
import json
import os
import unittest
from typing import Tuple

from transformers import WavaVecaPhonemeCTCTokenizer
from transformers.models.wavaveca.tokenization_wavaveca import VOCAB_FILES_NAMES
from transformers.models.wavaveca_phoneme.tokenization_wavaveca_phoneme import WavaVecaPhonemeCTCTokenizerOutput
from transformers.testing_utils import require_phonemizer

from ...test_tokenization_common import TokenizerTesterMixin





@require_phonemizer
class     lowercase							(	lowerCAmelCase_						,		unittest.TestCase       ):
					__a											=     WavaVecaPhonemeCTCTokenizer
					__a											=     False
					def lowercase_      (		self     ):
								"""simple docstring"""







								super().setUp()

								lowerCAmelCase__			:     Optional[Any]					   =      (
								    '''<s> <pad> </s> <unk> n s t ə l a i k d m ɛ ɾ e ɪ p o ɐ z ð f j v b ɹ ʁ ʊ iː r w ʌ u ɡ æ aɪ ʃ h ɔ ɑː '''
								    '''ŋ ɚ eɪ β uː y ɑ̃ oʊ ᵻ eː θ aʊ ts oː ɔ̃ ɣ ɜ ɑ dʒ əl x ɜː ç ʒ tʃ ɔː ɑːɹ ɛ̃ ʎ ɔːɹ ʋ aː ɕ œ ø oːɹ ɲ yː '''
								    '''ʔ iə i5 s. tɕ ?? nʲ ɛː œ̃ ɭ ɔø ʑ tʲ ɨ ɛɹ ts. rʲ ɪɹ ɭʲ i.5 ɔɪ q sʲ u5 ʊɹ iɜ a5 iɛ5 øː ʕ ja əɜ th ɑ5 '''
								    '''oɪ dʲ ə5 tɕh ts.h mʲ ɯ dʑ vʲ e̞ tʃʲ ei5 o5 onɡ5 ɑu5 iɑ5 ai5 aɪɚ kh ə1 ʐ i2 ʉ ħ t[ aɪə ʲ ju ə2 u2 oɜ '''
								    '''pː iɛɜ ou5 y5 uɜ tː uo5 d[ uoɜ tsh ɑɜ ɵ i̪5 uei5 ɟ aɜ ɑɨ i.ɜ eʊ o2 ɐ̃ ä pʲ kʲ n̩ ɒ ph ɑu2 uɨ əɪ ɫ ɬ '''
								    '''yɜ bʲ ɑ2 s̪ aiɜ χ ɐ̃ʊ̃ 1 ə4 yæɜ a2 ɨː t̪ iouɜ ũ onɡɜ aɨ iɛ2 ɔɨ ɑuɜ o̞ ei2 iou2 c kː y2 ɖ oe dˤ yɛɜ '''
								    '''əʊ S ɡʲ onɡ2 u\" eiɜ ʈ ɯᵝ iou5 dZ r̝̊ i.2 tS s^ ʝ yə5 iɑɜ uə5 pf ɨu iɑ2 ou2 ər2 fʲ ai2 r̝ uəɜ ɳ əɨ '''
								    '''ua5 uɪ ɽ bː yu5 uo2 yɛ5 l̩ ɻ ərɜ ʂ i̪2 ouɜ uaɜ a. a.ː yæ5 dː r̩ ee ɪu ər5 i̪ ɜ æi u: i.ː t^ o1 ɪ^ '''
								    '''ai ueiɜ æː ɛɪ eə i. ɴ ie ua2 ɑ1 o4 tʃː o: ɑ: u1 N i̪1 au yæ2 u. qː yəɜ y: kʰ tʃʰ iʊ sx õ uo tʰ '''
								    '''uai5 bʰ u.ː uə2 ʊə d^ s̪ː yiɜ dʰ r. oe: i1 ɟː yu2 nʲʲ i̪4 uei2 tsʲ ɸ ĩ ɑ4 t̪ː eɑ u4 e: tsː ʈʰ ɡʰ '''
								    '''ɯɯ dʒʲ ʂʲ X ɵː uaiɜ tɕʲ ã t^ː ẽː yɛ2 cː i.1 ɛʊ dˤdˤ dʒː i4 ɡː yi ɕʲ ɟʰ pʰ dʑʲ yuɜ ua1 ua4 æiː ɐɐ '''
								    '''ui iou1 ʊː a1 iou4 cʰ iɛ1 yə2 ɖʰ ẽ ʒʲ ää ər4 iːː ɪː iɑ1 ər1 œː øi ɪuː cʰcʰ əː1 iː1 ũ kʰː o̞o̞ xʲ '''
								    '''ou1 iɛ4 e̞e̞ y1 dzː dʲʲ dʰː ɯᵝɯᵝ lː uo1 i.4 i: yɛ5ʲ a4'''
								).split(''' '''     )
								lowerCAmelCase__			:     Dict					   =      dict(zip(__lowerCAmelCase			,						range(len(__lowerCAmelCase     )     )     )     )

