"""simple docstring"""






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


__A         =				logging.get_logger(__name__)

__A         =				{
    "apple/mobilevitv2-1.0": "https://huggingface.co/apple/mobilevitv2-1.0/resolve/main/config.json",
}


class 					UpperCAmelCase		(_UpperCAmelCase						):



    """simple docstring"""

    _UpperCAmelCase			:int							=				"mobilevitv2"






    def __init__(     self					,    _UpperCAmelCase=3					,    _UpperCAmelCase=256					,    _UpperCAmelCase=2					,    _UpperCAmelCase=2.0					,    _UpperCAmelCase="swish"					,    _UpperCAmelCase=3					,    _UpperCAmelCase=32					,    _UpperCAmelCase=0.1					,    _UpperCAmelCase=0.02					,    _UpperCAmelCase=1e-5					,    _UpperCAmelCase=512					,    _UpperCAmelCase=[6, 12, 18]					,    _UpperCAmelCase=0.1					,    _UpperCAmelCase=255					,    _UpperCAmelCase=[2, 4, 3]					,    _UpperCAmelCase=[128, 192, 256]					,    _UpperCAmelCase=1.0					,    _UpperCAmelCase=2					,    _UpperCAmelCase=0.0					,    _UpperCAmelCase=0.0					,    **_UpperCAmelCase					,    ):
       super().__init__(**_UpperCAmelCase							)

       lowercase__:     Tuple      =   num_channels
       lowercase__:     int      =   image_size
       lowercase__:     Optional[Any]      =   patch_size
       lowercase__:     Dict      =   expand_ratio
       lowercase__:     Union[str, Any]      =   hidden_act
       lowercase__:     Union[str, Any]      =   conv_kernel_size
       lowercase__:     Union[str, Any]      =   output_stride
       lowercase__:     List[Any]      =   initializer_range
       lowercase__:     Union[str, Any]      =   layer_norm_eps
       lowercase__:     Optional[int]      =   n_attn_blocks
       lowercase__:     Optional[int]      =   base_attn_unit_dims
       lowercase__:     List[Any]      =   width_multiplier
       lowercase__:     List[str]      =   ffn_multiplier
       lowercase__:     Any      =   ffn_dropout
       lowercase__:     Optional[int]      =   attn_dropout
       lowercase__:     Any      =   classifier_dropout_prob

       # decode head attributes for semantic segmentation
       lowercase__:     List[Any]      =   aspp_out_channels
       lowercase__:     Optional[int]      =   atrous_rates
       lowercase__:     Any      =   aspp_dropout_prob
       lowercase__:     str      =   semantic_loss_ignore_index



class 					UpperCAmelCase		(_UpperCAmelCase						):



    """simple docstring"""

    _UpperCAmelCase			:Dict							=				version.parse("1.11"						)






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






    @property
    def _snake_case    (     self							):
       if self.task == "image-classification":
          return OrderedDict([('''logits''', {0: '''batch'''})]							)
       else:
          return OrderedDict([('''last_hidden_state''', {0: '''batch'''}), ('''pooler_output''', {0: '''batch'''})]							)






    @property
    def _snake_case    (     self							):
       return 1e-4

"""simple docstring"""






from __future__ import annotations

import random
from collections.abc import Iterable
from typing import Any, Generic, TypeVar

__A         =				TypeVar("T", bound=bool)


class 					UpperCAmelCase		(Generic[T]						):



    """simple docstring"""

    def __init__(     self					,    _UpperCAmelCase							):
       lowercase__:     T      =   value
       lowercase__:     RandomizedHeapNode[T] | None      =   None
       lowercase__:     RandomizedHeapNode[T] | None      =   None






    @property
    def _snake_case    (     self							):
       return self._value






    @staticmethod
    def _snake_case    (     _UpperCAmelCase					,    _UpperCAmelCase							):
       if not roota:
          return roota

       if not roota:
          return roota

       if roota.value > roota.value:
          lowercase__,				lowercase__:     List[str]      =   roota, roota

       if random.choice([True, False]							):
          lowercase__,				lowercase__:     Any      =   roota.right, roota.left

       lowercase__:     Optional[int]      =   RandomizedHeapNode.merge(roota.left					,    _UpperCAmelCase							)

       return roota



class 					UpperCAmelCase		(Generic[T]						):



    """simple docstring"""

    def __init__(     self					,    _UpperCAmelCase = ()							):
       lowercase__:     RandomizedHeapNode[T] | None      =   None

       if data:
          for item in data:
             self.insert(_UpperCAmelCase							)






    def _snake_case    (     self					,    _UpperCAmelCase							):
       lowercase__:     Any      =   RandomizedHeapNode.merge(self._root					,    RandomizedHeapNode(_UpperCAmelCase							)							)






    def _snake_case    (     self							):
       lowercase__:     Union[str, Any]      =   self.top()

       if self._root is None:
          return None

       lowercase__:     int      =   RandomizedHeapNode.merge(self._root.left					,    self._root.right							)

       return result






    def _snake_case    (     self							):
       if not self._root:
          raise IndexError('''Can\'t get top element for the empty heap.'''							)
       return self._root.value






    def _snake_case    (     self							):
       lowercase__:     Dict      =   None






    def _snake_case    (     self							):
       lowercase__:     Optional[int]      =   []
       while self:
          result.append(self.pop()							)

       return result






    def __bool__(     self							):
       return self._root is not None


if __name__ == "__main__":
       import doctest

       doctest.testmod()
