





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


_snake_case           =			logging.get_logger(__name__)

_snake_case           =			{
    """google/mobilenet_v2_1.4_224""": """https://huggingface.co/google/mobilenet_v2_1.4_224/resolve/main/config.json""",
    """google/mobilenet_v2_1.0_224""": """https://huggingface.co/google/mobilenet_v2_1.0_224/resolve/main/config.json""",
    """google/mobilenet_v2_0.75_160""": """https://huggingface.co/google/mobilenet_v2_0.75_160/resolve/main/config.json""",
    """google/mobilenet_v2_0.35_96""": """https://huggingface.co/google/mobilenet_v2_0.35_96/resolve/main/config.json""",
    # See all MobileNetV2 models at https://huggingface.co/models?filter=mobilenet_v2
}





class  lowerCAmelCase							(       lowercase_ ):
  __lowerCamelCase		=      'mobilenet_v2'







  def __init__(      self  :Union[str, Any]   ,							_lowercase  :Tuple=3   ,							_lowercase  :int=2_24   ,							_lowercase  :List[Any]=1.0   ,							_lowercase  :Tuple=8   ,							_lowercase  :str=8   ,							_lowercase  :Any=6   ,							_lowercase  :Any=32   ,							_lowercase  :List[str]=True   ,							_lowercase  :int=True   ,							_lowercase  :int="relu6"   ,							_lowercase  :List[Any]=True   ,							_lowercase  :Tuple=0.8   ,							_lowercase  :Union[str, Any]=0.02   ,							_lowercase  :Union[str, Any]=0.001   ,							_lowercase  :str=2_55   ,							**_lowercase  :Union[str, Any]   ,							):






     '''simple docstring'''





     super().__init__(**_lowercase )

     if depth_multiplier <= 0:
        raise ValueError("depth_multiplier must be greater than zero." )

     lowercase__			       =  num_channels
     lowercase__			       =  image_size
     lowercase__			       =  depth_multiplier
     lowercase__			       =  depth_divisible_by
     lowercase__			       =  min_depth
     lowercase__			       =  expand_ratio
     lowercase__			       =  output_stride
     lowercase__			       =  first_layer_is_expansion
     lowercase__			       =  finegrained_output
     lowercase__			       =  hidden_act
     lowercase__			       =  tf_padding
     lowercase__			       =  classifier_dropout_prob
     lowercase__			       =  initializer_range
     lowercase__			       =  layer_norm_eps
     lowercase__			       =  semantic_loss_ignore_index





class  lowerCAmelCase							(       lowercase_ ):
  __lowerCamelCase		=      version.parse('1.11' )







  @property
  def   UpperCAmelCase					(      self  :List[Any] ):






     '''simple docstring'''





     return OrderedDict([("pixel_values", {0: "batch"})] )







  @property
  def   UpperCAmelCase					(      self  :Dict ):






     '''simple docstring'''





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







  @property
  def   UpperCAmelCase					(      self  :str ):






     '''simple docstring'''





     return 1e-4













from __future__ import annotations

from collections import deque





class  lowerCAmelCase							:







  def __init__(      self  :List[Any]   ,							_lowercase  :list[str] ):






     '''simple docstring'''





     lowercase__			       =  []
     self.adlist.append(
         {"value": "", "next_states": [], "fail_state": 0, "output": []} )

     for keyword in keywords:
        self.add_keyword(_lowercase )
     self.set_fail_transitions()







  def   UpperCAmelCase					(      self  :str   ,							_lowercase  :int   ,							_lowercase  :str ):






     '''simple docstring'''





     for state in self.adlist[current_state]["next_states"]:
        if char == self.adlist[state]["value"]:
           return state
     return None







  def   UpperCAmelCase					(      self  :List[str]   ,							_lowercase  :str ):






     '''simple docstring'''





     lowercase__			       =  0
     for character in keyword:
        lowercase__			       =  self.find_next_state(_lowercase   ,							_lowercase )
        if next_state is None:
           self.adlist.append(
               {
                   "value": character,
                   "next_states": [],
                   "fail_state": 0,
                   "output": [],
               } )
           self.adlist[current_state]["next_states"].append(len(self.adlist ) - 1 )
           lowercase__			       =  len(self.adlist ) - 1
        else:
           lowercase__			       =  next_state
     self.adlist[current_state]["output"].append(_lowercase )







  def   UpperCAmelCase					(      self  :int ):






     '''simple docstring'''





     lowercase__			       =  deque()
     for node in self.adlist[0]["next_states"]:
        q.append(_lowercase )
        lowercase__			       =  0
     while q:
        lowercase__			       =  q.popleft()
        for child in self.adlist[r]["next_states"]:
           q.append(_lowercase )
           lowercase__			       =  self.adlist[r]["fail_state"]
           while (
               self.find_next_state(_lowercase   ,							self.adlist[child]["value"] ) is None
               and state != 0
           ):
              lowercase__			       =  self.adlist[state]["fail_state"]
           lowercase__			       =  self.find_next_state(
               _lowercase   ,							self.adlist[child]["value"] )
           if self.adlist[child]["fail_state"] is None:
              lowercase__			       =  0
           lowercase__			       =  (
               self.adlist[child]["output"]
               + self.adlist[self.adlist[child]["fail_state"]]["output"]
           )







  def   UpperCAmelCase					(      self  :Optional[Any]   ,							_lowercase  :str ):






     '''simple docstring'''





     lowercase__			       =  {}  # returns a dict with keywords and list of its occurrences
     lowercase__			       =  0
     for i in range(len(_lowercase ) ):
        while (
            self.find_next_state(_lowercase   ,							string[i] ) is None
            and current_state != 0
        ):
           lowercase__			       =  self.adlist[current_state]["fail_state"]
        lowercase__			       =  self.find_next_state(_lowercase   ,							string[i] )
        if next_state is None:
           lowercase__			       =  0
        else:
           lowercase__			       =  next_state
           for key in self.adlist[current_state]["output"]:
              if key not in result:
                 lowercase__			       =  []
              result[key].append(i - len(_lowercase ) + 1 )
     return result


if __name__ == "__main__":
  import doctest

  doctest.testmod()






