


'''simple docstring'''







import dataclasses
import json
import sys
import types
from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError
from copy import copy
from enum import Enum
from inspect import isclass
from pathlib import Path
from typing import Any, Callable, Dict, Iterable, List, Literal, NewType, Optional, Tuple, Union, get_type_hints

import yaml


a__  :					Tuple        =       NewType('DataClass', Any)
a__  :					Optional[int]        =       NewType('DataClassType', Any)







def _UpperCamelCase       (     __A    )							->		int:


      '''simple docstring'''



      if isinstance(lowerCAmelCase__      ,			lowerCAmelCase__    ):
            return v
      if v.lower() in ("yes", "true", "t", "y", "1"):
            return True
      elif v.lower() in ("no", "false", "f", "n", "0"):
            return False
      else:
            raise ArgumentTypeError(
                F'''Truthy value expected: got {v} but expected one of yes/no, true/false, t/f, y/n, 1/0 (case insensitive).'''    )







def _UpperCamelCase       (     __A    )							->		Callable[[str], Any]:


      '''simple docstring'''



      UpperCamelCase__										=				{str(lowerCAmelCase__    ): choice for choice in choices}
      return lambda __A    : str_to_choice.get(lowerCAmelCase__      ,			lowerCAmelCase__    )







def _UpperCamelCase       (     *,
    __A = None      ,			__A = None      ,			__A = dataclasses.MISSING      ,			__A = dataclasses.MISSING      ,			__A = None      ,			**__A      ,			)							->		dataclasses.Field:


      '''simple docstring'''



      if metadata is None:
            # Important, don't use as default param in function signature because dict is mutable and shared across function calls
            UpperCamelCase__										=				{}
      if aliases is not None:
            UpperCamelCase__										=				aliases
      if help is not None:
            UpperCamelCase__										=				help

      return dataclasses.field(metadata=lowerCAmelCase__      ,			default=lowerCAmelCase__      ,			default_factory=lowerCAmelCase__      ,			**lowerCAmelCase__    )



class 					lowercase_     (    a__   ):
    __UpperCAmelCase   			=	42


    def __init__(     self  ,					a  ,					**a    ):



          if "formatter_class" not in kwargs:
                UpperCamelCase__										=				ArgumentDefaultsHelpFormatter
          super().__init__(**__lowerCAmelCase    )
          if dataclasses.is_dataclass(__lowerCAmelCase    ):
                UpperCamelCase__										=				[dataclass_types]
          UpperCamelCase__										=				list(__lowerCAmelCase    )
          for dtype in self.dataclass_types:
                self._add_dataclass_arguments(__lowerCAmelCase    )


    @staticmethod
    def    __a							(     a  ,					a    ):
          UpperCamelCase__										=				f'''--{field.name}'''
          UpperCamelCase__										=				field.metadata.copy()
          # field.metadata is not used at all by Data Classes,
          # it is provided as a third-party extension mechanism.
          if isinstance(field.type  ,					__lowerCAmelCase    ):
                raise RuntimeError(
                    "Unresolved type detected, which should have been done with the help of "
                    "`typing.get_type_hints` method by default"    )

          UpperCamelCase__										=				kwargs.pop("aliases"  ,					[]    )
          if isinstance(__lowerCAmelCase  ,					__lowerCAmelCase    ):
                UpperCamelCase__										=				[aliases]

          UpperCamelCase__										=				getattr(field.type  ,					"__origin__"  ,					field.type    )
          if origin_type is Union or (hasattr(__lowerCAmelCase  ,					"UnionType"    ) and isinstance(__lowerCAmelCase  ,					types.UnionType    )):
                if str not in field.type.__args__ and (
                    len(field.type.__args__    ) != 2 or type(__lowerCAmelCase    ) not in field.type.__args__
                ):
                      raise ValueError(
                          "Only `Union[X, NoneType]` (i.e., `Optional[X]`) is allowed for `Union` because"
                          " the argument parser only supports one type per argument."
                          f''' Problem encountered in field \'{field.name}\'.'''    )
                if type(__lowerCAmelCase    ) not in field.type.__args__:
                      # filter `str` in Union
                      UpperCamelCase__										=				field.type.__args__[0] if field.type.__args__[1] == str else field.type.__args__[1]
                      UpperCamelCase__										=				getattr(field.type  ,					"__origin__"  ,					field.type    )
                elif bool not in field.type.__args__:
                      # filter `NoneType` in Union (except for `Union[bool, NoneType]`)
                      UpperCamelCase__										=				(
                          field.type.__args__[0] if isinstance(__lowerCAmelCase  ,					field.type.__args__[1]    ) else field.type.__args__[1]
                      )
                      UpperCamelCase__										=				getattr(field.type  ,					"__origin__"  ,					field.type    )

