






# 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


SCREAMING_SNAKE_CASE__		:							str 				=				{
    """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 				UpperCAmelCase_  (		__lowerCamelCase		):
     __lowerCamelCase      				=  'facebook/nllb-200-distilled-600M'
     __lowerCamelCase      				=  (
         '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`.'
     )
     __lowerCamelCase      				=  'translator'
     __lowerCamelCase      				=  AutoTokenizer
     __lowerCamelCase      				=  AutoModelForSeqaSeqLM
     __lowerCamelCase      				=  LANGUAGE_CODES

     __lowerCamelCase      				=  ['text', 'text', 'text']
     __lowerCamelCase      				=  ['text']




     def   __UpperCAmelCase  (				self	,						_lowerCAmelCase	,						_lowerCAmelCase	,						_lowerCAmelCase		):
          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."		)
          UpperCAmelCase__      :  Union[str, Any]				      =			self.lang_to_code[src_lang]
          UpperCAmelCase__      :  Dict				      =			self.lang_to_code[tgt_lang]
          return self.pre_processor._build_translation_inputs(
              _lowerCAmelCase	,						return_tensors="""pt"""	,						src_lang=_lowerCAmelCase	,						tgt_lang=_lowerCAmelCase		)




     def   __UpperCAmelCase  (				self	,						_lowerCAmelCase		):
          return self.model.generate(**_lowerCAmelCase		)




     def   __UpperCAmelCase  (				self	,						_lowerCAmelCase		):
          return self.post_processor.decode(outputs[0].tolist()	,						skip_special_tokens=_lowerCAmelCase		)













'''simple docstring'''






import json
import os
from pathlib import Path

import pytest

from datasets.download.download_config import DownloadConfig
from datasets.download.download_manager import DownloadManager
from datasets.utils.file_utils import hash_url_to_filename


__UpperCamelCase					    =	"http://www.mocksite.com/file1.txt"
__UpperCamelCase					    =	"\"text\": [\"foo\", \"foo\"]"
__UpperCamelCase					    =	"6d8ce9aa78a471c7477201efbeabd3bb01ac2e7d100a6dc024ba1608361f90a8"




class  _A :
		lowercase__:   str				     =   200
		lowercase__:   List[str]				     =   {'''Content-Length''': '''100'''}
		lowercase__:   Union[str, Any]				     =   {}

		def 	lowercase__     (   self					:   Any  ,      **__magic_name__					:   List[Any]			)					->    Dict:


					"""simple docstring"""

					return [bytes(__magic_name__  ,      """utf-8"""			)]







def 					_a						(       *_lowerCamelCase    ,	**_lowerCamelCase ) ->				List[str]:



			"""simple docstring"""


			return MockResponse()







@pytest.mark.parametrize("""urls_type"""    ,	[str, list, dict] )
def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase ) ->				List[str]:



			"""simple docstring"""


			import requests

			monkeypatch.setattr(_lowerCamelCase    ,	"""request"""    ,	_lowerCamelCase )

			__snake_case					:      Union[str, Any]							      =     URL
			if issubclass(_lowerCamelCase    ,	_lowerCamelCase ):
						__snake_case					:      str							      =     url
			elif issubclass(_lowerCamelCase    ,	_lowerCamelCase ):
						__snake_case					:      Dict							      =     [url]
			elif issubclass(_lowerCamelCase    ,	_lowerCamelCase ):
						__snake_case					:      Union[str, Any]							      =     {"""train""": url}
			__snake_case					:      Dict							      =     """dummy"""
			__snake_case					:      List[str]							      =     """downloads"""
			__snake_case					:      List[Any]							      =     tmp_path
			__snake_case					:      List[Any]							      =     DownloadConfig(
			    cache_dir=os.path.join(_lowerCamelCase    ,	_lowerCamelCase )    ,	use_etag=_lowerCamelCase    ,	)
			__snake_case					:      List[str]							      =     DownloadManager(dataset_name=_lowerCamelCase    ,	download_config=_lowerCamelCase )
			__snake_case					:      int							      =     dl_manager.download(_lowerCamelCase )
			__snake_case					:      Tuple							      =     urls
			for downloaded_paths in [downloaded_paths]:
						if isinstance(_lowerCamelCase    ,	_lowerCamelCase ):
									__snake_case					:      Any							      =     [downloaded_paths]
									__snake_case					:      List[Any]							      =     [urls]
						elif isinstance(_lowerCamelCase    ,	_lowerCamelCase ):
									assert "train" in downloaded_paths.keys()
									__snake_case					:      Tuple							      =     downloaded_paths.values()
									__snake_case					:      Optional[int]							      =     urls.values()
						assert downloaded_paths
						for downloaded_path, input_url in zip(_lowerCamelCase    ,	_lowerCamelCase ):
									assert downloaded_path == dl_manager.downloaded_paths[input_url]
									__snake_case					:      List[str]							      =     Path(_lowerCamelCase )
									__snake_case					:      Any							      =     downloaded_path.parts
									assert parts[-1] == HASH
									assert parts[-2] == cache_subdir
									assert downloaded_path.exists()
									__snake_case					:      Union[str, Any]							      =     downloaded_path.read_text()
									assert content == CONTENT
									__snake_case					:      List[str]							      =     downloaded_path.with_suffix(""".json""" )
									assert metadata_downloaded_path.exists()
									__snake_case					:      Union[str, Any]							      =     json.loads(metadata_downloaded_path.read_text() )
									assert metadata_content == {"url": URL, "etag": None}







