
"""simple docstring"""




from __future__ import annotations

from typing import Any


def   __magic_name__     (				*__snake_case    :	list[list[int]]  )			->    list[list[int]]:
       if all(_check_not_integer(__snake_case  ) for m in matrix_s  ):
              for i in matrix_s[1:]:
                     _verify_matrix_sizes(matrix_s[0]					,			__snake_case  )
              return [[sum(__snake_case  ) for t in zip(*__snake_case  )] for m in zip(*__snake_case  )]
       raise TypeError("Expected a matrix, got int/list instead"  )


def   __magic_name__     (				__snake_case    :	list[list[int]]					,			__snake_case    :	list[list[int]]  )			->    list[list[int]]:
       if (
           _check_not_integer(__snake_case  )
           and _check_not_integer(__snake_case  )
           and _verify_matrix_sizes(__snake_case					,			__snake_case  )
       ):
              return [[i - j for i, j in zip(*__snake_case  )] for m in zip(__snake_case					,			__snake_case  )]
       raise TypeError("Expected a matrix, got int/list instead"  )


def   __magic_name__     (				__snake_case    :	list[list[int]]					,			__snake_case    :	int | float  )			->    list[list[float]]:
       return [[x * n for x in row] for row in matrix]


def   __magic_name__     (				__snake_case    :	list[list[int]]					,			__snake_case    :	list[list[int]]  )			->    list[list[int]]:
       if _check_not_integer(__snake_case  ) and _check_not_integer(__snake_case  ):
              lowercase		,   lowercase   :    Optional[int]			=							_verify_matrix_sizes(__snake_case					,			__snake_case  )

       if cols[0] != rows[1]:
              lowercase   :    str			=							(
                  "Cannot multiply matrix of dimensions "
                  f"""({rows[0]},{cols[0]}) and ({rows[1]},{cols[1]})"""
              )
              raise ValueError(__snake_case  )
       return [
           [sum(m * n for m, n in zip(__snake_case					,			__snake_case  )  ) for j in zip(*__snake_case  )] for i in matrix_a
       ]


def   __magic_name__     (				__snake_case    :	int  )			->    list[list[int]]:
       lowercase   :    str			=							int(__snake_case  )
       return [[int(row == column  ) for column in range(__snake_case  )] for row in range(__snake_case  )]


def   __magic_name__     (				__snake_case    :	list[list[int]]					,			__snake_case    :	bool = True  )			->    list[list[int]] | map[list[int]]:
       if _check_not_integer(__snake_case  ):
              if return_map:
                     return map(__snake_case					,			zip(*__snake_case  )  )
              else:
                     return list(map(__snake_case					,			zip(*__snake_case  )  )  )
       raise TypeError("Expected a matrix, got int/list instead"  )


def   __magic_name__     (				__snake_case    :	list[list[int]]					,			__snake_case    :	int					,			__snake_case    :	int  )			->    list[list[int]]:
       lowercase   :    int			=							matrix[:row] + matrix[row + 1 :]
       return [row[:column] + row[column + 1 :] for row in minor]


def   __magic_name__     (				__snake_case    :	list[list[int]]  )			->    Any:
       if len(__snake_case  ) == 1:
              return matrix[0][0]

       return sum(
           x * determinant(minor(__snake_case					,			0					,			__snake_case  )  ) * (-1) ** i
           for i, x in enumerate(matrix[0]  )  )


def   __magic_name__     (				__snake_case    :	list[list[int]]  )			->    list[list[float]] | None:
       lowercase   :    int			=							determinant(__snake_case  )
       if det == 0:
              return None

       lowercase   :    Optional[Any]			=							[
           [determinant(minor(__snake_case					,			__snake_case					,			__snake_case  )  ) for j in range(len(__snake_case  )  )]
           for i in range(len(__snake_case  )  )
       ]

       lowercase   :    List[Any]			=							[
           [x * (-1) ** (row + col) for col, x in enumerate(matrix_minor[row]  )]
           for row in range(len(__snake_case  )  )
       ]
       lowercase   :    List[str]			=							list(transpose(__snake_case  )  )
       return scalar_multiply(__snake_case					,			1 / det  )


def   __magic_name__     (				__snake_case    :	list[list[int]]  )			->    bool:
       return not isinstance(__snake_case					,			__snake_case  ) and not isinstance(matrix[0]					,			__snake_case  )


def   __magic_name__     (				__snake_case    :	list[list[int]]  )			->    tuple[int, int]:
       return len(__snake_case  ), len(matrix[0]  )


