



import os
import unicodedata
from shutil import copyfile
from typing import Any, Dict, List, Optional, Tuple

import sentencepiece as spm

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...utils import SPIECE_UNDERLINE, logging


UpperCamelCase__ =						logging.get_logger(__name__)

UpperCamelCase__ =						{"vocab_file": "spiece.model"}

UpperCamelCase__ =						{
    "vocab_file": {
        "TsinghuaAI/CPM-Generate": "https://huggingface.co/TsinghuaAI/CPM-Generate/resolve/main/spiece.model",
    }
}
class 			_lowerCAmelCase   ( _UpperCAmelCase			):






			"""simple docstring"""





			def __init__(				self	:       Tuple			,     lowercase	:       int			,     lowercase	:       Dict=False			,     lowercase	:       int=True			,     lowercase	:       Optional[Any]=False			,     lowercase	:       Tuple="<s>"			,     lowercase	:       Tuple="</s>"			,     lowercase	:       Union[str, Any]="<unk>"			,     lowercase	:       str="<sep>"			,     lowercase	:       int="<pad>"			,     lowercase	:       Tuple="<cls>"			,     lowercase	:       Optional[int]="<mask>"			,     lowercase	:       Optional[Any]=["<eop>", "<eod>"]			,     lowercase	:       Optional[Dict[str, Any]] = None			,     **lowercase	:       Optional[Any]			,     )						->					None:
									"""simple docstring"""







									__lowercase					=				AddedToken(lowercase			,     lstrip=lowercase			,     rstrip=lowercase   ) if isinstance(lowercase			,     lowercase   ) else mask_token

									__lowercase					=				{} if sp_model_kwargs is None else sp_model_kwargs

									super().__init__(
									    do_lower_case=lowercase			,     remove_space=lowercase			,     keep_accents=lowercase			,     bos_token=lowercase			,     eos_token=lowercase			,     unk_token=lowercase			,     sep_token=lowercase			,     pad_token=lowercase			,     cls_token=lowercase			,     mask_token=lowercase			,     additional_special_tokens=lowercase			,     sp_model_kwargs=self.sp_model_kwargs			,     **lowercase			,     )

									__lowercase					=				3

									__lowercase					=				do_lower_case
									__lowercase					=				remove_space
									__lowercase					=				keep_accents
									__lowercase					=				vocab_file

									__lowercase					=				spm.SentencePieceProcessor(**self.sp_model_kwargs   )
									self.sp_model.Load(lowercase   )

									try:
															import jieba
									except ModuleNotFoundError as error:
															raise error.__class__(
															    """You need to install jieba to use CpmTokenizer or CpmTokenizerFast. """
															    """See https://pypi.org/project/jieba/ for installation."""   )
									__lowercase					=				jieba
									__lowercase					=				str.maketrans(""" \n"""			,     """\u2582\u2583"""   )





			@property
			# Copied from transformers.models.xlnet.tokenization_xlnet.XLNetTokenizer.vocab_size
			def 		snake_case__			(				self	:       Any   )						->					Tuple:
									"""simple docstring"""







									return len(self.sp_model   )





			def 		snake_case__			(				self	:       Tuple   )						->					int:
									"""simple docstring"""







									__lowercase					=				{self.convert_ids_to_tokens(lowercase   ): i for i in range(self.vocab_size   )}
									vocab.update(self.added_tokens_encoder   )
									return vocab





			def __getstate__(				self	:       Any   )						->					str:
									"""simple docstring"""







									__lowercase					=				self.__dict__.copy()
									__lowercase					=				None
									return state





			def __setstate__(				self	:       List[str]			,     lowercase	:       str   )						->					Optional[int]:
									"""simple docstring"""







									__lowercase					=				d

									# for backward compatibility
									if not hasattr(self			,     """sp_model_kwargs"""   ):
															__lowercase					=				{}

