






'''simple docstring'''






# 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.
from ..models.auto import AutoModelForSeqaSeqLM, AutoTokenizer
from .base import PipelineTool


__A    	=   {
    '''Acehnese Arabic''': '''ace_Arab''',
    '''Acehnese Latin''': '''ace_Latn''',
    '''Mesopotamian Arabic''': '''acm_Arab''',
    '''Ta\'izzi-Adeni Arabic''': '''acq_Arab''',
    '''Tunisian Arabic''': '''aeb_Arab''',
    '''Afrikaans''': '''afr_Latn''',
    '''South Levantine Arabic''': '''ajp_Arab''',
    '''Akan''': '''aka_Latn''',
    '''Amharic''': '''amh_Ethi''',
    '''North Levantine Arabic''': '''apc_Arab''',
    '''Modern Standard Arabic''': '''arb_Arab''',
    '''Modern Standard Arabic Romanized''': '''arb_Latn''',
    '''Najdi Arabic''': '''ars_Arab''',
    '''Moroccan Arabic''': '''ary_Arab''',
    '''Egyptian Arabic''': '''arz_Arab''',
    '''Assamese''': '''asm_Beng''',
    '''Asturian''': '''ast_Latn''',
    '''Awadhi''': '''awa_Deva''',
    '''Central Aymara''': '''ayr_Latn''',
    '''South Azerbaijani''': '''azb_Arab''',
    '''North Azerbaijani''': '''azj_Latn''',
    '''Bashkir''': '''bak_Cyrl''',
    '''Bambara''': '''bam_Latn''',
    '''Balinese''': '''ban_Latn''',
    '''Belarusian''': '''bel_Cyrl''',
    '''Bemba''': '''bem_Latn''',
    '''Bengali''': '''ben_Beng''',
    '''Bhojpuri''': '''bho_Deva''',
    '''Banjar Arabic''': '''bjn_Arab''',
    '''Banjar Latin''': '''bjn_Latn''',
    '''Standard Tibetan''': '''bod_Tibt''',
    '''Bosnian''': '''bos_Latn''',
    '''Buginese''': '''bug_Latn''',
    '''Bulgarian''': '''bul_Cyrl''',
    '''Catalan''': '''cat_Latn''',
    '''Cebuano''': '''ceb_Latn''',
    '''Czech''': '''ces_Latn''',
    '''Chokwe''': '''cjk_Latn''',
    '''Central Kurdish''': '''ckb_Arab''',
    '''Crimean Tatar''': '''crh_Latn''',
    '''Welsh''': '''cym_Latn''',
    '''Danish''': '''dan_Latn''',
    '''German''': '''deu_Latn''',
    '''Southwestern Dinka''': '''dik_Latn''',
    '''Dyula''': '''dyu_Latn''',
    '''Dzongkha''': '''dzo_Tibt''',
    '''Greek''': '''ell_Grek''',
    '''English''': '''eng_Latn''',
    '''Esperanto''': '''epo_Latn''',
    '''Estonian''': '''est_Latn''',
    '''Basque''': '''eus_Latn''',
    '''Ewe''': '''ewe_Latn''',
    '''Faroese''': '''fao_Latn''',
    '''Fijian''': '''fij_Latn''',
    '''Finnish''': '''fin_Latn''',
    '''Fon''': '''fon_Latn''',
    '''French''': '''fra_Latn''',
    '''Friulian''': '''fur_Latn''',
    '''Nigerian Fulfulde''': '''fuv_Latn''',
    '''Scottish Gaelic''': '''gla_Latn''',
    '''Irish''': '''gle_Latn''',
    '''Galician''': '''glg_Latn''',
    '''Guarani''': '''grn_Latn''',