def   __magic_name__     (				__snake_case    :	list[list[int]]					,			__snake_case    :	list[list[int]]  )			->    tuple[tuple[int, int], tuple[int, int]]:
       lowercase   :    Dict			=							_shape(__snake_case  ) + _shape(__snake_case  )
       if shape[0] != shape[3] or shape[1] != shape[2]:
              lowercase   :    Optional[Any]			=							(
                  "operands could not be broadcast together with shape "
                  f"""({shape[0], shape[1]}), ({shape[2], shape[3]})"""
              )
              raise ValueError(__snake_case  )
       return (shape[0], shape[2]), (shape[1], shape[3])


def   __magic_name__     (				)			->    None:
       lowercase   :    Any			=							[[12, 10], [3, 9]]
       lowercase   :    int			=							[[3, 4], [7, 4]]
       lowercase   :    Dict			=							[[11, 12, 13, 14], [21, 22, 23, 24], [31, 32, 33, 34], [41, 42, 43, 44]]
       lowercase   :    Dict			=							[[3, 0, 2], [2, 0, -2], [0, 1, 1]]
       print(f"""Add Operation, {add(__snake_case					,			__snake_case  ) = } \n"""  )
       print(
           f"""Multiply Operation, {multiply(__snake_case					,			__snake_case  ) = } \n"""					,			)
       print(f"""Identity: {identity(5  )}\n"""  )
       print(f"""Minor of {matrix_c} = {minor(__snake_case					,			1					,			2  )} \n"""  )
       print(f"""Determinant of {matrix_b} = {determinant(__snake_case  )} \n"""  )
       print(f"""Inverse of {matrix_d} = {inverse(__snake_case  )}\n"""  )


if __name__ == "__main__":
   import doctest

   doctest.testmod()
   main()




"""simple docstring"""




import os
import unittest

from transformers.models.bertweet.tokenization_bertweet import VOCAB_FILES_NAMES, BertweetTokenizer

from ...test_tokenization_common import TokenizerTesterMixin

class 		a__						(				a_,      unittest.TestCase						):
   __lowerCAmelCase						=    BertweetTokenizer
   __lowerCAmelCase						=    False
   def       __magic_name__      (      self    ):
          super().setUp()

          # Adapted from Sennrich et al. 2015 and https://github.com/rsennrich/subword-nmt
          lowercase   :    Tuple			=							["I", "m", "V@@", "R@@", "r", "e@@"]
          lowercase   :    List[Any]			=							dict(zip(_a     ,   range(len(_a    )    )    )    )
          lowercase   :    Union[str, Any]			=							["#version: 0.2", "a m</w>"]
          lowercase   :    List[Any]			=							{"unk_token": "<unk>"}

          lowercase   :    Optional[Any]			=							os.path.join(self.tmpdirname     ,   VOCAB_FILES_NAMES["vocab_file"]    )
          lowercase   :    Any			=							os.path.join(self.tmpdirname     ,   VOCAB_FILES_NAMES["merges_file"]    )
          with open(self.vocab_file     ,   "w"     ,   encoding="utf-8"    ) as fp:
                 for token in vocab_tokens:
                        fp.write(f"""{token} {vocab_tokens[token]}\n"""    )
          with open(self.merges_file     ,   "w"     ,   encoding="utf-8"    ) as fp:
                 fp.write("\n".join(_a    )    )
   def       __magic_name__      (      self     ,   **_a    ):
          kwargs.update(self.special_tokens_map    )
          return BertweetTokenizer.from_pretrained(self.tmpdirname     ,   **_a    )
   def       __magic_name__      (      self     ,   _a    ):
          lowercase   :    Union[str, Any]			=							"I am VinAI Research"
          lowercase   :    str			=							"I <unk> m V<unk> <unk> <unk> I Re<unk> e<unk> <unk> <unk> <unk>"
          return input_text, output_text

   def       __magic_name__      (      self    ):
          lowercase   :    List[Any]			=							BertweetTokenizer(self.vocab_file     ,   self.merges_file     ,   **self.special_tokens_map    )
          lowercase   :    int			=							"I am VinAI Research"
          lowercase   :    Dict			=							"I a@@ m V@@ i@@ n@@ A@@ I R@@ e@@ s@@ e@@ a@@ r@@ c@@ h".split()
          lowercase   :    Tuple			=							tokenizer.tokenize(_a    )
          self.assertListEqual(_a     ,   _a    )

          lowercase   :    Any			=							tokens + [tokenizer.unk_token]

          lowercase   :    List[Any]			=							[4, 3, 5, 6, 3, 3, 3, 4, 7, 9, 3, 9, 3, 3, 3, 3, 3]
          self.assertListEqual(tokenizer.convert_tokens_to_ids(_a    )     ,   _a    )


