






'''simple docstring'''

import os

import pytest
from attr import dataclass


UpperCAmelCase__						:List[str]          =			"""us-east-1"""  # defaults region







@dataclass
class 	SCREAMING_SNAKE_CASE	:
       snake_case__    :     str
       snake_case__    :     Optional[Any]   		=			'arn:aws:iam::558105141721:role/sagemaker_execution_role'
       snake_case__    :     str   		=			{
           'task_name': 'mnli',
           'per_device_train_batch_size': 1_6,
           'per_device_eval_batch_size': 1_6,
           'do_train': True,
           'do_eval': True,
           'do_predict': True,
           'output_dir': '/opt/ml/model',
           'overwrite_output_dir': True,
           'max_steps': 5_0_0,
           'save_steps': 5_5_0_0,
       }
       snake_case__    :     Tuple   		=			{**hyperparameters, 'max_steps': 1_0_0_0}




       @property
       def 					a_					(					self      : List[str]					):


            """simple docstring"""







            if self.framework == "pytorch":
                 return [
                     {"Name": "train_runtime", "Regex": r"train_runtime.*=\D*(.*?)$"},
                     {"Name": "eval_accuracy", "Regex": r"eval_accuracy.*=\D*(.*?)$"},
                     {"Name": "eval_loss", "Regex": r"eval_loss.*=\D*(.*?)$"},
                 ]
            else:
                 return [
                     {"Name": "train_runtime", "Regex": r"train_runtime.*=\D*(.*?)$"},
                     {"Name": "eval_accuracy", "Regex": r"loss.*=\D*(.*?)]?$"},
                     {"Name": "eval_loss", "Regex": r"sparse_categorical_accuracy.*=\D*(.*?)]?$"},
                 ]




       @property
       def 					a_					(					self      : Optional[int]					):


            """simple docstring"""







            return f"{self.framework}-transfromers-test"




       @property
       def 					a_					(					self      : Optional[int]					):


            """simple docstring"""







            return f"./tests/sagemaker/scripts/{self.framework}"




       @property
       def 					a_					(					self      : str					):


            """simple docstring"""







            if self.framework == "pytorch":
                 return "763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-pytorch-training:1.7.1-transformers4.6.1-gpu-py36-cu110-ubuntu18.04"
            else:
                 return "763104351884.dkr.ecr.us-east-1.amazonaws.com/huggingface-tensorflow-training:2.4.1-transformers4.6.1-gpu-py37-cu110-ubuntu18.04"

@pytest.fixture(scope="""class"""     )
def     __lowercase  (_lowercase     )   ->     Optional[Any]:


     """simple docstring"""
     __lowerCamelCase						:       Tuple				   =				SageMakerTestEnvironment(framework=request.cls.framework     )











'''simple docstring'''

import math
def     __lowercase  ()   ->     None:


     """simple docstring"""
     __lowerCamelCase						:       Optional[int]				   =				input("""Enter message: """     )
     __lowerCamelCase						:       Optional[Any]				   =				int(input(f"Enter key [2-{len(_lowercase     ) - 1}]: "     )     )
     __lowerCamelCase						:       Dict				   =				input("""Encryption/Decryption [e/d]: """     )

     if mode.lower().startswith("""e"""     ):
          __lowerCamelCase						:       Any				   =				encrypt_message(_lowercase,						_lowercase     )
     elif mode.lower().startswith("""d"""     ):
          __lowerCamelCase						:       int				   =				decrypt_message(_lowercase,						_lowercase     )

     # Append pipe symbol (vertical bar) to identify spaces at the end.
     print(f"Output:\n{text + '|'}"     )
def     __lowercase  (_lowercase,						_lowercase     )   ->     str:


     """simple docstring"""
     __lowerCamelCase						:       int				   =				[""""""] * key
     for col in range(_lowercase     ):
          __lowerCamelCase						:       Optional[Any]				   =				col
          while pointer < len(_lowercase     ):
               cipher_text[col] += message[pointer]
               pointer += key
     return "".join(_lowercase     )
def     __lowercase  (_lowercase,						_lowercase     )   ->     str:


     """simple docstring"""
     __lowerCamelCase						:       List[str]				   =				math.ceil(len(_lowercase     ) / key     )
     __lowerCamelCase						:       List[str]				   =				key
     __lowerCamelCase						:       Tuple				   =				(num_cols * num_rows) - len(_lowercase     )
     __lowerCamelCase						:       List[str]				   =				[""""""] * num_cols
     __lowerCamelCase						:       List[str]				   =				0
     __lowerCamelCase						:       List[Any]				   =				0

     for symbol in message:
          plain_text[col] += symbol
          col += 1

          if (
              (col == num_cols)
              or (col == num_cols - 1)
              and (row >= num_rows - num_shaded_boxes)
          ):
               __lowerCamelCase						:       int				   =				0
               row += 1

     return "".join(_lowercase     )


if __name__ == "__main__":
   import doctest

   doctest.testmod()
   main()