    '''Gujarati''': '''guj_Gujr''',
    '''Haitian Creole''': '''hat_Latn''',
    '''Hausa''': '''hau_Latn''',
    '''Hebrew''': '''heb_Hebr''',
    '''Hindi''': '''hin_Deva''',
    '''Chhattisgarhi''': '''hne_Deva''',
    '''Croatian''': '''hrv_Latn''',
    '''Hungarian''': '''hun_Latn''',
    '''Armenian''': '''hye_Armn''',
    '''Igbo''': '''ibo_Latn''',
    '''Ilocano''': '''ilo_Latn''',
    '''Indonesian''': '''ind_Latn''',
    '''Icelandic''': '''isl_Latn''',
    '''Italian''': '''ita_Latn''',
    '''Javanese''': '''jav_Latn''',
    '''Japanese''': '''jpn_Jpan''',
    '''Kabyle''': '''kab_Latn''',
    '''Jingpho''': '''kac_Latn''',
    '''Kamba''': '''kam_Latn''',
    '''Kannada''': '''kan_Knda''',
    '''Kashmiri Arabic''': '''kas_Arab''',
    '''Kashmiri Devanagari''': '''kas_Deva''',
    '''Georgian''': '''kat_Geor''',
    '''Central Kanuri Arabic''': '''knc_Arab''',
    '''Central Kanuri Latin''': '''knc_Latn''',
    '''Kazakh''': '''kaz_Cyrl''',
    '''Kabiyè''': '''kbp_Latn''',
    '''Kabuverdianu''': '''kea_Latn''',
    '''Khmer''': '''khm_Khmr''',
    '''Kikuyu''': '''kik_Latn''',
    '''Kinyarwanda''': '''kin_Latn''',
    '''Kyrgyz''': '''kir_Cyrl''',
    '''Kimbundu''': '''kmb_Latn''',
    '''Northern Kurdish''': '''kmr_Latn''',
    '''Kikongo''': '''kon_Latn''',
    '''Korean''': '''kor_Hang''',
    '''Lao''': '''lao_Laoo''',
    '''Ligurian''': '''lij_Latn''',
    '''Limburgish''': '''lim_Latn''',
    '''Lingala''': '''lin_Latn''',
    '''Lithuanian''': '''lit_Latn''',
    '''Lombard''': '''lmo_Latn''',
    '''Latgalian''': '''ltg_Latn''',
    '''Luxembourgish''': '''ltz_Latn''',
    '''Luba-Kasai''': '''lua_Latn''',
    '''Ganda''': '''lug_Latn''',
    '''Luo''': '''luo_Latn''',
    '''Mizo''': '''lus_Latn''',
    '''Standard Latvian''': '''lvs_Latn''',
    '''Magahi''': '''mag_Deva''',
    '''Maithili''': '''mai_Deva''',
    '''Malayalam''': '''mal_Mlym''',
    '''Marathi''': '''mar_Deva''',
    '''Minangkabau Arabic ''': '''min_Arab''',
    '''Minangkabau Latin''': '''min_Latn''',
    '''Macedonian''': '''mkd_Cyrl''',
    '''Plateau Malagasy''': '''plt_Latn''',
    '''Maltese''': '''mlt_Latn''',
    '''Meitei Bengali''': '''mni_Beng''',
    '''Halh Mongolian''': '''khk_Cyrl''',
    '''Mossi''': '''mos_Latn''',
    '''Maori''': '''mri_Latn''',
    '''Burmese''': '''mya_Mymr''',
    '''Dutch''': '''nld_Latn''',
    '''Norwegian Nynorsk''': '''nno_Latn''',
    '''Norwegian Bokmål''': '''nob_Latn''',
    '''Nepali''': '''npi_Deva''',
    '''Northern Sotho''': '''nso_Latn''',
    '''Nuer''': '''nus_Latn''',
    '''Nyanja''': '''nya_Latn''',
