






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


UpperCamelCase        =				logging.get_logger(__name__)

UpperCamelCase        =				{
    "facebook/data2vec-vision-base-ft": (
        "https://huggingface.co/facebook/data2vec-vision-base-ft/resolve/main/config.json"
    ),
}

class        lowerCAmelCase_				(      lowercase	):







				"""simple docstring"""




				_snake_case				:   List[str]        =			"""data2vec-vision"""







				def __init__( self     :Optional[Any]  ,     lowerCamelCase__     :Optional[Any]=7_68  ,     lowerCamelCase__     :Tuple=12  ,     lowerCamelCase__     :str=12  ,     lowerCamelCase__     :Optional[int]=30_72  ,     lowerCamelCase__     :Union[str, Any]="gelu"  ,     lowerCamelCase__     :Any=0.0  ,     lowerCamelCase__     :Dict=0.0  ,     lowerCamelCase__     :Dict=0.02  ,     lowerCamelCase__     :Tuple=1e-12  ,     lowerCamelCase__     :Union[str, Any]=2_24  ,     lowerCamelCase__     :Union[str, Any]=16  ,     lowerCamelCase__     :Optional[int]=3  ,     lowerCamelCase__     :Tuple=False  ,     lowerCamelCase__     :Tuple=False  ,     lowerCamelCase__     :Union[str, Any]=False  ,     lowerCamelCase__     :Optional[Any]=False  ,     lowerCamelCase__     :Tuple=0.1  ,     lowerCamelCase__     :int=0.1  ,     lowerCamelCase__     :Dict=True  ,     lowerCamelCase__     :Optional[Any]=[3, 5, 7, 11]  ,     lowerCamelCase__     :int=[1, 2, 3, 6]  ,     lowerCamelCase__     :List[Any]=True  ,     lowerCamelCase__     :Any=0.4  ,     lowerCamelCase__     :List[Any]=2_56  ,     lowerCamelCase__     :str=1  ,     lowerCamelCase__     :Optional[int]=False  ,     lowerCamelCase__     :str=2_55  ,     **lowerCamelCase__     :Tuple  ,     ):
					super().__init__(**lowerCamelCase__     )

					UpperCamelCase__ :Union[str, Any]						=      hidden_size
					UpperCamelCase__ :Any						=      num_hidden_layers
					UpperCamelCase__ :Dict						=      num_attention_heads
					UpperCamelCase__ :Union[str, Any]						=      intermediate_size
					UpperCamelCase__ :Optional[int]						=      hidden_act
					UpperCamelCase__ :Optional[int]						=      hidden_dropout_prob
					UpperCamelCase__ :Optional[Any]						=      attention_probs_dropout_prob
					UpperCamelCase__ :Optional[int]						=      initializer_range
					UpperCamelCase__ :Tuple						=      layer_norm_eps

					UpperCamelCase__ :int						=      image_size
					UpperCamelCase__ :List[Any]						=      patch_size
					UpperCamelCase__ :Optional[Any]						=      num_channels
					UpperCamelCase__ :List[Any]						=      use_mask_token
					UpperCamelCase__ :List[Any]						=      use_absolute_position_embeddings
					UpperCamelCase__ :Any						=      use_relative_position_bias
					UpperCamelCase__ :Union[str, Any]						=      use_shared_relative_position_bias
					UpperCamelCase__ :List[Any]						=      layer_scale_init_value
					UpperCamelCase__ :List[Any]						=      drop_path_rate
					UpperCamelCase__ :List[Any]						=      use_mean_pooling
					# decode head attributes (semantic segmentation)
					UpperCamelCase__ :Tuple						=      out_indices
					UpperCamelCase__ :Any						=      pool_scales
					# auxiliary head attributes (semantic segmentation)
					UpperCamelCase__ :int						=      use_auxiliary_head
					UpperCamelCase__ :List[str]						=      auxiliary_loss_weight
					UpperCamelCase__ :Optional[Any]						=      auxiliary_channels
					UpperCamelCase__ :Tuple						=      auxiliary_num_convs
					UpperCamelCase__ :List[str]						=      auxiliary_concat_input
					UpperCamelCase__ :Optional[Any]						=      semantic_loss_ignore_index

class        lowerCAmelCase_				(      lowercase	):







				"""simple docstring"""




				_snake_case				:   int        =			version.parse("""1.11"""	)







				@property
				def 				__a   ( self     :List[str]     ):
					return OrderedDict(
					    [
					        ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
					    ]     )







				@property
				def 				__a   ( self     :Union[str, Any]     ):
					return 1e-4





"""simple docstring"""






from typing import Any







def 	_snake_case     (							lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       ):
				_validation(
				    lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       )
				# Creates data structures and fill initial step
				_lowerCamelCase	:     dict       =       {}
				_lowerCamelCase	:     dict       =       {}
				for state in states_space:
								_lowerCamelCase	:     Optional[Any]       =       observations_space[0]
								_lowerCamelCase	:     int       =       (
								    initial_probabilities[state] * emission_probabilities[state][observation]
								)
								_lowerCamelCase	:     List[Any]       =       None

