






"""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


lowercase    			=       {
    '''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_							(      snake_case_  ):
				UpperCAmelCase__        =				'''facebook/nllb-200-distilled-600M'''
				UpperCAmelCase__        =				(
				    '''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`.'''
				)
				UpperCAmelCase__        =				'''translator'''
				UpperCAmelCase__        =				AutoTokenizer
				UpperCAmelCase__        =				AutoModelForSeqaSeqLM
				UpperCAmelCase__        =				LANGUAGE_CODES

				UpperCAmelCase__        =				['''text''', '''text''', '''text''']
				UpperCAmelCase__        =				['''text''']







				def     _snake_case					(							self							:						Any						,    __lowerCamelCase							:						Any						,    __lowerCamelCase							:						List[Any]						,    __lowerCamelCase							:						str	)				->					List[str]:
										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.'''	)
										__magic_name__            =     self.lang_to_code[src_lang]
										__magic_name__            =     self.lang_to_code[tgt_lang]
										return self.pre_processor._build_translation_inputs(
										    __lowerCamelCase						,    return_tensors="pt"						,    src_lang=__lowerCamelCase						,    tgt_lang=__lowerCamelCase	)







				def     _snake_case					(							self							:						Tuple						,    __lowerCamelCase							:						List[Any]	)				->					int:
										return self.model.generate(**__lowerCamelCase	)







				def     _snake_case					(							self							:						Dict						,    __lowerCamelCase							:						Optional[int]	)				->					Any:
										return self.post_processor.decode(outputs[0].tolist()						,    skip_special_tokens=__lowerCamelCase	)











"""simple docstring"""

import argparse
import shlex

import runhouse as rh


if __name__ == "__main__":
			# Refer to https://runhouse-docs.readthedocs-hosted.com/en/latest/api/python/cluster.html#hardware-setup for cloud access
			# setup instructions, if using on-demand hardware

			# If user passes --user <user> --host <host> --key_path <key_path> <example> <args>, fill them in as BYO cluster
			# If user passes --instance <instance> --provider <provider> <example> <args>, fill them in as on-demand cluster
			# Throw an error if user passes both BYO and on-demand cluster args
			# Otherwise, use default values
			lowercase    			=       argparse.ArgumentParser()
			parser.add_argument('''--user''', type=str, default='''ubuntu''')
			parser.add_argument('''--host''', type=str, default='''localhost''')
			parser.add_argument('''--key_path''', type=str, default=None)
			parser.add_argument('''--instance''', type=str, default='''V100:1''')
			parser.add_argument('''--provider''', type=str, default='''cheapest''')
			parser.add_argument('''--use_spot''', type=bool, default=False)
			parser.add_argument('''--example''', type=str, default='''pytorch/text-generation/run_generation.py''')
			lowercase			,      lowercase    			=       parser.parse_known_args()
			if args.host != "localhost":
						if args.instance != "V100:1" or args.provider != "cheapest":
									raise ValueError('''Cannot specify both BYO and on-demand cluster args''')
						lowercase    			=       rh.cluster(
						    name='''rh-cluster''', ips=[args.host], ssh_creds={'''ssh_user''': args.user, '''ssh_private_key''': args.key_path}
						)
			else:
						lowercase    			=       rh.cluster(
						    name='''rh-cluster''', instance_type=args.instance, provider=args.provider, use_spot=args.use_spot
						)
			lowercase    			=       args.example.rsplit('''/''', 1)[0]

			# Set up remote environment
			cluster.install_packages(['''pip:./'''])  # Installs transformers from local source
			# Note transformers is copied into the home directory on the remote machine, so we can install from there
			cluster.run([f'''pip install -r transformers/examples/{example_dir}/requirements.txt'''])
			cluster.run(['''pip install torch --upgrade --extra-index-url https://download.pytorch.org/whl/cu117'''])

			# Run example. You can bypass the CLI wrapper and paste your own code here.
			cluster.run([f'''python transformers/examples/{args.example} {" ".join(shlex.quote(arg) for arg in unknown)}'''])

			# Alternatively, we can just import and run a training function (especially if there's no wrapper CLI):
			# from my_script... import train
			# reqs = ['pip:./', 'torch', 'datasets', 'accelerate', 'evaluate', 'tqdm', 'scipy', 'scikit-learn', 'tensorboard']
			# launch_train_gpu = rh.function(fn=train,
			#                                system=gpu,
			#                                reqs=reqs,
			#                                name='train_bert_glue')
			#
			# We can pass in arguments just like we would to a function:
			# launch_train_gpu(num_epochs = 3, lr = 2e-5, seed = 42, batch_size = 16
			#                  stream_logs=True)



