A							  =      solution_path.parent.name[8:].zfill(3    )
  	A							  =      PROBLEM_ANSWERS[problem_number]
  	A							  =      convert_path_to_module(UpperCAmelCase    )
  	A							  =      str(solution_module.solution()    )  # type: ignore
  	A							  =      hashlib.shaaaa(answer.encode()    ).hexdigest()
  	assert (
  	    answer == expected
  	), f"""Expected solution to {problem_number} to have hash {expected}, got {answer}"""
  
  