






# Copyright 2023 The HuggingFace Inc. 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 copy
import importlib.metadata
import json
import os
from dataclasses import dataclass
from typing import Any, Dict, Union

from packaging import version

from ..utils import is_torch_available, logging


if is_torch_available():
				import torch


a_		:						Any             =    logging.get_logger(__name__)

@dataclass
class 		_snake_case  :






			def __init__(       self		,					a=False		,					a=False		,					a=6.0		,					a=None		,					a=False		,					a=False		,					a=None		,					a="fp4"		,					a=False		,					**a		,					)      ->       Tuple:
						SCREAMING_SNAKE_CASE						= load_in_abit
						SCREAMING_SNAKE_CASE						= load_in_abit
						SCREAMING_SNAKE_CASE						= llm_inta_threshold
						SCREAMING_SNAKE_CASE						= llm_inta_skip_modules
						SCREAMING_SNAKE_CASE						= llm_inta_enable_fpaa_cpu_offload
						SCREAMING_SNAKE_CASE						= llm_inta_has_fpaa_weight
						SCREAMING_SNAKE_CASE						= bnb_abit_quant_type
						SCREAMING_SNAKE_CASE						= bnb_abit_use_double_quant

						if bnb_abit_compute_dtype is None:
									SCREAMING_SNAKE_CASE						= torch.floataa
						elif isinstance(a		,					a):
									SCREAMING_SNAKE_CASE						= getattr(a		,					a)
						elif isinstance(a		,					torch.dtype):
									SCREAMING_SNAKE_CASE						= bnb_abit_compute_dtype
						else:
									raise ValueError('bnb_4bit_compute_dtype must be a string or a torch.dtype')

						self.post_init()






			def    SCREAMING_SNAKE_CASE__    (       self)      ->       int:
						if not isinstance(self.llm_inta_threshold		,					a):
									raise ValueError('llm_int8_threshold must be a float')

						if self.llm_inta_skip_modules is not None and not isinstance(self.llm_inta_skip_modules		,					a):
									raise ValueError('llm_int8_skip_modules must be a list of strings')
						if not isinstance(self.llm_inta_enable_fpaa_cpu_offload		,					a):
									raise ValueError('llm_int8_enable_fp32_cpu_offload must be a boolean')

						if not isinstance(self.llm_inta_has_fpaa_weight		,					a):
									raise ValueError('llm_int8_has_fp16_weight must be a boolean')

						if self.bnb_abit_compute_dtype is not None and not isinstance(self.bnb_abit_compute_dtype		,					torch.dtype):
									raise ValueError('bnb_4bit_compute_dtype must be torch.dtype')

						if not isinstance(self.bnb_abit_quant_type		,					a):
									raise ValueError('bnb_4bit_quant_type must be a string')

						if not isinstance(self.bnb_abit_use_double_quant		,					a):
									raise ValueError('bnb_4bit_use_double_quant must be a boolean')

						if self.load_in_abit and not version.parse(importlib.metadata.version('bitsandbytes')) >= version.parse(
						    '0.39.0'):
									raise ValueError(
									    '4 bit quantization requires bitsandbytes>=0.39.0 - please upgrade your bitsandbytes version')






			def    SCREAMING_SNAKE_CASE__    (       self)      ->       Optional[Any]:
						return self.load_in_abit or self.load_in_abit






			def    SCREAMING_SNAKE_CASE__    (       self)      ->       List[Any]:
						if self.load_in_abit:
									return "llm_int8"
						elif self.load_in_abit and self.bnb_abit_quant_type == "fp4":
									return "fp4"
						elif self.load_in_abit and self.bnb_abit_quant_type == "nf4":
									return "nf4"
						else:
									return None






			@classmethod
			def    SCREAMING_SNAKE_CASE__    (       cls		,					a		,					a		,					**a)      ->       str:
						SCREAMING_SNAKE_CASE						= cls(**a)

