





import os

import pytest
from attr import dataclass


_UpperCAmelCase       : str			     =       """us-east-1"""  # defaults region

@dataclass
class      lowerCAmelCase							:
 UpperCAmelCase__									=	42
 UpperCAmelCase__									=	"""arn:aws:iam::558105141721:role/sagemaker_execution_role"""
 UpperCAmelCase__									=	{
     """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""": 5_00,
     """save_steps""": 55_00,
 }
 UpperCAmelCase__									=	{**hyperparameters, """max_steps""": 10_00}
 @property
 def   A_			(   self						:   List[Any]			)    ->			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   A_			(   self						:   int			)    ->			str:
     return F"""{self.framework}-transfromers-test"""
 @property
 def   A_			(   self						:   Optional[Any]			)    ->			str:
     return F"""./tests/sagemaker/scripts/{self.framework}"""







 @property
 def   A_			(   self						:   Union[str, Any]			)    ->			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  SCREAMING_SNAKE_CASE   ( _UpperCAmelCase				)    ->  Optional[Any]:
    lowerCamelCase__					:   Optional[int]      				=	SageMakerTestEnvironment(framework=request.cls.framework				)












class      lowerCAmelCase							:
 def __init__(   self						:   Union[str, Any]    ,  UpperCAmelCase						:   list			)    ->			None:
     lowerCamelCase__					:   int      				=	set_counts
     lowerCamelCase__					:   List[str]      				=	max(UpperCAmelCase			)
     lowerCamelCase__					:   Dict      				=	len(UpperCAmelCase			)
     lowerCamelCase__					:   List[str]      				=	[1] * num_sets
     lowerCamelCase__					:   List[str]      				=	list(range(UpperCAmelCase			)			)
 def   A_			(   self						:   Dict    ,  UpperCAmelCase						:   int    ,  UpperCAmelCase						:   int			)    ->			bool:
     lowerCamelCase__					:   List[str]      				=	self.get_parent(UpperCAmelCase			)
     lowerCamelCase__					:   List[str]      				=	self.get_parent(UpperCAmelCase			)

     if src_parent == dst_parent:
         return False

     if self.ranks[dst_parent] >= self.ranks[src_parent]:
         self.set_counts[dst_parent] += self.set_counts[src_parent]
         lowerCamelCase__					:   Union[str, Any]      				=	0
         lowerCamelCase__					:   str      				=	dst_parent
         if self.ranks[dst_parent] == self.ranks[src_parent]:
             self.ranks[dst_parent] += 1
         lowerCamelCase__					:   int      				=	self.set_counts[dst_parent]
     else:
         self.set_counts[src_parent] += self.set_counts[dst_parent]
         lowerCamelCase__					:   List[str]      				=	0
         lowerCamelCase__					:   Tuple      				=	src_parent
         lowerCamelCase__					:   List[str]      				=	self.set_counts[src_parent]

     lowerCamelCase__					:   Optional[int]      				=	max(self.max_set    ,  UpperCAmelCase			)
     return True







 def   A_			(   self						:   str    ,  UpperCAmelCase						:   int			)    ->			int:
     if self.parents[disj_set] == disj_set:
         return disj_set
     lowerCamelCase__					:   Dict      				=	self.get_parent(self.parents[disj_set]			)
     return self.parents[disj_set]