								lowerCAmelCase__			:     int					   =      {'''pad_token''': '''<pad>''', '''unk_token''': '''<unk>''', '''bos_token''': '''<s>''', '''eos_token''': '''</s>'''}

								lowerCAmelCase__			:     Dict					   =      os.path.join(self.tmpdirname			,						VOCAB_FILES_NAMES['''vocab_file''']     )
								with open(self.vocab_file			,						'''w'''			,						encoding='''utf-8'''     ) as fp:
											fp.write(json.dumps(__lowerCAmelCase     ) + '''\n'''     )
					def lowercase_      (		self			,						SCREAMING_SNAKE_CASE__			,						SCREAMING_SNAKE_CASE__=False			,						SCREAMING_SNAKE_CASE__=20			,						SCREAMING_SNAKE_CASE__=5     ):
								"""simple docstring"""







								lowerCAmelCase__			:     int					   =      [(i, tokenizer.decode([i]			,						clean_up_tokenization_spaces=__lowerCAmelCase     )) for i in range(len(__lowerCAmelCase     )     )]
								lowerCAmelCase__			:     Optional[Any]					   =      list(filter(lambda SCREAMING_SNAKE_CASE__     : [t[0]] == tokenizer.encode(t[1]			,						do_phonemize=__lowerCAmelCase     )			,						__lowerCAmelCase     )     )
								if max_length is not None and len(__lowerCAmelCase     ) > max_length:
											lowerCAmelCase__			:     Union[str, Any]					   =      toks[:max_length]
								if min_length is not None and len(__lowerCAmelCase     ) < min_length and len(__lowerCAmelCase     ) > 0:
											while len(__lowerCAmelCase     ) < min_length:
														lowerCAmelCase__			:     Optional[Any]					   =      toks + toks
											# toks_str = [t[1] for t in toks]
								lowerCAmelCase__			:     List[str]					   =      [t[0] for t in toks]

								# Ensure consistency
								lowerCAmelCase__			:     Any					   =      tokenizer.decode(__lowerCAmelCase			,						clean_up_tokenization_spaces=__lowerCAmelCase     )
								if " " not in output_txt and len(__lowerCAmelCase     ) > 1:
											lowerCAmelCase__			:     Dict					   =      (
											    tokenizer.decode([toks_ids[0]]			,						clean_up_tokenization_spaces=__lowerCAmelCase     )
											    + ''' '''
											    + tokenizer.decode(toks_ids[1:]			,						clean_up_tokenization_spaces=__lowerCAmelCase     )
											)
								if with_prefix_space:
											lowerCAmelCase__			:     Any					   =      ''' ''' + output_txt
								lowerCAmelCase__			:     Union[str, Any]					   =      tokenizer.encode(__lowerCAmelCase			,						add_special_tokens=__lowerCAmelCase     )
								return output_txt, output_ids
					def lowercase_      (		self			,						**SCREAMING_SNAKE_CASE__     ):
								"""simple docstring"""







								kwargs.update(self.special_tokens_map     )
								return WavaVecaPhonemeCTCTokenizer.from_pretrained(self.tmpdirname			,						**__lowerCAmelCase     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[str]					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )

								# check adding a single token
								tokenizer.add_tokens('''xxx'''     )
								lowerCAmelCase__			:     List[Any]					   =      tokenizer('''m xxx ɪ'''			,						do_phonemize=__lowerCAmelCase     ).input_ids
								self.assertEqual(__lowerCAmelCase			,						[13, 392, 17]     )  # xxx should be last token

								tokenizer.add_tokens(['''aaa''', '''bbb''', '''ccc''']     )
								lowerCAmelCase__			:     Dict					   =      tokenizer('''m aaa ɪ ccc'''			,						do_phonemize=__lowerCAmelCase     ).input_ids
								self.assertEqual(__lowerCAmelCase			,						[13, 393, 17, 395]     )  # aaa and ccc should be after xxx and 2 after aaa

								lowerCAmelCase__			:     List[str]					   =      tokenizer('''maɪ c'''			,						do_phonemize=__lowerCAmelCase     ).input_ids
								self.assertEqual(__lowerCAmelCase			,						[3, 200]     )  # mai should be <unk> (=3)
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[str]					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )

								lowerCAmelCase__			:     Dict					   =      '''Hello how are you'''
								lowerCAmelCase__			:     Optional[Any]					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )
								self.assertEqual(__lowerCAmelCase			,						'''h ə l oʊ h aʊ ɑːɹ j uː'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Dict					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )

								lowerCAmelCase__			:     List[Any]					   =      '''Hello how are you'''
								lowerCAmelCase__			:     Tuple					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )
								self.assertEqual(tokenizer(__lowerCAmelCase     ).input_ids			,						tokenizer(__lowerCAmelCase			,						do_phonemize=__lowerCAmelCase     ).input_ids     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     int					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )
								lowerCAmelCase__			:     List[Any]					   =      '''Hello how are you'''
								lowerCAmelCase__			:     int					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )

								lowerCAmelCase__			:     List[Any]					   =      tokenizer.decode(tokenizer(__lowerCAmelCase     ).input_ids     )

								self.assertEqual(__lowerCAmelCase			,						__lowerCAmelCase     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Union[str, Any]					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )

								lowerCAmelCase__			:     List[str]					   =      [
								    [11, 5, 15, tokenizer.pad_token_id, 15, 8, 98],
								    [24, 22, 5, 24, 22, 5, 77],
								]
								lowerCAmelCase__			:     Any					   =      tokenizer.decode(sample_ids[0]     )
								lowerCAmelCase__			:     Optional[Any]					   =      tokenizer.batch_decode(__lowerCAmelCase     )
								self.assertEqual(__lowerCAmelCase			,						batch_tokens[0]     )
								self.assertEqual(__lowerCAmelCase			,						['''k s ɾ ɾ l ɭʲ''', '''j ð s j ð s oːɹ''']     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Optional[Any]					   =      self.tokenizer_class.from_pretrained(
								    '''facebook/wav2vec2-lv-60-espeak-cv-ft'''			,						word_delimiter_token='''|'''     )
								tokenizer.add_tokens('''|'''     )

								lowerCAmelCase__			:     List[str]					   =      '''Hello how are you'''
								lowerCAmelCase__			:     Optional[int]					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )
								self.assertEqual(__lowerCAmelCase			,						'''h ə l oʊ | h aʊ | ɑːɹ | j uː |'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[str]					   =      self.tokenizer_class.from_pretrained(
								    '''facebook/wav2vec2-lv-60-espeak-cv-ft'''			,						word_delimiter_token='''|'''     )
								tokenizer.add_tokens('''|'''     )

								lowerCAmelCase__			:     Optional[int]					   =      '''Hello how are you'''
								lowerCAmelCase__			:     List[Any]					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )
								self.assertEqual(tokenizer(__lowerCAmelCase     ).input_ids			,						tokenizer(__lowerCAmelCase			,						do_phonemize=__lowerCAmelCase     ).input_ids     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[str]					   =      self.tokenizer_class.from_pretrained(
								    '''facebook/wav2vec2-lv-60-espeak-cv-ft'''			,						word_delimiter_token='''|'''     )
								tokenizer.add_tokens('''|'''     )

								# fmt: off
								lowerCAmelCase__			:     Optional[Any]					   =      [
								    [11, 5, 15, tokenizer.pad_token_id, tokenizer.word_delimiter_token_id, 15, 8, tokenizer.word_delimiter_token_id, 98],
								    [tokenizer.word_delimiter_token_id, 24, 22, tokenizer.word_delimiter_token_id, 5, 24, 22, 5, 77],
								]
								# fmt: on

