import importlib
import os
import sys


# This is required to make the module import works (when the python process is running from the root of the repo)
sys.path.append('''.''')




def       lowerCAmelCase_     (		lowercase:							List[str]		)    ->				str:







 '''simple docstring'''
 _UpperCamelCase:     str							= test_file.split(os.path.sep		)
 if components[0:2] != ["tests", "models"]:
  raise ValueError(
      '''`test_file` should start with `tests/models/` (with `/` being the OS specific path separator). Got '''
      F"""{test_file} instead."""		)
 _UpperCamelCase:     Optional[Any]							= components[-1]
 if not test_fn.endswith('''py'''		):
  raise ValueError(F"""`test_file` should be a python file. Got {test_fn} instead."""		)
 if not test_fn.startswith('''test_modeling_'''		):
  raise ValueError(
      F"""`test_file` should point to a file name of the form `test_modeling_*.py`. Got {test_fn} instead."""		)

 _UpperCamelCase:     str							= components[:-1] + [test_fn.replace('''.py'''  ,					''''''		)]
 _UpperCamelCase:     Dict							= ".".join(lowerCamelCase__		)

 return test_module_path




def       lowerCAmelCase_     (		lowercase:							List[str]		)    ->				Optional[int]:







 '''simple docstring'''
 _UpperCamelCase:     Optional[int]							= get_module_path(lowerCamelCase__		)
 _UpperCamelCase:     List[Any]							= importlib.import_module(lowerCamelCase__		)

 return test_module




def       lowerCAmelCase_     (		lowercase:							List[str]		)    ->				Tuple:







 '''simple docstring'''
 _UpperCamelCase:     List[Any]							= []
 _UpperCamelCase:     Any							= get_test_module(lowerCamelCase__		)
 for attr in dir(lowerCamelCase__		):
  if attr.endswith('''ModelTester'''		):
   tester_classes.append(getattr(lowerCamelCase__  ,					lowerCamelCase__		)		)

    # sort with class names
 return sorted(lowerCamelCase__  ,					key=lambda lowercase		: x.__name__		)




def       lowerCAmelCase_     (		lowercase:							Any		)    ->				Union[str, Any]:







 '''simple docstring'''
 _UpperCamelCase:     int							= []
 _UpperCamelCase:     Any							= get_test_module(lowerCamelCase__		)
 for attr in dir(lowerCamelCase__		):
  _UpperCamelCase:     Optional[Any]							= getattr(lowerCamelCase__  ,					lowerCamelCase__		)
  # (TF/Flax)ModelTesterMixin is also an attribute in specific model test module. Let's exclude them by checking
  # `all_model_classes` is not empty (which also excludes other special classes).
  _UpperCamelCase:     Optional[Any]							= getattr(lowerCamelCase__  ,					'''all_model_classes'''  ,					[]		)
  if len(lowerCamelCase__		) > 0:
   test_classes.append(lowerCamelCase__		)

    # sort with class names
 return sorted(lowerCamelCase__  ,					key=lambda lowercase		: x.__name__		)




def       lowerCAmelCase_     (		lowercase:							int		)    ->				Any:







 '''simple docstring'''
 _UpperCamelCase:     Tuple							= get_test_classes(lowerCamelCase__		)
 _UpperCamelCase:     Optional[int]							= set()
 for test_class in test_classes:
  model_classes.update(test_class.all_model_classes		)

 # sort with class names
 return sorted(lowerCamelCase__  ,					key=lambda lowercase		: x.__name__		)




def       lowerCAmelCase_     (		lowercase:							List[str]		)    ->				Optional[Any]:







 '''simple docstring'''
 _UpperCamelCase:     Any							= test_class()
 if hasattr(lowerCamelCase__  ,					'''setUp'''		):
  test.setUp()

 _UpperCamelCase:     str							= None
 if hasattr(lowerCamelCase__  ,					'''model_tester'''		):
  # `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
  if test.model_tester is not None:
   _UpperCamelCase:     Optional[int]							= test.model_tester.__class__

 return model_tester




def       lowerCAmelCase_     (		lowercase:							Dict  ,					lowercase:							List[str]		)    ->				List[str]:







 '''simple docstring'''
 _UpperCamelCase:     str							= get_test_classes(lowerCamelCase__		)

 _UpperCamelCase:     List[Any]							= []
 for test_class in test_classes:
  if model_class in test_class.all_model_classes:
   target_test_classes.append(lowerCamelCase__		)

    # sort with class names
 return sorted(lowerCamelCase__  ,					key=lambda lowercase		: x.__name__		)




def       lowerCAmelCase_     (		lowercase:							Any  ,					lowercase:							List[Any]		)    ->				str:







 '''simple docstring'''
 _UpperCamelCase:     Union[str, Any]							= get_test_classes_for_model(lowerCamelCase__  ,					lowerCamelCase__		)

 _UpperCamelCase:     Union[str, Any]							= []
 for test_class in test_classes:
  _UpperCamelCase:     Dict							= get_model_tester_from_test_class(lowerCamelCase__		)
  if tester_class is not None:
   tester_classes.append(lowerCamelCase__		)

    # sort with class names
 return sorted(lowerCamelCase__  ,					key=lambda lowercase		: x.__name__		)




def       lowerCAmelCase_     (		lowercase:							Optional[Any]		)    ->				Tuple:







 '''simple docstring'''
 _UpperCamelCase:     str							= get_test_classes(lowerCamelCase__		)
 _UpperCamelCase:     Tuple							= {test_class: get_model_tester_from_test_class(lowerCamelCase__		) for test_class in test_classes}
 return test_tester_mapping




def       lowerCAmelCase_     (		lowercase:							Optional[Any]		)    ->				Any:







 '''simple docstring'''
 _UpperCamelCase:     Tuple							= get_model_classes(lowerCamelCase__		)
 _UpperCamelCase:     Union[str, Any]							= {
     model_class: get_test_classes_for_model(lowerCamelCase__  ,					lowerCamelCase__		) for model_class in model_classes
 }
 return model_test_mapping




def       lowerCAmelCase_     (		lowercase:							str		)    ->				List[Any]:







 '''simple docstring'''
 _UpperCamelCase:     Union[str, Any]							= get_model_classes(lowerCamelCase__		)
 _UpperCamelCase:     str							= {
     model_class: get_tester_classes_for_model(lowerCamelCase__  ,					lowerCamelCase__		) for model_class in model_classes
 }
 return model_to_tester_mapping





def       lowerCAmelCase_     (		lowercase:							str		)    ->				Optional[int]:







 '''simple docstring'''


 if isinstance(lowerCamelCase__  ,					lowerCamelCase__		):
  return o
 elif isinstance(lowerCamelCase__  ,					lowerCamelCase__		):
  return o.__name__
 elif isinstance(lowerCamelCase__  ,					(list, tuple)		):
  return [to_json(lowerCamelCase__		) for x in o]
 elif isinstance(lowerCamelCase__  ,					lowerCamelCase__		):
  return {to_json(lowerCamelCase__		): to_json(lowerCamelCase__		) for k, v in o.items()}
 else:
  return o
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import argparse

from ...utils.dataclasses import (
    ComputeEnvironment,
    DistributedType,
    DynamoBackend,
    PrecisionType,
    SageMakerDistributedType,
)
from ..menu import BulletMenu


UpperCAmelCase_			    =							[
    '''EAGER''',
    '''AOT_EAGER''',
    '''INDUCTOR''',
    '''NVFUSER''',
    '''AOT_NVFUSER''',
    '''AOT_CUDAGRAPHS''',
    '''OFI''',
    '''FX2TRT''',
    '''ONNXRT''',
    '''IPEX''',
]




def       lowerCAmelCase_     (		lowercase:							str  ,					lowercase:							Optional[Any]=None  ,					lowercase:							List[str]=None  ,					lowercase:							List[str]=None		)    ->				Tuple:







 '''simple docstring'''
 _UpperCamelCase:     int							= True
 while ask_again:
  _UpperCamelCase:     Any							= input(lowercase		)
  try:
   if default is not None and len(lowercase		) == 0:
    return default
   return convert_value(lowercase		) if convert_value is not None else result
  except Exception:
   if error_message is not None:
    print(lowercase		)




def       lowerCAmelCase_     (		lowercase:							List[Any]  ,					lowercase:							Union[str, Any]=[]  ,					lowercase:							Union[str, Any]=None  ,					lowercase:							Union[str, Any]=0		)    ->				List[Any]:







 '''simple docstring'''
 _UpperCamelCase:     List[str]							= BulletMenu(lowercase  ,					lowercase		)
 _UpperCamelCase:     List[Any]							= menu.run(default_choice=lowercase		)
 return convert_value(lowercase		) if convert_value is not None else result




def       lowerCAmelCase_     (		lowercase:							Dict		)    ->				Optional[int]:







 '''simple docstring'''
 _UpperCamelCase:     int							= int(lowercase		)
 return ComputeEnvironment(['''LOCAL_MACHINE''', '''AMAZON_SAGEMAKER'''][value]		)




def       lowerCAmelCase_     (		lowercase:							Tuple		)    ->				Any:







 '''simple docstring'''
 _UpperCamelCase:     str							= int(lowercase		)
 return DistributedType(['''NO''', '''MULTI_CPU''', '''MULTI_XPU''', '''MULTI_GPU''', '''MULTI_NPU''', '''TPU'''][value]		)




def       lowerCAmelCase_     (		lowercase:							Union[str, Any]		)    ->				Optional[int]:







 '''simple docstring'''
 _UpperCamelCase:     Tuple							= int(lowercase		)
 return DynamoBackend(DYNAMO_BACKENDS[value]		).value




def       lowerCAmelCase_     (		lowercase:							int		)    ->				Any:







 '''simple docstring'''
 _UpperCamelCase:     int							= int(lowercase		)
 return PrecisionType(['''no''', '''fp16''', '''bf16''', '''fp8'''][value]		)




def       lowerCAmelCase_     (		lowercase:							List[str]		)    ->				List[str]:







 '''simple docstring'''
 _UpperCamelCase:     Dict							= int(lowercase		)
 return SageMakerDistributedType(['''NO''', '''DATA_PARALLEL''', '''MODEL_PARALLEL'''][value]		)




def       lowerCAmelCase_     (		lowercase:							Any		)    ->				List[str]:







 '''simple docstring'''
 return {"yes": True, "no": False}[value.lower()]





class  __magic_name__  (		argparse.RawDescriptionHelpFormatter    ):





   """simple docstring"""




   def   lowerCAmelCase						(	self					:  str		,  _lowercase					:  Optional[int]		,  _lowercase					:  List[Any]		,  _lowercase					:  Dict		,  _lowercase					:  Any							):



    """simple docstring"""



    _UpperCamelCase:     Optional[Any]							= super()._format_usage(_lowercase		,  _lowercase		,  _lowercase		,  _lowercase							)
    _UpperCamelCase:     int							= usage.replace('''<command> [<args>] '''		,  ''''''							)
    return usage