        # A variable to store kwargs for a boolean field, if needed
        # so that we can init a `no_*` complement argument (see below)
          UpperCamelCase__										=				{}
          if origin_type is Literal or (isinstance(field.type  ,					__lowerCAmelCase    ) and issubclass(field.type  ,					__lowerCAmelCase    )):
                if origin_type is Literal:
                      UpperCamelCase__										=				field.type.__args__
                else:
                      UpperCamelCase__										=				[x.value for x in field.type]

                UpperCamelCase__										=				make_choice_type_function(kwargs["choices"]    )

                if field.default is not dataclasses.MISSING:
                      UpperCamelCase__										=				field.default
                else:
                      UpperCamelCase__										=				True
          elif field.type is bool or field.type == Optional[bool]:
                # Copy the currect kwargs to use to instantiate a `no_*` complement argument below.
                # We do not initialize it here because the `no_*` alternative must be instantiated after the real argument
                UpperCamelCase__										=				copy(__lowerCAmelCase    )

                # Hack because type=bool in argparse does not behave as we want.
                UpperCamelCase__										=				string_to_bool
                if field.type is bool or (field.default is not None and field.default is not dataclasses.MISSING):
                      # Default value is False if we have no default when of type bool.
                      UpperCamelCase__										=				False if field.default is dataclasses.MISSING else field.default
                      # This is the value that will get picked if we don't include --field_name in any way
                      UpperCamelCase__										=				default
                      # This tells argparse we accept 0 or 1 value after --field_name
                      UpperCamelCase__										=				"?"
                      # This is the value that will get picked if we do --field_name (without value)
                      UpperCamelCase__										=				True
          elif isclass(__lowerCAmelCase    ) and issubclass(__lowerCAmelCase  ,					__lowerCAmelCase    ):
                UpperCamelCase__										=				field.type.__args__[0]
                UpperCamelCase__										=				"+"
                if field.default_factory is not dataclasses.MISSING:
                      UpperCamelCase__										=				field.default_factory()
                elif field.default is dataclasses.MISSING:
                      UpperCamelCase__										=				True
          else:
                UpperCamelCase__										=				field.type
                if field.default is not dataclasses.MISSING:
                      UpperCamelCase__										=				field.default
                elif field.default_factory is not dataclasses.MISSING:
                      UpperCamelCase__										=				field.default_factory()
                else:
                      UpperCamelCase__										=				True
          parser.add_argument(__lowerCAmelCase  ,					*__lowerCAmelCase  ,					**__lowerCAmelCase    )

          # Add a complement `no_*` argument for a boolean field AFTER the initial field has already been added.
          # Order is important for arguments with the same destination!
          # We use a copy of earlier kwargs because the original kwargs have changed a lot before reaching down
          # here and we do not need those changes/additional keys.
          if field.default is True and (field.type is bool or field.type == Optional[bool]):
                UpperCamelCase__										=				False
                parser.add_argument(f'''--no_{field.name}'''  ,					action="store_false"  ,					dest=field.name  ,					**__lowerCAmelCase    )


    def    __a							(     self  ,					a    ):



          if hasattr(__lowerCAmelCase  ,					"_argument_group_name"    ):
                UpperCamelCase__										=				self.add_argument_group(dtype._argument_group_name    )
          else:
                UpperCamelCase__										=				self

