


import os

import pytest
from attr import dataclass


_lowercase       :      Optional[int]	=	"""us-east-1"""  # defaults region






@dataclass
class       _UpperCamelCase    :

				"""simple docstring"""







				lowerCAmelCase 		= 42
				lowerCAmelCase 		= "arn:aws:iam::558105141721:role/sagemaker_execution_role"
				lowerCAmelCase 		= {
				    "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,
				}
				lowerCAmelCase 		= {**hyperparameters, "max_steps": 1_0_0_0}
				@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   _lowerCAmelCase				(   UpperCamelCase__:     int						) ->   int:





	"""simple docstring"""







	A								=				SageMakerTestEnvironment(framework=request.cls.framework						)







import math





def   _lowerCAmelCase				(   UpperCamelCase__:     int						) ->   bool:





	"""simple docstring"""







	if 1 < number < 4:
		# 2 and 3 are primes
		return True
	elif number < 2 or number % 2 == 0 or number % 3 == 0:
		# Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
		return False

	# All primes number are in format of 6k +/- 1
	for i in range(5							,					int(math.sqrt(UpperCamelCase__						) + 1						)							,					6						):
		if number % i == 0 or number % (i + 2) == 0:
			return False
	return True





def   _lowerCAmelCase				(   UpperCamelCase__:     float = 0.1						) ->   int:





	"""simple docstring"""







	A								=				3
	A								=				3

	while primes / (2 * j - 1) >= ratio:
		for i in range(j * j + j + 1							,					(j + 2) * (j + 2)							,					j + 1						):
			primes += is_prime(UpperCamelCase__						)
		j += 2
	return j


if __name__ == "__main__":
				import doctest

				doctest.testmod()