    '''Occitan''': '''oci_Latn''',
    '''West Central Oromo''': '''gaz_Latn''',
    '''Odia''': '''ory_Orya''',
    '''Pangasinan''': '''pag_Latn''',
    '''Eastern Panjabi''': '''pan_Guru''',
    '''Papiamento''': '''pap_Latn''',
    '''Western Persian''': '''pes_Arab''',
    '''Polish''': '''pol_Latn''',
    '''Portuguese''': '''por_Latn''',
    '''Dari''': '''prs_Arab''',
    '''Southern Pashto''': '''pbt_Arab''',
    '''Ayacucho Quechua''': '''quy_Latn''',
    '''Romanian''': '''ron_Latn''',
    '''Rundi''': '''run_Latn''',
    '''Russian''': '''rus_Cyrl''',
    '''Sango''': '''sag_Latn''',
    '''Sanskrit''': '''san_Deva''',
    '''Santali''': '''sat_Olck''',
    '''Sicilian''': '''scn_Latn''',
    '''Shan''': '''shn_Mymr''',
    '''Sinhala''': '''sin_Sinh''',
    '''Slovak''': '''slk_Latn''',
    '''Slovenian''': '''slv_Latn''',
    '''Samoan''': '''smo_Latn''',
    '''Shona''': '''sna_Latn''',
    '''Sindhi''': '''snd_Arab''',
    '''Somali''': '''som_Latn''',
    '''Southern Sotho''': '''sot_Latn''',
    '''Spanish''': '''spa_Latn''',
    '''Tosk Albanian''': '''als_Latn''',
    '''Sardinian''': '''srd_Latn''',
    '''Serbian''': '''srp_Cyrl''',
    '''Swati''': '''ssw_Latn''',
    '''Sundanese''': '''sun_Latn''',
    '''Swedish''': '''swe_Latn''',
    '''Swahili''': '''swh_Latn''',
    '''Silesian''': '''szl_Latn''',
    '''Tamil''': '''tam_Taml''',
    '''Tatar''': '''tat_Cyrl''',
    '''Telugu''': '''tel_Telu''',
    '''Tajik''': '''tgk_Cyrl''',
    '''Tagalog''': '''tgl_Latn''',
    '''Thai''': '''tha_Thai''',
    '''Tigrinya''': '''tir_Ethi''',
    '''Tamasheq Latin''': '''taq_Latn''',
    '''Tamasheq Tifinagh''': '''taq_Tfng''',
    '''Tok Pisin''': '''tpi_Latn''',
    '''Tswana''': '''tsn_Latn''',
    '''Tsonga''': '''tso_Latn''',
    '''Turkmen''': '''tuk_Latn''',
    '''Tumbuka''': '''tum_Latn''',
    '''Turkish''': '''tur_Latn''',
    '''Twi''': '''twi_Latn''',
    '''Central Atlas Tamazight''': '''tzm_Tfng''',
    '''Uyghur''': '''uig_Arab''',
    '''Ukrainian''': '''ukr_Cyrl''',
    '''Umbundu''': '''umb_Latn''',
    '''Urdu''': '''urd_Arab''',
    '''Northern Uzbek''': '''uzn_Latn''',
    '''Venetian''': '''vec_Latn''',
    '''Vietnamese''': '''vie_Latn''',
    '''Waray''': '''war_Latn''',
    '''Wolof''': '''wol_Latn''',
    '''Xhosa''': '''xho_Latn''',
    '''Eastern Yiddish''': '''ydd_Hebr''',
    '''Yoruba''': '''yor_Latn''',
    '''Yue Chinese''': '''yue_Hant''',
    '''Chinese Simplified''': '''zho_Hans''',
    '''Chinese Traditional''': '''zho_Hant''',
    '''Standard Malay''': '''zsm_Latn''',
    '''Zulu''': '''zul_Latn''',
}