          try:
                UpperCamelCase__										=				get_type_hints(__lowerCAmelCase    )
          except NameError:
                raise RuntimeError(
                    f'''Type resolution failed for {dtype}. Try declaring the class in global scope or '''
                    "removing line of `from __future__ import annotations` which opts in Postponed "
                    "Evaluation of Annotations (PEP 563)"    )
          except TypeError as ex:
                # Remove this block when we drop Python 3.9 support
                if sys.version_info[:2] < (3, 10) and "unsupported operand type(s) for |" in str(__lowerCAmelCase    ):
                      UpperCamelCase__										=				".".join(map(__lowerCAmelCase  ,					sys.version_info[:3]    )    )
                      raise RuntimeError(
                          f'''Type resolution failed for {dtype} on Python {python_version}. Try removing '''
                          "line of `from __future__ import annotations` which opts in union types as "
                          "`X | Y` (PEP 604) via Postponed Evaluation of Annotations (PEP 563). To "
                          "support Python versions that lower than 3.10, you need to use "
                          "`typing.Union[X, Y]` instead of `X | Y` and `typing.Optional[X]` instead of "
                          "`X | None`."    ) from ex
                raise

          for field in dataclasses.fields(__lowerCAmelCase    ):
                if not field.init:
                      continue
                UpperCamelCase__										=				type_hints[field.name]
                self._parse_dataclass_field(__lowerCAmelCase  ,					__lowerCAmelCase    )


    def    __a							(     self  ,					a=None  ,					a=False  ,					a=True  ,					a=None  ,					a=None  ,					):



          if args_file_flag or args_filename or (look_for_args_file and len(sys.argv    )):
                UpperCamelCase__										=				[]

                if args_filename:
                      args_files.append(Path(__lowerCAmelCase    )    )
                elif look_for_args_file and len(sys.argv    ):
                      args_files.append(Path(sys.argv[0]    ).with_suffix(".args"    )    )

                # args files specified via command line flag should overwrite default args files so we add them last
                if args_file_flag:
                      # Create special parser just to extract the args_file_flag values
                      UpperCamelCase__										=				ArgumentParser()
                      args_file_parser.add_argument(__lowerCAmelCase  ,					type=__lowerCAmelCase  ,					action="append"    )

                      # Use only remaining args for further parsing (remove the args_file_flag)
                      UpperCamelCase__					,	UpperCamelCase__										=				args_file_parser.parse_known_args(args=__lowerCAmelCase    )
                      UpperCamelCase__										=				vars(__lowerCAmelCase    ).get(args_file_flag.lstrip("-"    )  ,					__lowerCAmelCase    )

                      if cmd_args_file_paths:
                            args_files.extend([Path(__lowerCAmelCase    ) for p in cmd_args_file_paths]    )

                UpperCamelCase__										=				[]
                for args_file in args_files:
                      if args_file.exists():
                            file_args += args_file.read_text().split()

            # in case of duplicate arguments the last one has precedence
            # args specified via the command line should overwrite args from files, so we add them last
                UpperCamelCase__										=				file_args + args if args is not None else file_args + sys.argv[1:]
          UpperCamelCase__					,	UpperCamelCase__										=				self.parse_known_args(args=__lowerCAmelCase    )
          UpperCamelCase__										=				[]
          for dtype in self.dataclass_types:
                UpperCamelCase__										=				{f.name for f in dataclasses.fields(__lowerCAmelCase    ) if f.init}
                UpperCamelCase__										=				{k: v for k, v in vars(__lowerCAmelCase    ).items() if k in keys}
                for k in keys:
                      delattr(__lowerCAmelCase  ,					__lowerCAmelCase    )
                UpperCamelCase__										=				dtype(**__lowerCAmelCase    )
                outputs.append(__lowerCAmelCase    )
          if len(namespace.__dict__    ) > 0:
                # additional namespace.
                outputs.append(__lowerCAmelCase    )
          if return_remaining_strings:
                return (*outputs, remaining_args)
          else:
                if remaining_args:
                      raise ValueError(f'''Some specified arguments are not used by the HfArgumentParser: {remaining_args}'''    )

                return (*outputs,)