									__lowercase					=				spm.SentencePieceProcessor(**self.sp_model_kwargs   )
									self.sp_model.Load(self.vocab_file   )





			def 		snake_case__			(				self	:       str			,     lowercase	:       List[Any]   )						->					List[Any]:
									"""simple docstring"""







									if self.remove_space:
															__lowercase					=				""" """.join(inputs.strip().split()   )
									else:
															__lowercase					=				inputs
									__lowercase					=				outputs.replace("""``"""			,     """\""""   ).replace("""''"""			,     """\""""   )

									if not self.keep_accents:
															__lowercase					=				unicodedata.normalize("""NFKD"""			,     lowercase   )
															__lowercase					=				"""""".join([c for c in outputs if not unicodedata.combining(lowercase   )]   )
									if self.do_lower_case:
															__lowercase					=				outputs.lower()

									return outputs





			def 		snake_case__			(				self	:       List[Any]			,     lowercase	:       str   )						->					List[str]:
									"""simple docstring"""







									__lowercase					=				self.preprocess_text(lowercase   )
									__lowercase					=				self.sp_model.encode(lowercase			,     out_type=lowercase   )
									__lowercase					=				[]
									for piece in pieces:
															if len(lowercase   ) > 1 and piece[-1] == str(""","""   ) and piece[-2].isdigit():
																					__lowercase					=				self.sp_model.EncodeAsPieces(piece[:-1].replace(lowercase			,     """"""   )   )
																					if piece[0] != SPIECE_UNDERLINE and cur_pieces[0][0] == SPIECE_UNDERLINE:
																											if len(cur_pieces[0]   ) == 1:
																																	__lowercase					=				cur_pieces[1:]
																											else:
																																	__lowercase					=				cur_pieces[0][1:]
																					cur_pieces.append(piece[-1]   )
																					new_pieces.extend(lowercase   )
															else:
																					new_pieces.append(lowercase   )

									return new_pieces





			def 		snake_case__			(				self	:       Any			,     lowercase	:       Dict   )						->					int:
									"""simple docstring"""







									return self.sp_model.PieceToId(lowercase   )





			def 		snake_case__			(				self	:       str			,     lowercase	:       int   )						->					Union[str, Any]:
									"""simple docstring"""







									return self.sp_model.IdToPiece(lowercase   )





			def 		snake_case__			(				self	:       Optional[int]			,     lowercase	:       Optional[int]   )						->					Optional[int]:
									"""simple docstring"""







									__lowercase					=				"""""".join(lowercase   ).replace(lowercase			,     """ """   ).strip()
									return out_string





			def 		snake_case__			(				self	:       List[Any]			,     lowercase	:       List[int]			,     lowercase	:       Optional[List[int]] = None   )						->					List[int]:
									"""simple docstring"""







									__lowercase					=				[self.sep_token_id]
									__lowercase					=				[self.cls_token_id]
									if token_ids_a is None:
															return token_ids_a + sep + cls
									return token_ids_a + sep + token_ids_a + sep + cls





			def 		snake_case__			(				self	:       Optional[int]			,     lowercase	:       List[int]			,     lowercase	:       Optional[List[int]] = None			,     lowercase	:       bool = False   )						->					List[int]:
									"""simple docstring"""







									if already_has_special_tokens:
															return super().get_special_tokens_mask(
															    token_ids_a=lowercase			,     token_ids_a=lowercase			,     already_has_special_tokens=lowercase   )

									if token_ids_a is not None:
															return ([0] * len(lowercase   )) + [1] + ([0] * len(lowercase   )) + [1, 1]
									return ([0] * len(lowercase   )) + [1, 1]





			def 		snake_case__			(				self	:       int			,     lowercase	:       List[int]			,     lowercase	:       Optional[List[int]] = None   )						->					List[int]:
									"""simple docstring"""







									__lowercase					=				[self.sep_token_id]
									__lowercase					=				[2]

									if token_ids_a is None:
															return len(token_ids_a + sep   ) * [0] + cls_segment_id
									return len(token_ids_a + sep   ) * [0] + len(token_ids_a + sep   ) * [1] + cls_segment_id





			def 		snake_case__			(				self	:       Optional[int]			,     lowercase	:       str			,     lowercase	:       Optional[str] = None   )						->					Tuple[str]:
									"""simple docstring"""







									if not os.path.isdir(lowercase   ):
															logger.error(F"Vocabulary path ({save_directory}) should be a directory"   )
															return
									__lowercase					=				os.path.join(
									    lowercase			,     (filename_prefix + """-""" if filename_prefix else """""") + VOCAB_FILES_NAMES["""vocab_file"""]   )

