import copy
import re





class       lowercase__		:
						UpperCamelCase_  =	"""hp"""
						UpperCamelCase_  =	{}
						UpperCamelCase_  =	None


						@classmethod
						def  __A ( cls			:       List[Any]					,	UpperCamelCase__			:       Dict					,	UpperCamelCase__			:       Any		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							prefix
												SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							defaults
												cls.build_naming_info()


						@staticmethod
						def  __A ( UpperCamelCase__			:       Dict					,	UpperCamelCase__			:       Any		):





												'''simple docstring'''





												if len(UpperCamelCase__		) == 0:
																		return ""
												SCREAMING_SNAKE_CASE							:					List[Any]           =							None
												if any(char.isdigit() for char in word		):
																		raise Exception(f"""Parameters should not contain numbers: '{word}' contains a number"""		)
												if word in info["short_word"]:
																		return info["short_word"][word]
												for prefix_len in range(1					,	len(UpperCamelCase__		) + 1		):
																		SCREAMING_SNAKE_CASE							:					Optional[int]           =							word[:prefix_len]
																		if prefix in info["reverse_short_word"]:
																								continue
																		else:
																								SCREAMING_SNAKE_CASE							:					Dict           =							prefix
																								break

												if short_word is None:
																		# Paranoid fallback
																		def int_to_alphabetic(UpperCamelCase__			:       Any		):
																								SCREAMING_SNAKE_CASE							:					List[Any]           =							''''''
																								while integer != 0:
																														SCREAMING_SNAKE_CASE							:					List[Any]           =							chr(ord('''A'''		) + integer % 10		) + s
																														integer //= 10
																								return s

																		SCREAMING_SNAKE_CASE							:					Tuple           =							0
																		while True:
																								SCREAMING_SNAKE_CASE							:					int           =							word + '''#''' + int_to_alphabetic(UpperCamelCase__		)
																								if sword in info["reverse_short_word"]:
																														continue
																								else:
																														SCREAMING_SNAKE_CASE							:					str           =							sword
																														break

												SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							short_word
												SCREAMING_SNAKE_CASE							:					Dict           =							word
												return short_word


						@staticmethod
						def  __A ( UpperCamelCase__			:       Dict					,	UpperCamelCase__			:       List[Any]		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							param_name.split('''_'''		)

												SCREAMING_SNAKE_CASE							:					Dict           =							[TrialShortNamer.shortname_for_word(UpperCamelCase__					,	UpperCamelCase__		) for word in words]

												# We try to create a separatorless short name, but if there is a collision we have to fallback
												# to a separated short name
												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							['''''', '''_''']

												for separator in separators:
																		SCREAMING_SNAKE_CASE							:					Optional[Any]           =							separator.join(UpperCamelCase__		)
																		if shortname not in info["reverse_short_param"]:
																								SCREAMING_SNAKE_CASE							:					Optional[int]           =							shortname
																								SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							param_name
																								return shortname

												return param_name


						@staticmethod
						def  __A ( UpperCamelCase__			:       List[Any]					,	UpperCamelCase__			:       Any		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					int           =							TrialShortNamer.shortname_for_key(UpperCamelCase__					,	UpperCamelCase__		)
												SCREAMING_SNAKE_CASE							:					str           =							short_name
												SCREAMING_SNAKE_CASE							:					Tuple           =							param_name


						@classmethod
						def  __A ( cls			:       List[Any]		):





												'''simple docstring'''





												if cls.NAMING_INFO is not None:
																		return

												SCREAMING_SNAKE_CASE							:					Dict           =							{
												    '''short_word''': {},
												    '''reverse_short_word''': {},
												    '''short_param''': {},
												    '''reverse_short_param''': {},
												}

												SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							list(cls.DEFAULTS.keys()		)

												for k in field_keys:
																		cls.add_new_param_name(UpperCamelCase__					,	UpperCamelCase__		)

												SCREAMING_SNAKE_CASE							:					int           =							info


						@classmethod
						def  __A ( cls			:       str					,	UpperCamelCase__			:       List[str]		):





												'''simple docstring'''





												cls.build_naming_info()
												assert cls.PREFIX is not None
												SCREAMING_SNAKE_CASE							:					Any           =							[copy.copy(cls.PREFIX		)]

												for k, v in params.items():
																		if k not in cls.DEFAULTS:
																								raise Exception(f"""You should provide a default value for the param name {k} with value {v}"""		)
																		if v == cls.DEFAULTS[k]:
																								# The default value is not added to the name
																								continue