    def    __a							(     self  ,					a  ,					a = False    ):
          UpperCamelCase__										=				set(args.keys()    )
          UpperCamelCase__										=				[]
          for dtype in self.dataclass_types:
                UpperCamelCase__										=				{f.name for f in dataclasses.fields(__lowerCAmelCase    ) if f.init}
                UpperCamelCase__										=				{k: v for k, v in args.items() if k in keys}
                unused_keys.difference_update(inputs.keys()    )
                UpperCamelCase__										=				dtype(**__lowerCAmelCase    )
                outputs.append(__lowerCAmelCase    )
          if not allow_extra_keys and unused_keys:
                raise ValueError(f'''Some keys are not used by the HfArgumentParser: {sorted(__lowerCAmelCase    )}'''    )
          return tuple(__lowerCAmelCase    )


    def    __a							(     self  ,					a  ,					a = False    ):



          with open(Path(__lowerCAmelCase    )  ,					encoding="utf-8"    ) as open_json_file:
                UpperCamelCase__										=				json.loads(open_json_file.read()    )
          UpperCamelCase__										=				self.parse_dict(__lowerCAmelCase  ,					allow_extra_keys=__lowerCAmelCase    )
          return tuple(__lowerCAmelCase    )


    def    __a							(     self  ,					a  ,					a = False    ):
          UpperCamelCase__										=				self.parse_dict(yaml.safe_load(Path(__lowerCAmelCase    ).read_text()    )  ,					allow_extra_keys=__lowerCAmelCase    )
          return tuple(__lowerCAmelCase    )






"""simple docstring"""






from collections import OrderedDict
from typing import List, Mapping

from packaging import version

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


__lowerCAmelCase    :       List[Any]					     =logging.get_logger(__name__)

__lowerCAmelCase    :       Union[str, Any]					     ={
    """google/efficientnet-b7""": """https://huggingface.co/google/efficientnet-b7/resolve/main/config.json""",
}





class  _A						(       lowerCAmelCase	):
      snake_case__			:   Optional[int]							  =	'efficientnet'

      def __init__(						self		,       __lowerCAmelCase = 3		,       __lowerCAmelCase = 600		,       __lowerCAmelCase = 2.0		,       __lowerCAmelCase = 3.1		,       __lowerCAmelCase = 8		,       __lowerCAmelCase = [3, 3, 5, 3, 5, 5, 3]		,       __lowerCAmelCase = [32, 16, 24, 40, 80, 112, 192]		,       __lowerCAmelCase = [16, 24, 40, 80, 112, 192, 320]		,       __lowerCAmelCase = []		,       __lowerCAmelCase = [1, 2, 2, 2, 1, 2, 1]		,       __lowerCAmelCase = [1, 2, 2, 3, 3, 4, 1]		,       __lowerCAmelCase = [1, 6, 6, 6, 6, 6, 6]		,       __lowerCAmelCase = 0.2_5		,       __lowerCAmelCase = "swish"		,       __lowerCAmelCase = 2560		,       __lowerCAmelCase = "mean"		,       __lowerCAmelCase = 0.0_2		,       __lowerCAmelCase = 0.0_0_1		,       __lowerCAmelCase = 0.9_9		,       __lowerCAmelCase = 0.5		,       __lowerCAmelCase = 0.2		,       **__lowerCAmelCase		,       ):







            """simple docstring"""



            super().__init__(**__lowerCAmelCase						)

            lowercase														=	num_channels
            lowercase														=	image_size
            lowercase														=	width_coefficient
            lowercase														=	depth_coefficient
            lowercase														=	depth_divisor
            lowercase														=	kernel_sizes
            lowercase														=	in_channels
            lowercase														=	out_channels
            lowercase														=	depthwise_padding
            lowercase														=	strides
            lowercase														=	num_block_repeats
            lowercase														=	expand_ratios
            lowercase														=	squeeze_expansion_ratio
            lowercase														=	hidden_act
            lowercase														=	hidden_dim
            lowercase														=	pooling_type
            lowercase														=	initializer_range
            lowercase														=	batch_norm_eps
            lowercase														=	batch_norm_momentum
            lowercase														=	dropout_rate
            lowercase														=	drop_connect_rate
            lowercase														=	sum(__lowerCAmelCase						) * 4






class  _A						(       lowerCAmelCase	):
      snake_case__			:   Dict							  =	version.parse('1.11'	)

      @property
      def 				A__       (						self						):







            """simple docstring"""



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







      @property
      def 				A__       (						self						):







            """simple docstring"""



            return 1E-5



