



import shutil
import tempfile
import unittest
from pathlib import Path
from shutil import copyfile

from transformers import SpeechaTextTokenizer, is_speech_available
from transformers.models.speech_to_text.tokenization_speech_to_text import VOCAB_FILES_NAMES, save_json
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_torch, require_torchaudio
from transformers.utils import FEATURE_EXTRACTOR_NAME

from .test_feature_extraction_speech_to_text import floats_list


if is_speech_available():
							from transformers import SpeechaTextFeatureExtractor, SpeechaTextProcessor


UpperCamelCase_      			=  get_tests_dir("fixtures/test_sentencepiece.model")







@require_torch
@require_torchaudio
@require_sentencepiece
class 				a_    (						unittest.TestCase							):

						def       __a			(       self      :str)						->   Any:
												UpperCAmelCase_					=	tempfile.mkdtemp()

												UpperCAmelCase_					=	['''<s>''', '''<pad>''', '''</s>''', '''<unk>''', '''▁This''', '''▁is''', '''▁a''', '''▁t''', '''est''']
												UpperCAmelCase_					=	dict(zip(_lowercase  ,		range(len(_lowercase))))
												UpperCAmelCase_					=	Path(self.tmpdirname)
												save_json(_lowercase  ,		save_dir / VOCAB_FILES_NAMES['''vocab_file'''])
												if not (save_dir / VOCAB_FILES_NAMES["spm_file"]).exists():
																		copyfile(_lowercase  ,		save_dir / VOCAB_FILES_NAMES['''spm_file'''])

												UpperCAmelCase_					=	SpeechaTextTokenizer.from_pretrained(self.tmpdirname)
												tokenizer.save_pretrained(self.tmpdirname)

												UpperCAmelCase_					=	{
												    '''feature_size''': 24,
												    '''num_mel_bins''': 24,
												    '''padding_value''': 0.0,
												    '''sampling_rate''': 16000,
												    '''return_attention_mask''': False,
												    '''do_normalize''': True,
												}
												save_json(_lowercase  ,		save_dir / FEATURE_EXTRACTOR_NAME)

						def       __a			(       self      :Dict  ,		**_lowercase      :List[Any])						->   Tuple:
												return SpeechaTextTokenizer.from_pretrained(self.tmpdirname  ,		**_lowercase)

						def       __a			(       self      :Any  ,		**_lowercase      :List[Any])						->   Union[str, Any]:
												return SpeechaTextFeatureExtractor.from_pretrained(self.tmpdirname  ,		**_lowercase)

						def       __a			(       self      :Optional[int])						->   Union[str, Any]:
												shutil.rmtree(self.tmpdirname)

						def       __a			(       self      :Dict)						->   str:
												UpperCAmelCase_					=	self.get_tokenizer()
												UpperCAmelCase_					=	self.get_feature_extractor()

												UpperCAmelCase_					=	SpeechaTextProcessor(tokenizer=_lowercase  ,		feature_extractor=_lowercase)

												processor.save_pretrained(self.tmpdirname)
												UpperCAmelCase_					=	SpeechaTextProcessor.from_pretrained(self.tmpdirname)

												self.assertEqual(processor.tokenizer.get_vocab()  ,		tokenizer.get_vocab())
												self.assertIsInstance(processor.tokenizer  ,		_lowercase)

												self.assertEqual(processor.feature_extractor.to_json_string()  ,		feature_extractor.to_json_string())
												self.assertIsInstance(processor.feature_extractor  ,		_lowercase)

						def       __a			(       self      :Any)						->   Union[str, Any]:
												UpperCAmelCase_					=	SpeechaTextProcessor(
												    tokenizer=self.get_tokenizer()  ,		feature_extractor=self.get_feature_extractor())
												processor.save_pretrained(self.tmpdirname)

												UpperCAmelCase_					=	self.get_tokenizer(bos_token='''(BOS)'''  ,		eos_token='''(EOS)''')
												UpperCAmelCase_					=	self.get_feature_extractor(do_normalize=_lowercase  ,		padding_value=1.0)

												UpperCAmelCase_					=	SpeechaTextProcessor.from_pretrained(
												    self.tmpdirname  ,		bos_token='''(BOS)'''  ,		eos_token='''(EOS)'''  ,		do_normalize=_lowercase  ,		padding_value=1.0)

												self.assertEqual(processor.tokenizer.get_vocab()  ,		tokenizer_add_kwargs.get_vocab())
												self.assertIsInstance(processor.tokenizer  ,		_lowercase)

												self.assertEqual(processor.feature_extractor.to_json_string()  ,		feature_extractor_add_kwargs.to_json_string())
												self.assertIsInstance(processor.feature_extractor  ,		_lowercase)

						def       __a			(       self      :Dict)						->   Union[str, Any]:
												UpperCAmelCase_					=	self.get_feature_extractor()
												UpperCAmelCase_					=	self.get_tokenizer()

												UpperCAmelCase_					=	SpeechaTextProcessor(tokenizer=_lowercase  ,		feature_extractor=_lowercase)

												UpperCAmelCase_					=	floats_list((3, 1000))

												UpperCAmelCase_					=	feature_extractor(_lowercase  ,		return_tensors='''np''')
												UpperCAmelCase_					=	processor(_lowercase  ,		return_tensors='''np''')

												for key in input_feat_extract.keys():
																		self.assertAlmostEqual(input_feat_extract[key].sum()  ,		input_processor[key].sum()  ,		delta=1E-2)

						def       __a			(       self      :int)						->   int:
												UpperCAmelCase_					=	self.get_feature_extractor()
												UpperCAmelCase_					=	self.get_tokenizer()

