




'''simple docstring'''
import numpy as np
from PIL import Image
def 							snake_case_    (  a__						:      np.array     ):



    """simple docstring"""




    __lowercase							,__lowercase							,__lowercase     							=		rgb[:, :, 0], rgb[:, :, 1], rgb[:, :, 2]
    return 0.2_9_8_9 * r + 0.5_8_7_0 * g + 0.1_1_4_0 * b
def 							snake_case_    (  a__						:      np.array     ):



    """simple docstring"""




    return (gray > 1_27) & (gray <= 2_55)
def 							snake_case_    (  a__						:      np.array       ,a__						:      np.array     ):



    """simple docstring"""




    __lowercase     							=		np.zeros_like(a__     )
    __lowercase     							=		np.zeros(
        (image.shape[0] + kernel.shape[0] - 1, image.shape[1] + kernel.shape[1] - 1)     )

    # Copy image to padded image
    __lowercase     							=		image

    # Iterate over image & apply kernel
    for x in range(image.shape[1]     ):
        for y in range(image.shape[0]     ):
            __lowercase     							=		(
                kernel * image_padded[y : y + kernel.shape[0], x : x + kernel.shape[1]]
            ).sum()
            __lowercase     							=		int(summation == 5     )
    return output


# kernel to be applied
A				: Optional[Any]					      =			np.array([[0, 1, 0], [1, 1, 1], [0, 1, 0]])

if __name__ == "__main__":
  # read original image
  A				: Any					      =			np.array(Image.open(r"""..\image_data\lena.jpg"""))
  # Apply erosion operation to a binary image
  A				: str					      =			erosion(grayabinary(rgbagray(image)), structuring_element)
  # Save the output image
  A				: int					      =			Image.fromarray(output).convert("""RGB""")
  pil_img.save("""result_erosion.png""")










'''simple docstring'''
import json
import os
from functools import lru_cache
from typing import List, Optional, Tuple

import regex as re

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


A				: List[str]					      =			logging.get_logger(__name__)


A				: Optional[int]					      =			{"""vocab_file""": """vocab.json""", """merges_file""": """merges.txt"""}

# See all MVP models at https://huggingface.co/models?filter=mvp
A				: Tuple					      =			{
    """vocab_file""": {
        """RUCAIBox/mvp""": """https://huggingface.co/RUCAIBox/mvp/resolve/main/vocab.json""",
    },
    """added_tokens.json""": {
        """RUCAIBox/mvp""": """https://huggingface.co/RUCAIBox/mvp/resolve/main/added_tokens.json""",
    },
    """merges_file""": {
        """RUCAIBox/mvp""": """https://huggingface.co/RUCAIBox/mvp/resolve/main/merges.txt""",
    },
}

A				: Optional[int]					      =			{
    """RUCAIBox/mvp""": 1_024,
}
@lru_cache()
def 							snake_case_    (  ):



    """simple docstring"""




    __lowercase     							=		(
        list(range(ord("""!"""     )       ,ord("""~"""     ) + 1     )     ) + list(range(ord("""¡"""     )       ,ord("""¬"""     ) + 1     )     ) + list(range(ord("""®"""     )       ,ord("""ÿ"""     ) + 1     )     )
    )
    __lowercase     							=		bs[:]
    __lowercase     							=		0
    for b in range(2**8     ):
        if b not in bs:
            bs.append(a__     )
            cs.append(2**8 + n     )
            n += 1
    __lowercase     							=		[chr(a__     ) for n in cs]
    return dict(zip(a__       ,a__     )     )
def 							snake_case_    (  a__						:      Dict     ):



    """simple docstring"""




    __lowercase     							=		set()
    __lowercase     							=		word[0]
    for char in word[1:]:
        pairs.add((prev_char, char)     )
        __lowercase     							=		char
    return pairs






class 			SCREAMING_SNAKE_CASE(							__A	):
       snake_case_					:	int       =   VOCAB_FILES_NAMES
       snake_case_					:	List[Any]       =   PRETRAINED_VOCAB_FILES_MAP
       snake_case_					:	List[Any]       =   PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
       snake_case_					:	Dict       =   ["""input_ids""", """attention_mask"""]

       def __init__(       self   ,						lowerCamelCase__   ,						lowerCamelCase__   ,						lowerCamelCase__="replace"   ,						lowerCamelCase__="<s>"   ,						lowerCamelCase__="</s>"   ,						lowerCamelCase__="</s>"   ,						lowerCamelCase__="<s>"   ,						lowerCamelCase__="<unk>"   ,						lowerCamelCase__="<pad>"   ,						lowerCamelCase__="<mask>"   ,						lowerCamelCase__=False   ,						**lowerCamelCase__   ,						)       ->   Union[str, Any]:

           """simple docstring"""



           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else bos_token
           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else eos_token
           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else sep_token
           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else cls_token
           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else unk_token
           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else pad_token

           # Mask token behave like a normal word, i.e. include the space before it
           __lowercase     							=		AddedToken(lowerCamelCase__   ,						lstrip=lowerCamelCase__   ,						rstrip=lowerCamelCase__	) if isinstance(lowerCamelCase__   ,						lowerCamelCase__	) else mask_token

           super().__init__(
               errors=lowerCamelCase__   ,						bos_token=lowerCamelCase__   ,						eos_token=lowerCamelCase__   ,						unk_token=lowerCamelCase__   ,						sep_token=lowerCamelCase__   ,						cls_token=lowerCamelCase__   ,						pad_token=lowerCamelCase__   ,						mask_token=lowerCamelCase__   ,						add_prefix_space=lowerCamelCase__   ,						**lowerCamelCase__   ,						)
           with open(lowerCamelCase__   ,						encoding="""utf-8"""	) as vocab_handle:
               __lowercase     							=		json.load(lowerCamelCase__	)
           __lowercase     							=		{v: k for k, v in self.encoder.items()}
           __lowercase     							=		errors  # how to handle errors in decoding
           __lowercase     							=		bytes_to_unicode()
           __lowercase     							=		{v: k for k, v in self.byte_encoder.items()}
           with open(lowerCamelCase__   ,						encoding="""utf-8"""	) as merges_handle:
               __lowercase     							=		merges_handle.read().split("""\n"""	)[1:-1]
           __lowercase     							=		[tuple(merge.split()	) for merge in bpe_merges]
           __lowercase     							=		dict(zip(lowerCamelCase__   ,						range(len(lowerCamelCase__	)	)	)	)
           __lowercase     							=		{}
           __lowercase     							=		add_prefix_space

           # Should have added re.IGNORECASE so BPE merges can happen for capitalized versions of contractions
           __lowercase     							=		re.compile(R"""'s|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+"""	)

       @property
       def        snake_case__     (       self	)       ->   List[str]:

           """simple docstring"""



           return len(self.encoder	)

       def        snake_case__     (       self	)       ->   Optional[int]:

           """simple docstring"""



           return dict(self.encoder   ,						**self.added_tokens_encoder	)

       def        snake_case__     (       self   ,						lowerCamelCase__	)       ->   Any:

           """simple docstring"""



           if token in self.cache:
               return self.cache[token]
           __lowercase     							=		tuple(lowerCamelCase__	)
           __lowercase     							=		get_pairs(lowerCamelCase__	)

           if not pairs:
               return token

           while True:
               __lowercase     							=		min(lowerCamelCase__   ,						key=lambda lowerCamelCase__	: self.bpe_ranks.get(lowerCamelCase__   ,						float("""inf"""	)	)	)
               if bigram not in self.bpe_ranks:
                   break
               __lowercase							,__lowercase     							=		bigram
               __lowercase     							=		[]
               __lowercase     							=		0
               while i < len(lowerCamelCase__	):
                   try:
                       __lowercase     							=		word.index(lowerCamelCase__   ,						lowerCamelCase__	)
                   except ValueError:
                       new_word.extend(word[i:]	)
                       break
                   else:
                       new_word.extend(word[i:j]	)
                       __lowercase     							=		j

                   if word[i] == first and i < len(lowerCamelCase__	) - 1 and word[i + 1] == second:
                       new_word.append(first + second	)
                       i += 2
                   else:
                       new_word.append(word[i]	)
                       i += 1
               __lowercase     							=		tuple(lowerCamelCase__	)
               __lowercase     							=		new_word
               if len(lowerCamelCase__	) == 1:
                   break
               else:
                   __lowercase     							=		get_pairs(lowerCamelCase__	)
           __lowercase     							=		""" """.join(lowerCamelCase__	)
           __lowercase     							=		word
           return word

       def        snake_case__     (       self   ,						lowerCamelCase__	)       ->   Union[str, Any]:

