

def     __SCREAMING_SNAKE_CASE   (SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__			):
						snake_case_  =      [[] for _ in range(SCREAMING_SNAKE_CASE__			)]
						snake_case_  =      key - 1

						if key <= 0:
												raise ValueError('''Height of grid can\'t be 0 or negative'''			)
						if key == 1 or len(SCREAMING_SNAKE_CASE__			) <= key:
												return input_string

						for position, character in enumerate(SCREAMING_SNAKE_CASE__			):
												snake_case_  =      position % (lowest * 2)  # puts it in bounds
												snake_case_  =      min(SCREAMING_SNAKE_CASE__    ,						lowest * 2 - num			)  # creates zigzag pattern
												temp_grid[num].append(SCREAMING_SNAKE_CASE__			)
						snake_case_  =      [''''''.join(SCREAMING_SNAKE_CASE__			) for row in temp_grid]
						snake_case_  =      ''''''.join(SCREAMING_SNAKE_CASE__			)

						return output_string


def     __SCREAMING_SNAKE_CASE   (SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__			):
						snake_case_  =      []
						snake_case_  =      key - 1

						if key <= 0:
												raise ValueError('''Height of grid can\'t be 0 or negative'''			)
						if key == 1:
												return input_string

						snake_case_  =      [[] for _ in range(SCREAMING_SNAKE_CASE__			)]  # generates template
						for position in range(len(SCREAMING_SNAKE_CASE__			)			):
												snake_case_  =      position % (lowest * 2)  # puts it in bounds
												snake_case_  =      min(SCREAMING_SNAKE_CASE__    ,						lowest * 2 - num			)  # creates zigzag pattern
												temp_grid[num].append('''*'''			)

						snake_case_  =      0
						for row in temp_grid:  # fills in the characters
												snake_case_  =      input_string[counter : counter + len(SCREAMING_SNAKE_CASE__			)]
												grid.append(list(SCREAMING_SNAKE_CASE__			)			)
												counter += len(SCREAMING_SNAKE_CASE__			)

						snake_case_  =      ''''''  # reads as zigzag
						for position in range(len(SCREAMING_SNAKE_CASE__			)			):
												snake_case_  =      position % (lowest * 2)  # puts it in bounds
												snake_case_  =      min(SCREAMING_SNAKE_CASE__    ,						lowest * 2 - num			)  # creates zigzag pattern
												output_string += grid[num][0]
												grid[num].pop(0			)
						return output_string


def     __SCREAMING_SNAKE_CASE   (SCREAMING_SNAKE_CASE__			):
						snake_case_  =      {}
						for key_guess in range(1    ,						len(SCREAMING_SNAKE_CASE__			)			):  # tries every key
												snake_case_  =      decrypt(SCREAMING_SNAKE_CASE__    ,						SCREAMING_SNAKE_CASE__			)
						return results


if __name__ == "__main__":
					import doctest

					doctest.testmod()

from collections import OrderedDict
from typing import Mapping

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


_A  =	logging.get_logger(__name__)

_A  =	{
    "kssteven/ibert-roberta-base": "https://huggingface.co/kssteven/ibert-roberta-base/resolve/main/config.json",
    "kssteven/ibert-roberta-large": "https://huggingface.co/kssteven/ibert-roberta-large/resolve/main/config.json",
    "kssteven/ibert-roberta-large-mnli": (
        "https://huggingface.co/kssteven/ibert-roberta-large-mnli/resolve/main/config.json"
    ),
}





class       _lowerCAmelCase   (      __a			):
				_lowercase     						='''ibert'''




				def __init__(   self							,							_UpperCamelCase=30_522							,							_UpperCamelCase=768							,							_UpperCamelCase=12							,							_UpperCamelCase=12							,							_UpperCamelCase=3_072							,							_UpperCamelCase="gelu"							,							_UpperCamelCase=0.1							,							_UpperCamelCase=0.1							,							_UpperCamelCase=512							,							_UpperCamelCase=2							,							_UpperCamelCase=0.02							,							_UpperCamelCase=1e-1_2							,							_UpperCamelCase=1							,							_UpperCamelCase=0							,							_UpperCamelCase=2							,							_UpperCamelCase="absolute"							,							_UpperCamelCase=False							,							_UpperCamelCase="none"							,							**_UpperCamelCase							,							)							-> List[str]:
							super().__init__(pad_token_id=_UpperCamelCase							,							bos_token_id=_UpperCamelCase							,							eos_token_id=_UpperCamelCase							,							**_UpperCamelCase	)

							lowerCAmelCase_         =      vocab_size
							lowerCAmelCase_         =      hidden_size
							lowerCAmelCase_         =      num_hidden_layers
							lowerCAmelCase_         =      num_attention_heads
							lowerCAmelCase_         =      hidden_act
							lowerCAmelCase_         =      intermediate_size
							lowerCAmelCase_         =      hidden_dropout_prob
							lowerCAmelCase_         =      attention_probs_dropout_prob
							lowerCAmelCase_         =      max_position_embeddings
							lowerCAmelCase_         =      type_vocab_size
							lowerCAmelCase_         =      initializer_range
							lowerCAmelCase_         =      layer_norm_eps
							lowerCAmelCase_         =      position_embedding_type
							lowerCAmelCase_         =      quant_mode
							lowerCAmelCase_         =      force_dequant





class       _lowerCAmelCase   (      __a			):




				@property
				def 	__a		(   self	)							-> Mapping[str, Mapping[int, str]]:
							if self.task == "multiple-choice":
										lowerCAmelCase_         =      {0: "batch", 1: "choice", 2: "sequence"}
							else:
										lowerCAmelCase_         =      {0: "batch", 1: "sequence"}
							return OrderedDict(
							    [
							        ("input_ids", dynamic_axis),
							        ("attention_mask", dynamic_axis),
							    ]	)