												UpperCAmelCase_					=	SpeechaTextProcessor(tokenizer=_lowercase  ,		feature_extractor=_lowercase)

												UpperCAmelCase_					=	'''This is a test string'''

												UpperCAmelCase_					=	processor(text=_lowercase)

												UpperCAmelCase_					=	tokenizer(_lowercase)

												for key in encoded_tok.keys():
																		self.assertListEqual(encoded_tok[key]  ,		encoded_processor[key])

						def       __a			(       self      :str)						->   Optional[int]:
												UpperCAmelCase_					=	self.get_feature_extractor()
												UpperCAmelCase_					=	self.get_tokenizer()

												UpperCAmelCase_					=	SpeechaTextProcessor(tokenizer=_lowercase  ,		feature_extractor=_lowercase)

												UpperCAmelCase_					=	[[1, 4, 5, 8, 1, 0, 8], [3, 4, 3, 1, 1, 8, 9]]

												UpperCAmelCase_					=	processor.batch_decode(_lowercase)
												UpperCAmelCase_					=	tokenizer.batch_decode(_lowercase)

												self.assertListEqual(_lowercase  ,		_lowercase)




						def       __a			(       self      :Tuple)						->   Optional[int]:
												UpperCAmelCase_					=	self.get_feature_extractor()
												UpperCAmelCase_					=	self.get_tokenizer()

												UpperCAmelCase_					=	SpeechaTextProcessor(tokenizer=_lowercase  ,		feature_extractor=_lowercase)

												self.assertListEqual(
												    processor.model_input_names  ,		feature_extractor.model_input_names  ,		msg='''`processor` and `feature_extractor` model input names do not match'''  ,		)










import math







def 							A     (						__UpperCAmelCase      )			->			str:



						'''simple docstring'''






						if number == 0:
												UpperCAmelCase_					=	'''Zero'''
												return words
						else:
												UpperCAmelCase_					=	math.logaa(__UpperCAmelCase      )
												UpperCAmelCase_					=	digits + 1
												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	'''One'''
												UpperCAmelCase_					=	'''Two'''
												UpperCAmelCase_					=	'''Three'''
												UpperCAmelCase_					=	'''Four'''
												UpperCAmelCase_					=	'''Five'''
												UpperCAmelCase_					=	'''Six'''
												UpperCAmelCase_					=	'''Seven'''
												UpperCAmelCase_					=	'''Eight'''
												UpperCAmelCase_					=	'''Nine'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	'''Twenty'''
												UpperCAmelCase_					=	'''Thirty'''
												UpperCAmelCase_					=	'''Forty'''
												UpperCAmelCase_					=	'''Fifty'''
												UpperCAmelCase_					=	'''Sixty'''
												UpperCAmelCase_					=	'''Seventy'''
												UpperCAmelCase_					=	'''Eighty'''
												UpperCAmelCase_					=	'''Ninety'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	'''Ten'''
												UpperCAmelCase_					=	'''Eleven'''
												UpperCAmelCase_					=	'''Twelve'''
												UpperCAmelCase_					=	'''Thirteen'''
												UpperCAmelCase_					=	'''Fourteen'''
												UpperCAmelCase_					=	'''Fifteen'''
												UpperCAmelCase_					=	'''Sixteen'''
												UpperCAmelCase_					=	'''Seventeen'''
												UpperCAmelCase_					=	'''Eighteen'''
												UpperCAmelCase_					=	'''Nineteen'''

												UpperCAmelCase_					=	{}
												UpperCAmelCase_					=	'''Hundred,'''
												UpperCAmelCase_					=	'''Thousand,'''
												UpperCAmelCase_					=	'''Lakh,'''
												UpperCAmelCase_					=	'''Crore,'''

												UpperCAmelCase_					=	number
												UpperCAmelCase_					=	''''''
												UpperCAmelCase_					=	0
												UpperCAmelCase_					=	int(__UpperCAmelCase      )
												while counter < digits:
																		UpperCAmelCase_					=	temp_num % 10
																		if counter % 2 == 0:
																								UpperCAmelCase_					=	''''''
																								if counter in placevalue and current != 0:
																														UpperCAmelCase_					=	placevalue[counter]
																								if counter == 2:
																														UpperCAmelCase_					=	singles[current] + addition + words
																								elif counter == 0:
																														if ((temp_num % 100) // 10) == 1:
																																				UpperCAmelCase_					=	teens[current] + addition + words
																																				UpperCAmelCase_					=	temp_num // 10
																																				counter += 1
																														else:
																																				UpperCAmelCase_					=	singles[current] + addition + words

																								else:
																														UpperCAmelCase_					=	doubles[current] + addition + words

																		else:
																								if counter == 1:
																														if current == 1:
																																				UpperCAmelCase_					=	teens[number % 10] + words
																														else:
																																				UpperCAmelCase_					=	''''''
																																				if counter in placevalue:
																																										UpperCAmelCase_					=	placevalue[counter]
																																				UpperCAmelCase_					=	doubles[current] + addition + words
																								else:
																														UpperCAmelCase_					=	''''''
																														if counter in placevalue:
																																				if current == 0 and ((temp_num % 100) // 10) == 0:
																																										UpperCAmelCase_					=	''''''
																																				else:
																																										UpperCAmelCase_					=	placevalue[counter]
																														if ((temp_num % 100) // 10) == 1:
																																				UpperCAmelCase_					=	teens[current] + addition + words
																																				UpperCAmelCase_					=	temp_num // 10
																																				counter += 1
																														else:
																																				UpperCAmelCase_					=	singles[current] + addition + words
																		counter += 1
																		UpperCAmelCase_					=	temp_num // 10
						return words


if __name__ == "__main__":
							import doctest

							doctest.testmod()