class a_    (    UpperCamelCase_							):
   _snake_case        =							"""facebook/nllb-200-distilled-600M"""
   _snake_case        =							(
       """This is a tool that translates text from a language to another. It takes three inputs: `text`, which should """
       """be the text to translate, `src_lang`, which should be the language of the text to translate and `tgt_lang`, """
       """which should be the language for the desired ouput language. Both `src_lang` and `tgt_lang` are written in """
       """plain English, such as 'Romanian', or 'Albanian'. It returns the text translated in `tgt_lang`."""
   )
   _snake_case        =							"""translator"""
   _snake_case        =							AutoTokenizer
   _snake_case        =							AutoModelForSeqaSeqLM
   _snake_case        =							LANGUAGE_CODES

   _snake_case        =							["""text""", """text""", """text"""]
   _snake_case        =							["""text"""]







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a					,   __a)			->      int:
      """simple docstring"""






      if src_lang not in self.lang_to_code:
         raise ValueError(F"""{src_lang} is not a supported language.""")
      if tgt_lang not in self.lang_to_code:
         raise ValueError(F"""{tgt_lang} is not a supported language.""")
      __snake_case				:      List[Any]     							= self.lang_to_code[src_lang]
      __snake_case				:      Optional[Any]     							= self.lang_to_code[tgt_lang]
      return self.pre_processor._build_translation_inputs(
          __a					,   return_tensors='pt'					,   src_lang=__a					,   tgt_lang=__a)







   def     SCREAMING_SNAKE_CASE__					(self					,   __a)			->      Optional[int]:
      """simple docstring"""






      return self.model.generate(**__a)







   def     SCREAMING_SNAKE_CASE__					(self					,   __a)			->      Dict:
      """simple docstring"""






      return self.post_processor.decode(outputs[0].tolist()					,   skip_special_tokens=__a)







'''simple docstring'''






from __future__ import annotations

import math
import random
from collections.abc import Collection
from typing import overload




class a_    :







   def __init__(self					,   __a = None)			->      None:
      """simple docstring"""






      if components is None:
         __snake_case				:      List[str]     							= []
      __snake_case				:      Optional[int]     							= list(__a)







   def __len__(self)			->      int:
      """simple docstring"""






      return len(self.__components)







   def __str__(self)			->      str:
      """simple docstring"""






      return "(" + ",".join(map(__a					,   self.__components)) + ")"







   def __add__(self					,   __a)			->      Vector:
      """simple docstring"""






      __snake_case				:      Optional[Any]     							= len(self)
      if size == len(__a):
         __snake_case				:      Optional[int]     							= [self.__components[i] + other.component(__a) for i in range(__a)]
         return Vector(__a)
      else:
         raise Exception('must have the same size')







   def __sub__(self					,   __a)			->      Vector:
      """simple docstring"""






      __snake_case				:      Optional[Any]     							= len(self)
      if size == len(__a):
         __snake_case				:      Optional[int]     							= [self.__components[i] - other.component(__a) for i in range(__a)]
         return Vector(__a)
      else:  # error case
         raise Exception('must have the same size')







   @overload
   def __mul__(self					,   __a)			->      Vector:
      """simple docstring"""






      ...







   @overload
   def __mul__(self					,   __a)			->      float:
      """simple docstring"""






      ...







   def __mul__(self					,   __a)			->      float | Vector:
      """simple docstring"""






      if isinstance(__a					,   (float, int)):
         __snake_case				:      str     							= [c * other for c in self.__components]
         return Vector(__a)
      elif isinstance(__a					,   __a) and len(self) == len(__a):
         __snake_case				:      List[Any]     							= len(self)
         __snake_case				:      Dict     							= [self.__components[i] * other.component(__a) for i in range(__a)]
         return sum(__a)
      else:  # error case
         raise Exception('invalid operand!')







   def     SCREAMING_SNAKE_CASE__					(self)			->      Vector:
      """simple docstring"""






      return Vector(self.__components)







   def     SCREAMING_SNAKE_CASE__					(self					,   __a)			->      float:
      """simple docstring"""






      if isinstance(__a					,   __a) and -len(self.__components) <= i < len(self.__components):
         return self.__components[i]
      else:
         raise Exception('index out of range')