									if os.path.abspath(self.vocab_file   ) != os.path.abspath(lowercase   ) and os.path.isfile(self.vocab_file   ):
															copyfile(self.vocab_file			,     lowercase   )
									elif not os.path.isfile(self.vocab_file   ):
															with open(lowercase			,     """wb"""   ) as fi:
																					__lowercase					=				self.sp_model.serialized_model_proto()
																					fi.write(lowercase   )

									return (out_vocab_file,)







			def 		snake_case__			(				self	:       Optional[int]			,     *lowercase	:       List[str]			,     **lowercase	:       List[Any]   )						->					Dict:
									"""simple docstring"""







									__lowercase					=				super()._decode(*lowercase			,     **lowercase   )
									__lowercase					=				text.replace(""" """			,     """"""   ).replace("""\u2582"""			,     """ """   ).replace("""\u2583"""			,     """\n"""   )
									return text










from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCamelCase__ =						logging.get_logger(__name__)

UpperCamelCase__ =						{
    "hustvl/yolos-small": "https://huggingface.co/hustvl/yolos-small/resolve/main/config.json",
    # See all YOLOS models at https://huggingface.co/models?filter=yolos
}
class 			_lowerCAmelCase   ( _UpperCAmelCase			):






			"""simple docstring"""





			lowercase__      :  Union[str, Any]      =			"""yolos"""





			def __init__(				self	:       Optional[int]			,     lowercase	:       Any=768			,     lowercase	:       Tuple=12			,     lowercase	:       Tuple=12			,     lowercase	:       str=3_072			,     lowercase	:       Optional[Any]="gelu"			,     lowercase	:       Union[str, Any]=0.0			,     lowercase	:       Dict=0.0			,     lowercase	:       Optional[int]=0.02			,     lowercase	:       Optional[Any]=1E-1_2			,     lowercase	:       Tuple=[512, 864]			,     lowercase	:       Optional[int]=16			,     lowercase	:       Dict=3			,     lowercase	:       Optional[Any]=True			,     lowercase	:       Optional[int]=100			,     lowercase	:       Optional[int]=True			,     lowercase	:       Any=False			,     lowercase	:       Any=1			,     lowercase	:       Any=5			,     lowercase	:       List[str]=2			,     lowercase	:       Union[str, Any]=5			,     lowercase	:       str=2			,     lowercase	:       Tuple=0.1			,     **lowercase	:       str			,     )						->					Optional[Any]:
									"""simple docstring"""







									super().__init__(**lowercase   )

									__lowercase					=				hidden_size
									__lowercase					=				num_hidden_layers
									__lowercase					=				num_attention_heads
									__lowercase					=				intermediate_size
									__lowercase					=				hidden_act
									__lowercase					=				hidden_dropout_prob
									__lowercase					=				attention_probs_dropout_prob
									__lowercase					=				initializer_range
									__lowercase					=				layer_norm_eps
									__lowercase					=				image_size
									__lowercase					=				patch_size
									__lowercase					=				num_channels
									__lowercase					=				qkv_bias
									__lowercase					=				num_detection_tokens
									__lowercase					=				use_mid_position_embeddings
									__lowercase					=				auxiliary_loss
									# Hungarian matcher
									__lowercase					=				class_cost
									__lowercase					=				bbox_cost
									__lowercase					=				giou_cost
									# Loss coefficients
									__lowercase					=				bbox_loss_coefficient
									__lowercase					=				giou_loss_coefficient
									__lowercase					=				eos_coefficient





class 			_lowerCAmelCase   ( _UpperCAmelCase			):






			"""simple docstring"""





			lowercase__      :  Dict      =			version.parse("""1.11"""			)





			@property
			def 		snake_case__			(				self	:       List[str]   )						->					Mapping[str, Mapping[int, str]]:
									"""simple docstring"""







									return OrderedDict(
									    [
									        ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
									    ]   )





			@property
			def 		snake_case__			(				self	:       int   )						->					float:
									"""simple docstring"""







									return 1E-4







			@property
			def 		snake_case__			(				self	:       Optional[Any]   )						->					int:
									"""simple docstring"""







									return 12