           """simple docstring"""



           __lowercase     							=		[]
           for token in re.findall(self.pat   ,						lowerCamelCase__	):
               __lowercase     							=		"""""".join(
                   self.byte_encoder[b] for b in token.encode("""utf-8"""	)	)  # Maps all our bytes to unicode strings, avoiding control tokens of the BPE (spaces in our case)
               bpe_tokens.extend(bpe_token for bpe_token in self.bpe(lowerCamelCase__	).split(""" """	)	)
           return bpe_tokens

       def        snake_case__     (       self   ,						lowerCamelCase__	)       ->   int:

           """simple docstring"""



           return self.encoder.get(lowerCamelCase__   ,						self.encoder.get(self.unk_token	)	)

       def        snake_case__     (       self   ,						lowerCamelCase__	)       ->   Dict:

           """simple docstring"""



           return self.decoder.get(lowerCamelCase__	)

       def        snake_case__     (       self   ,						lowerCamelCase__	)       ->   Tuple:

           """simple docstring"""



           __lowercase     							=		"""""".join(lowerCamelCase__	)
           __lowercase     							=		bytearray([self.byte_decoder[c] for c in text]	).decode("""utf-8"""   ,						errors=self.errors	)
           return text

       def        snake_case__     (       self   ,						lowerCamelCase__   ,						lowerCamelCase__ = None	)       ->   Tuple[str]:

           """simple docstring"""



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

           with open(lowerCamelCase__   ,						"""w"""   ,						encoding="""utf-8"""	) as f:
               f.write(json.dumps(self.encoder   ,						indent=2   ,						sort_keys=lowerCamelCase__   ,						ensure_ascii=lowerCamelCase__	) + """\n"""	)

           __lowercase     							=		0
           with open(lowerCamelCase__   ,						"""w"""   ,						encoding="""utf-8"""	) as writer:
               writer.write("""#version: 0.2\n"""	)
               for bpe_tokens, token_index in sorted(self.bpe_ranks.items()   ,						key=lambda lowerCamelCase__	: kv[1]	):
                   if index != token_index:
                       logger.warning(
                           F'Saving vocabulary to {merge_file}: BPE merge indices are not consecutive.'
                           """ Please check that the tokenizer is not corrupted!"""	)
                       __lowercase     							=		token_index
                   writer.write(""" """.join(lowerCamelCase__	) + """\n"""	)
                   index += 1

           return vocab_file, merge_file

       def        snake_case__     (       self   ,						lowerCamelCase__   ,						lowerCamelCase__ = None	)       ->   List[int]:

           """simple docstring"""



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

       def        snake_case__     (       self   ,						lowerCamelCase__   ,						lowerCamelCase__ = None   ,						lowerCamelCase__ = False	)       ->   List[int]:

           """simple docstring"""



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

           if token_ids_a is None:
               return [1] + ([0] * len(lowerCamelCase__	)) + [1]
           return [1] + ([0] * len(lowerCamelCase__	)) + [1, 1] + ([0] * len(lowerCamelCase__	)) + [1]

       def        snake_case__     (       self   ,						lowerCamelCase__   ,						lowerCamelCase__ = None	)       ->   List[int]:

           """simple docstring"""



           __lowercase     							=		[self.sep_token_id]
           __lowercase     							=		[self.cls_token_id]

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




       def        snake_case__     (       self   ,						lowerCamelCase__   ,						lowerCamelCase__=False   ,						**lowerCamelCase__	)       ->   List[str]:

           """simple docstring"""



           __lowercase     							=		kwargs.pop("""add_prefix_space"""   ,						self.add_prefix_space	)
           if (is_split_into_words or add_prefix_space) and (len(lowerCamelCase__	) > 0 and not text[0].isspace()):
               __lowercase     							=		""" """ + text
           return (text, kwargs)




