



'''simple docstring'''




import os

import pytest
from attr import dataclass


a   :			Tuple					  =    """us-east-1"""  # defaults region

@dataclass
class 			UpperCamelCase_ :
	lowercase          = 42
	lowercase          = 'arn:aws:iam::558105141721:role/sagemaker_execution_role'
	lowercase          = {
	    '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,
	}
	lowercase          = {**hyperparameters, 'max_steps': 1_000}





	@property
	def  _lowercase(  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  _lowercase(  self    )			->			str:
								return f'''{self.framework}-transfromers-test'''





	@property
	def  _lowercase(  self    )			->			str:
								return f'''./tests/sagemaker/scripts/{self.framework}'''






	@property
	def  _lowercase(  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  (					_lowercase		)      ->			Tuple:
							UpperCAmelCase     :		Dict							     =		SageMakerTestEnvironment(framework=request.cls.framework		)






'''simple docstring'''




from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


a   :			Optional[int]					  =    {
    """configuration_git""": ["""GIT_PRETRAINED_CONFIG_ARCHIVE_MAP""", """GitConfig""", """GitVisionConfig"""],
    """processing_git""": ["""GitProcessor"""],
}

try:
							if not is_torch_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							a   :			Tuple					  =    [
							    """GIT_PRETRAINED_MODEL_ARCHIVE_LIST""",
							    """GitForCausalLM""",
							    """GitModel""",
							    """GitPreTrainedModel""",
							    """GitVisionModel""",
							]

if TYPE_CHECKING:
							from .configuration_git import GIT_PRETRAINED_CONFIG_ARCHIVE_MAP, GitConfig, GitVisionConfig
							from .processing_git import GitProcessor

							try:
														if not is_torch_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .modeling_git import (
														    GIT_PRETRAINED_MODEL_ARCHIVE_LIST,
														    GitForCausalLM,
														    GitModel,
														    GitPreTrainedModel,
														    GitVisionModel,
														)

else:
							import sys

							a   :			Tuple					  =    _LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)