						SCREAMING_SNAKE_CASE						= []
						for key, value in kwargs.items():
									if hasattr(a		,					a):
												setattr(a		,					a		,					a)
												to_remove.append(a)
						for key in to_remove:
									kwargs.pop(a		,					a)

						if return_unused_kwargs:
									return config, kwargs
						else:
									return config






			def    SCREAMING_SNAKE_CASE__    (       self		,					a)      ->       int:
						with open(a		,					'w'		,					encoding='utf-8') as writer:
									SCREAMING_SNAKE_CASE						= self.to_dict()
									SCREAMING_SNAKE_CASE						= json.dumps(a		,					indent=2		,					sort_keys=a) + '\n'

									writer.write(a)






			def    SCREAMING_SNAKE_CASE__    (       self)      ->       Dict[str, Any]:
						SCREAMING_SNAKE_CASE						= copy.deepcopy(self.__dict__)
						SCREAMING_SNAKE_CASE						= str(output['bnb_4bit_compute_dtype']).split('.')[1]

						return output






			def __repr__(       self)      ->       Union[str, Any]:
						return f'''{self.__class__.__name__} {self.to_json_string()}'''






			def    SCREAMING_SNAKE_CASE__    (       self		,					a = True)      ->       str:
						if use_diff is True:
									SCREAMING_SNAKE_CASE						= self.to_diff_dict()
						else:
									SCREAMING_SNAKE_CASE						= self.to_dict()
						return json.dumps(a		,					indent=2		,					sort_keys=a) + "\n"







			def    SCREAMING_SNAKE_CASE__    (       self)      ->       Dict[str, Any]:
						SCREAMING_SNAKE_CASE						= self.to_dict()

						# get the default config dict
						SCREAMING_SNAKE_CASE						= BitsAndBytesConfig().to_dict()

						SCREAMING_SNAKE_CASE						= {}

						# only serialize values that differ from the default config
						for key, value in config_dict.items():
									if value != default_config_dict[key]:
												SCREAMING_SNAKE_CASE						= value

						return serializable_config_dict












from __future__ import annotations

import string
from itertools import cycle, product
from pathlib import Path

a_		:						str             =    (
    string.ascii_letters + string.digits + string.punctuation + string.whitespace
)
a_		:						list[int]             =    [ord(letter) for letter in string.ascii_lowercase]
a_		:						set[int]             =    {ord(char) for char in VALID_CHARS}

a_		:						list[str]             =    ["the", "be", "to", "of", "and", "in", "that", "have"]






def 				lowerCamelCase__				(_UpperCAmelCase							,       _UpperCAmelCase):
			SCREAMING_SNAKE_CASE						= ""
			SCREAMING_SNAKE_CASE						= 42
			SCREAMING_SNAKE_CASE						= 42
			SCREAMING_SNAKE_CASE						= 42

			for keychar, cipherchar in zip(cycle(_UpperCAmelCase)							,       _UpperCAmelCase):
						SCREAMING_SNAKE_CASE						= cipherchar ^ keychar
						if decodedchar not in VALID_INTS:
									return None
						decoded += chr(_UpperCAmelCase)

			return decoded






def 				lowerCamelCase__				(_UpperCAmelCase):
			SCREAMING_SNAKE_CASE						= []
			for key in product(_UpperCAmelCase							,       repeat=3):
						SCREAMING_SNAKE_CASE						= try_key(_UpperCAmelCase							,       _UpperCAmelCase)
						if encoded is not None:
									possibles.append(_UpperCAmelCase)
			return possibles






def 				lowerCamelCase__				(_UpperCAmelCase							,       _UpperCAmelCase):
			return [possible for possible in possibles if common_word in possible.lower()]






def 				lowerCamelCase__				(_UpperCAmelCase = "p059_cipher.txt"):
			SCREAMING_SNAKE_CASE						= 42
			SCREAMING_SNAKE_CASE						= 42
			SCREAMING_SNAKE_CASE						= 42
			SCREAMING_SNAKE_CASE						= 42
			SCREAMING_SNAKE_CASE						= Path(_UpperCAmelCase).parent.joinpath(_UpperCAmelCase).read_text(encoding='utf-8')

			SCREAMING_SNAKE_CASE						= [int(_UpperCAmelCase) for number in data.strip().split(',')]

			SCREAMING_SNAKE_CASE						= filter_valid_chars(_UpperCAmelCase)
			for common_word in COMMON_WORDS:
						SCREAMING_SNAKE_CASE						= filter_common_word(_UpperCAmelCase							,       _UpperCAmelCase)
						if len(_UpperCAmelCase) == 1:
									break

			SCREAMING_SNAKE_CASE						= possibles[0]
			return sum(ord(_UpperCAmelCase) for char in decoded_text)


if __name__ == "__main__":
				print(f"""{solution() = }""")