																		SCREAMING_SNAKE_CASE							:					str           =							cls.NAMING_INFO['''short_param'''][k]

																		if isinstance(UpperCamelCase__					,	UpperCamelCase__		):
																								SCREAMING_SNAKE_CASE							:					int           =							1 if v else 0

																		SCREAMING_SNAKE_CASE							:					List[Any]           =							'''''' if isinstance(UpperCamelCase__					,	(int, float)		) else '''-'''
																		SCREAMING_SNAKE_CASE							:					str           =							f"""{key}{sep}{v}"""
																		name.append(UpperCamelCase__		)

												return "_".join(UpperCamelCase__		)



						@classmethod
						def  __A ( cls			:       List[Any]					,	UpperCamelCase__			:       Dict		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[int]           =							repr[len(cls.PREFIX		) + 1 :]
												if repr == "":
																		SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							[]
												else:
																		SCREAMING_SNAKE_CASE							:					int           =							repr.split('''_'''		)

												SCREAMING_SNAKE_CASE							:					Optional[int]           =							{}

												for value in values:
																		if "-" in value:
																								SCREAMING_SNAKE_CASE       ,						SCREAMING_SNAKE_CASE							:					List[str]           =							value.split('''-'''		)
																		else:
																								SCREAMING_SNAKE_CASE							:					Tuple           =							re.sub('''[0-9.]'''					,	''''''					,	UpperCamelCase__		)
																								SCREAMING_SNAKE_CASE							:					Optional[Any]           =							float(re.sub('''[^0-9.]'''					,	''''''					,	UpperCamelCase__		)		)

																		SCREAMING_SNAKE_CASE							:					int           =							cls.NAMING_INFO['''reverse_short_param'''][p_k]

																		SCREAMING_SNAKE_CASE							:					Optional[Any]           =							p_v

												for k in cls.DEFAULTS:
																		if k not in parameters:
																								SCREAMING_SNAKE_CASE							:					Tuple           =							cls.DEFAULTS[k]

												return parameters






# 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	: Dict    		=  [
    'EAGER',
    'AOT_EAGER',
    'INDUCTOR',
    'NVFUSER',
    'AOT_NVFUSER',
    'AOT_CUDAGRAPHS',
    'OFI',
    'FX2TRT',
    'ONNXRT',
    'IPEX',
]
def    A			(					_lowercase	,						_lowercase=None	,						_lowercase=None	,						_lowercase=None		):
						SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							True
						while ask_again:
												SCREAMING_SNAKE_CASE							:					Optional[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    A			(					_lowercase	,						_lowercase=[]	,						_lowercase=None	,						_lowercase=0		):
						SCREAMING_SNAKE_CASE							:					Dict           =							BulletMenu(_lowercase	,						_lowercase		)
						SCREAMING_SNAKE_CASE							:					str           =							menu.run(default_choice=_lowercase		)
						return convert_value(_lowercase		) if convert_value is not None else result
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE							:					Dict           =							int(_lowercase		)
						return ComputeEnvironment(['''LOCAL_MACHINE''', '''AMAZON_SAGEMAKER'''][value]		)
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE							:					Any           =							int(_lowercase		)
						return DistributedType(['''NO''', '''MULTI_CPU''', '''MULTI_XPU''', '''MULTI_GPU''', '''MULTI_NPU''', '''TPU'''][value]		)
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							int(_lowercase		)
						return DynamoBackend(DYNAMO_BACKENDS[value]		).value
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							int(_lowercase		)
						return PrecisionType(['''no''', '''fp16''', '''bf16''', '''fp8'''][value]		)
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE							:					Dict           =							int(_lowercase		)
						return SageMakerDistributedType(['''NO''', '''DATA_PARALLEL''', '''MODEL_PARALLEL'''][value]		)
def    A			(					_lowercase		):
						return {"yes": True, "no": False}[value.lower()]





class       lowercase__		(     argparse.RawDescriptionHelpFormatter):


						def  __A ( self			:       List[str]					,	UpperCamelCase__			:       List[str]					,	UpperCamelCase__			:       Dict					,	UpperCamelCase__			:       Dict					,	UpperCamelCase__			:       Dict		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					str           =							super()._format_usage(UpperCamelCase__					,	UpperCamelCase__					,	UpperCamelCase__					,	UpperCamelCase__		)
												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							usage.replace('''<command> [<args>] '''					,	''''''		)
												return usage