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a)			->      None:
      """simple docstring"""






      assert -len(self.__components) <= pos < len(self.__components)
      __snake_case				:      int     							= value







   def     SCREAMING_SNAKE_CASE__					(self)			->      float:
      """simple docstring"""






      if len(self.__components) == 0:
         raise Exception('Vector is empty')
      __snake_case				:      Tuple     							= [c**2 for c in self.__components]
      return math.sqrt(sum(__a))







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a = False)			->      float:
      """simple docstring"""






      __snake_case				:      Tuple     							= self * other
      __snake_case				:      Optional[int]     							= self.euclidean_length() * other.euclidean_length()
      if deg:
         return math.degrees(math.acos(num / den))
      else:
         return math.acos(num / den)




def        _SCREAMING_SNAKE_CASE  (				A  :       int  )    -> Vector:







   """simple docstring"""
   assert isinstance(A  ,		A  )
   return Vector([0] * dimension  )




def        _SCREAMING_SNAKE_CASE  (				A  :       int  ,		A  :       int  )    -> Vector:







   """simple docstring"""
   assert isinstance(A  ,		A  ) and (isinstance(A  ,		A  ))
   __snake_case				:      Any     							= [0] * dimension
   __snake_case				:      int     							= 1
   return Vector(A  )




def        _SCREAMING_SNAKE_CASE  (				A  :       float  ,		A  :       Vector  ,		A  :       Vector  )    -> Vector:







   """simple docstring"""
   assert (
       isinstance(A  ,		A  )
       and isinstance(A  ,		A  )
       and (isinstance(A  ,		(int, float)  ))
   )
   return x * scalar + y




def        _SCREAMING_SNAKE_CASE  (				A  :       int  ,		A  :       int  ,		A  :       int  )    -> Vector:







   """simple docstring"""
   random.seed(A  )
   __snake_case				:      List[Any]     							= [random.randint(A  ,		A  ) for _ in range(A  )]
   return Vector(A  )




class a_    :







   def __init__(self					,   __a					,   __a					,   __a)			->      None:
      """simple docstring"""






      __snake_case				:      Union[str, Any]     							= matrix
      __snake_case				:      int     							= w
      __snake_case				:      str     							= h







   def __str__(self)			->      str:
      """simple docstring"""






      __snake_case				:      Dict     							= ''
      for i in range(self.__height):
         ans += "|"
         for j in range(self.__width):
            if j < self.__width - 1:
               ans += str(self.__matrix[i][j]) + ","
            else:
               ans += str(self.__matrix[i][j]) + "|\n"
      return ans







   def __add__(self					,   __a)			->      Matrix:
      """simple docstring"""






      if self.__width == other.width() and self.__height == other.height():
         __snake_case				:      Tuple     							= []
         for i in range(self.__height):
            __snake_case				:      List[Any]     							= [
                self.__matrix[i][j] + other.component(__a					,   __a)
                for j in range(self.__width)
            ]
            matrix.append(__a)
         return Matrix(__a					,   self.__width					,   self.__height)
      else:
         raise Exception('matrix must have the same dimension!')







   def __sub__(self					,   __a)			->      Matrix:
      """simple docstring"""






      if self.__width == other.width() and self.__height == other.height():
         __snake_case				:      str     							= []
         for i in range(self.__height):
            __snake_case				:      List[str]     							= [
                self.__matrix[i][j] - other.component(__a					,   __a)
                for j in range(self.__width)
            ]
            matrix.append(__a)
         return Matrix(__a					,   self.__width					,   self.__height)
      else:
         raise Exception('matrices must have the same dimension!')







   @overload
   def __mul__(self					,   __a)			->      Matrix:
      """simple docstring"""






      ...