				# Fills the data structure with the probabilities of
				# different transitions and pointers to previous states
				for o in range(1				,       len(lowercase__						)						):
								_lowerCamelCase	:     List[str]       =       observations_space[o]
								_lowerCamelCase	:     str       =       observations_space[o - 1]
								for state in states_space:
												# Calculates the argmax for probability function
												_lowerCamelCase	:     Dict       =       ''
												_lowerCamelCase	:     int       =       -1
												for k_state in states_space:
																_lowerCamelCase	:     Any       =       (
																    probabilities[(k_state, prior_observation)]
																    * transition_probabilities[k_state][state]
																    * emission_probabilities[state][observation]
																)
																if probability > max_probability:
																				_lowerCamelCase	:     Dict       =       probability
																				_lowerCamelCase	:     int       =       k_state

            # Update probabilities and pointers dicts
												_lowerCamelCase	:     List[str]       =       (
												    probabilities[(arg_max, prior_observation)]
												    * transition_probabilities[arg_max][state]
												    * emission_probabilities[state][observation]
												)

												_lowerCamelCase	:     Union[str, Any]       =       arg_max

    # The final observation
				_lowerCamelCase	:     Tuple       =       observations_space[len(lowercase__						) - 1]

				# argmax for given final observation
				_lowerCamelCase	:     Optional[int]       =       ''
				_lowerCamelCase	:     str       =       -1
				for k_state in states_space:
								_lowerCamelCase	:     Optional[int]       =       probabilities[(k_state, final_observation)]
								if probability > max_probability:
												_lowerCamelCase	:     int       =       probability
												_lowerCamelCase	:     Optional[int]       =       k_state
				_lowerCamelCase	:     Any       =       arg_max

				# Process pointers backwards
				_lowerCamelCase	:     Optional[Any]       =       last_state
				_lowerCamelCase	:     Union[str, Any]       =       []
				for o in range(len(lowercase__						) - 1				,       -1				,       -1						):
								result.append(lowercase__						)
								_lowerCamelCase	:     Dict       =       pointers[previous, observations_space[o]]
				result.reverse()

				return result







def 	_snake_case     (							lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       ):
				_validate_not_empty(
				    lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       )
				_validate_lists(lowercase__				,       lowercase__						)
				_validate_dicts(
				    lowercase__				,       lowercase__				,       lowercase__						)







def 	_snake_case     (							lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       lowercase__				,       ):
				if not all(
				    [
				        observations_space,
				        states_space,
				        initial_probabilities,
				        transition_probabilities,
				        emission_probabilities,
				    ]						):
								raise ValueError('There\'s an empty parameter'						)







def 	_snake_case     (							lowercase__				,       lowercase__						):
				_validate_list(lowercase__				,       'observations_space'						)
				_validate_list(lowercase__				,       'states_space'						)







def 	_snake_case     (							lowercase__				,       lowercase__						):
				if not isinstance(_object				,       lowercase__						):
								_lowerCamelCase	:     Tuple       =       f'''{var_name} must be a list'''
								raise ValueError(lowercase__						)
				else:
								for x in _object:
												if not isinstance(lowercase__				,       lowercase__						):
																_lowerCamelCase	:     int       =       f'''{var_name} must be a list of strings'''
																raise ValueError(lowercase__						)







def 	_snake_case     (							lowercase__				,       lowercase__				,       lowercase__				,       ):
				_validate_dict(lowercase__				,       'initial_probabilities'				,       lowercase__						)
				_validate_nested_dict(lowercase__				,       'transition_probabilities'						)
				_validate_nested_dict(lowercase__				,       'emission_probabilities'						)







def 	_snake_case     (							lowercase__				,       lowercase__						):
				_validate_dict(_object				,       lowercase__				,       lowercase__						)
				for x in _object.values():
								_validate_dict(lowercase__				,       lowercase__				,       lowercase__				,       lowercase__						)







def 	_snake_case     (							lowercase__				,       lowercase__				,       lowercase__				,       lowercase__ = False						):
				if not isinstance(_object				,       lowercase__						):
								_lowerCamelCase	:     Tuple       =       f'''{var_name} must be a dict'''
								raise ValueError(lowercase__						)
				if not all(isinstance(lowercase__				,       lowercase__						) for x in _object						):
								_lowerCamelCase	:     Optional[int]       =       f'''{var_name} all keys must be strings'''
								raise ValueError(lowercase__						)
				if not all(isinstance(lowercase__				,       lowercase__						) for x in _object.values()						):
								_lowerCamelCase	:     Optional[int]       =       'nested dictionary ' if nested else ''
								_lowerCamelCase	:     Optional[Any]       =       f'''{var_name} {nested_text}all values must be {value_type.__name__}'''
								raise ValueError(lowercase__						)


if __name__ == "__main__":
			from doctest import testmod

			testmod()