import os

import pytest
from attr import dataclass


lowercase_     :   Optional[Any] 				=				'us-east-1'  # defaults region






@dataclass
class 		_lowerCamelCase		:
    __a  =      42
    __a  =      "arn:aws:iam::558105141721:role/sagemaker_execution_role"
    __a  =      {
        "task_name": "mnli",
        "per_device_train_batch_size": 16,
        "per_device_eval_batch_size": 16,
        "do_train": True,
        "do_eval": True,
        "do_predict": True,
        "output_dir": "/opt/ml/model",
        "overwrite_output_dir": True,
        "max_steps": 500,
        "save_steps": 5500,
    }
    __a  =      {**hyperparameters, "max_steps": 1000}
    @property
    def 						UpperCamelCase_				(  self   )       ->					str:
     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 						UpperCamelCase_				(  self   )       ->					str:
     return f'{self.framework}-transfromers-test'
    @property
    def 						UpperCamelCase_				(  self   )       ->					str:
     return f'./tests/sagemaker/scripts/{self.framework}'



    @property
    def 						UpperCamelCase_				(  self   )       ->					str:
     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 			A__      (	snake_case_ :		Tuple      ):
 SCREAMING_SNAKE_CASE__:   Any=      SageMakerTestEnvironment(framework=request.cls.framework      )


import re







def 			A__      (	snake_case_ :		str      ):

 if len(re.findall('''[ATCG]'''       ,				snake_case_      )      ) != len(snake_case_      ):
  raise ValueError('''Invalid Strand'''      )

 return dna.translate(dna.maketrans('''ATCG'''       ,				'''TAGC'''      )      )


if __name__ == "__main__":
      import doctest

      doctest.testmod()