@pytest.mark.parametrize("""paths_type"""    ,	[str, list, dict] )
def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase    ,	_lowerCamelCase ) ->				List[Any]:



			"""simple docstring"""


			__snake_case					:      Any							      =     str(_lowerCamelCase )
			if issubclass(_lowerCamelCase    ,	_lowerCamelCase ):
						__snake_case					:      Optional[int]							      =     filename
			elif issubclass(_lowerCamelCase    ,	_lowerCamelCase ):
						__snake_case					:      Tuple							      =     [filename]
			elif issubclass(_lowerCamelCase    ,	_lowerCamelCase ):
						__snake_case					:      Dict							      =     {"""train""": filename}
			__snake_case					:      Optional[Any]							      =     """dummy"""
			__snake_case					:      List[Any]							      =     xz_file.parent
			__snake_case					:      int							      =     """extracted"""
			__snake_case					:      Dict							      =     DownloadConfig(
			    cache_dir=_lowerCamelCase    ,	use_etag=_lowerCamelCase    ,	)
			__snake_case					:      List[str]							      =     DownloadManager(dataset_name=_lowerCamelCase    ,	download_config=_lowerCamelCase )
			__snake_case					:      Optional[Any]							      =     dl_manager.extract(_lowerCamelCase )
			__snake_case					:      Union[str, Any]							      =     paths
			for extracted_paths in [extracted_paths]:
						if isinstance(_lowerCamelCase    ,	_lowerCamelCase ):
									__snake_case					:      Dict							      =     [extracted_paths]
									__snake_case					:      int							      =     [paths]
						elif isinstance(_lowerCamelCase    ,	_lowerCamelCase ):
									assert "train" in extracted_paths.keys()
									__snake_case					:      int							      =     extracted_paths.values()
									__snake_case					:      int							      =     paths.values()
						assert extracted_paths
						for extracted_path, input_path in zip(_lowerCamelCase    ,	_lowerCamelCase ):
									assert extracted_path == dl_manager.extracted_paths[input_path]
									__snake_case					:      Any							      =     Path(_lowerCamelCase )
									__snake_case					:      str							      =     extracted_path.parts
									assert parts[-1] == hash_url_to_filename(_lowerCamelCase    ,	etag=_lowerCamelCase )
									assert parts[-2] == extracted_subdir
									assert extracted_path.exists()
									__snake_case					:      Optional[int]							      =     extracted_path.read_text()
									__snake_case					:      str							      =     text_file.read_text()
									assert extracted_file_content == expected_file_content







def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase ) ->				Optional[int]:



			"""simple docstring"""


			assert path.endswith(""".jsonl""" )
			for num_items, line in enumerate(_lowerCamelCase    ,	start=1 ):
						__snake_case					:      Tuple							      =     json.loads(line.decode("""utf-8""" ) )
						assert item.keys() == {"col_1", "col_2", "col_3"}
			assert num_items == 4







@pytest.mark.parametrize("""archive_jsonl"""    ,	["""tar_jsonl_path""", """zip_jsonl_path"""] )
def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase ) ->				Optional[int]:



			"""simple docstring"""


			__snake_case					:      Any							      =     request.getfixturevalue(_lowerCamelCase )
			__snake_case					:      str							      =     DownloadManager()
			for num_jsonl, (path, file) in enumerate(dl_manager.iter_archive(_lowerCamelCase )    ,	start=1 ):
						_test_jsonl(_lowerCamelCase    ,	_lowerCamelCase )
			assert num_jsonl == 2







@pytest.mark.parametrize("""archive_nested_jsonl"""    ,	["""tar_nested_jsonl_path""", """zip_nested_jsonl_path"""] )
def 					_a						(       _lowerCamelCase    ,	_lowerCamelCase ) ->				List[str]:



			"""simple docstring"""


			__snake_case					:      int							      =     request.getfixturevalue(_lowerCamelCase )
			__snake_case					:      List[str]							      =     DownloadManager()
			for num_tar, (path, file) in enumerate(dl_manager.iter_archive(_lowerCamelCase )    ,	start=1 ):
						for num_jsonl, (subpath, subfile) in enumerate(dl_manager.iter_archive(_lowerCamelCase )    ,	start=1 ):
									_test_jsonl(_lowerCamelCase    ,	_lowerCamelCase )
			assert num_tar == 1
			assert num_jsonl == 2







def 					_a						(       _lowerCamelCase ) ->				Any:



			"""simple docstring"""


			__snake_case					:      List[str]							      =     DownloadManager()
			for num_file, file in enumerate(dl_manager.iter_files(_lowerCamelCase )    ,	start=1 ):
						assert os.path.basename(_lowerCamelCase ) == ("test.txt" if num_file == 1 else "train.txt")
			assert num_file == 2


