
import os

import pytest
from attr import dataclass


lowercase__          ='us-east-1'  # defaults region



@dataclass
class 		UpperCamelCase__  :
			_SCREAMING_SNAKE_CASE				:							str
			_SCREAMING_SNAKE_CASE				:							Optional[int]     	=				"arn:aws:iam::558105141721:role/sagemaker_execution_role"
			_SCREAMING_SNAKE_CASE				:							str     	=				{
			    "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": 5_500,
			}
			_SCREAMING_SNAKE_CASE				:							List[str]     	=				{**hyperparameters, "max_steps": 1_000}
			@property
			def 				lowerCAmelCase      (self			: int       ):
				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 				lowerCAmelCase      (self			: Union[str, Any]       ):
				return f"{self.framework}-transfromers-test"
			@property
			def 				lowerCAmelCase      (self			: Union[str, Any]       ):
				return f"./tests/sagemaker/scripts/{self.framework}"







			@property
			def 				lowerCAmelCase      (self			: Tuple       ):
				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        __UpperCamelCase					(    lowerCAmelCase__							:    List[Any]  ):
	__a			:  List[Any]		    =  SageMakerTestEnvironment(framework=request.cls.framework  )


def        __UpperCamelCase					(    lowerCAmelCase__							:    list  ):

 def merge(lowerCAmelCase__							:    list  ,       lowerCAmelCase__							:    list  ) -> list:

  def _merge():
   while left and right:
    yield (left if left[0] <= right[0] else right).pop(0  )
   yield from left
   yield from right

  return list(_merge()  )

 if len(lowerCAmelCase__  ) <= 1:
  return collection
 __a			:  str		    =  len(lowerCAmelCase__  ) // 2
 return merge(merge_sort(collection[:mid]  )  ,       merge_sort(collection[mid:]  )  )


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      lowercase__          =input('Enter numbers separated by a comma:\n').strip()
      lowercase__          =[int(item) for item in user_input.split(',')]
      print(*merge_sort(unsorted), sep=',')