   @overload
   def __mul__(self					,   __a)			->      Vector:
      """simple docstring"""






      ...







   def __mul__(self					,   __a)			->      Vector | Matrix:
      """simple docstring"""






      if isinstance(__a					,   __a):  # matrix-vector
         if len(__a) == self.__width:
            __snake_case				:      Tuple     							= zero_vector(self.__height)
            for i in range(self.__height):
               __snake_case				:      Union[str, Any]     							= [
                   self.__matrix[i][j] * other.component(__a)
                   for j in range(self.__width)
               ]
               ans.change_component(__a					,   sum(__a))
            return ans
         else:
            raise Exception(
                'vector must have the same size as the '
                'number of columns of the matrix!')
      elif isinstance(__a					,   (int, float)):  # matrix-scalar
         __snake_case				:      str     							= [
             [self.__matrix[i][j] * other for j in range(self.__width)]
             for i in range(self.__height)
         ]
         return Matrix(__a					,   self.__width					,   self.__height)
      return None







   def     SCREAMING_SNAKE_CASE__					(self)			->      int:
      """simple docstring"""






      return self.__height







   def     SCREAMING_SNAKE_CASE__					(self)			->      int:
      """simple docstring"""






      return self.__width







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a)			->      float:
      """simple docstring"""






      if 0 <= x < self.__height and 0 <= y < self.__width:
         return self.__matrix[x][y]
      else:
         raise Exception('change_component: indices out of bounds')







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a					,   __a)			->      None:
      """simple docstring"""






      if 0 <= x < self.__height and 0 <= y < self.__width:
         __snake_case				:      List[Any]     							= value
      else:
         raise Exception('change_component: indices out of bounds')







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a)			->      float:
      """simple docstring"""






      if self.__height != self.__width:
         raise Exception('Matrix is not square')
      __snake_case				:      List[Any]     							= self.__matrix[:x] + self.__matrix[x + 1 :]
      for i in range(len(__a)):
         __snake_case				:      Tuple     							= minor[i][:y] + minor[i][y + 1 :]
      return Matrix(__a					,   self.__width - 1					,   self.__height - 1).determinant()







   def     SCREAMING_SNAKE_CASE__					(self					,   __a					,   __a)			->      float:
      """simple docstring"""






      if self.__height != self.__width:
         raise Exception('Matrix is not square')
      if 0 <= x < self.__height and 0 <= y < self.__width:
         return (-1) ** (x + y) * self.minor(__a					,   __a)
      else:
         raise Exception('Indices out of bounds')







   def     SCREAMING_SNAKE_CASE__					(self)			->      float:
      """simple docstring"""






      if self.__height != self.__width:
         raise Exception('Matrix is not square')
      if self.__height < 1:
         raise Exception('Matrix has no element')
      elif self.__height == 1:
         return self.__matrix[0][0]
      elif self.__height == 2:
         return (
             self.__matrix[0][0] * self.__matrix[1][1]
             - self.__matrix[0][1] * self.__matrix[1][0]
         )
      else:
         __snake_case				:      Any     							= [
             self.__matrix[0][y] * self.cofactor(0					,   __a) for y in range(self.__width)
         ]
         return sum(__a)




def        _SCREAMING_SNAKE_CASE  (				A  :       int  )    -> Matrix:







   """simple docstring"""
   __snake_case				:      list[list[float]]     							= [[0] * n for _ in range(A  )]
   return Matrix(A  ,		A  ,		A  )





def        _SCREAMING_SNAKE_CASE  (				A  :       int  ,		A  :       int  ,		A  :       int  ,		A  :       int  )    -> Matrix:







   """simple docstring"""
   random.seed(A  )
   __snake_case				:      list[list[float]]     							= [
       [random.randint(A  ,		A  ) for _ in range(A  )] for _ in range(A  )
   ]
   return Matrix(A  ,		A  ,		A  )