								# decode with word_del_token filter
								lowerCAmelCase__			:     Tuple					   =      tokenizer.decode(sample_ids[0]     )
								lowerCAmelCase__			:     Any					   =      tokenizer.batch_decode(__lowerCAmelCase     )
								self.assertEqual(__lowerCAmelCase			,						batch_tokens[0]     )
								self.assertEqual(__lowerCAmelCase			,						['''k s ɾ ɾ l ɭʲ''', '''j ð s j ð s oːɹ''']     )

								# decode with no word_del_token filter
								lowerCAmelCase__			:     Any					   =      tokenizer.decode(sample_ids[0]			,						filter_word_delimiter_token=__lowerCAmelCase     )
								lowerCAmelCase__			:     str					   =      tokenizer.batch_decode(__lowerCAmelCase			,						filter_word_delimiter_token=__lowerCAmelCase     )
								self.assertEqual(__lowerCAmelCase			,						batch_tokens[0]     )
								self.assertEqual(__lowerCAmelCase			,						['''k s ɾ | ɾ l | ɭʲ''', '''| j ð | s j ð s oːɹ''']     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[str]					   =      self.tokenizer_class.from_pretrained(
								    '''facebook/wav2vec2-lv-60-espeak-cv-ft'''			,						word_delimiter_token='''|'''     )
								tokenizer.add_tokens('''|'''     )

								lowerCAmelCase__			:     Optional[int]					   =      '''Hello how are you'''
								lowerCAmelCase__			:     int					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )

								lowerCAmelCase__			:     List[Any]					   =      tokenizer.decode(tokenizer(__lowerCAmelCase     ).input_ids			,						filter_word_delimiter_token=__lowerCAmelCase     )

								self.assertEqual(__lowerCAmelCase			,						__lowerCAmelCase     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[Any]					   =      self.tokenizer_class.from_pretrained(
								    '''facebook/wav2vec2-lv-60-espeak-cv-ft'''			,						word_delimiter_token='''|'''     )
								tokenizer.add_tokens('''|'''     )

								lowerCAmelCase__			:     Union[str, Any]					   =      '''Hello how are you'''
								lowerCAmelCase__			:     Dict					   =      tokenizer.phonemize(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     )

								lowerCAmelCase__			:     Tuple					   =      tokenizer.decode(tokenizer(__lowerCAmelCase     ).input_ids			,						filter_word_delimiter_token=__lowerCAmelCase     )

								self.assertEqual(''' '''.join([p.strip() for p in phonemes.split(''' |'''     )]     ).strip()			,						__lowerCAmelCase     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Optional[int]					   =      self.tokenizer_class.from_pretrained(
								    '''facebook/wav2vec2-lv-60-espeak-cv-ft'''			,						word_delimiter_token=__lowerCAmelCase     )
								lowerCAmelCase__			:     List[Any]					   =      '''Hello how are you'''

								lowerCAmelCase__			:     Optional[Any]					   =      tokenizer(__lowerCAmelCase			,						phonemizer_lang='''en-us'''     ).input_ids
								lowerCAmelCase__			:     List[Any]					   =      tokenizer(__lowerCAmelCase			,						phonemizer_lang='''fr-fr'''     ).input_ids

								self.assertNotEqual(__lowerCAmelCase			,						__lowerCAmelCase     )

								lowerCAmelCase__			:     Dict					   =      tokenizer.decode(__lowerCAmelCase     )
								lowerCAmelCase__			:     Dict					   =      tokenizer.decode(__lowerCAmelCase     )

								self.assertEqual(__lowerCAmelCase			,						'''h ə l oʊ h aʊ ɑːɹ j uː'''     )
								self.assertEqual(__lowerCAmelCase			,						'''ɛ l o h aʊ a ʁ j u'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[str]					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )
								lowerCAmelCase__			:     List[Any]					   =      '''Hello how Are you'''
								lowerCAmelCase__			:     Dict					   =      '''hello how are you'''

								lowerCAmelCase__			:     Tuple					   =      tokenizer(__lowerCAmelCase     ).input_ids
								lowerCAmelCase__			:     Optional[int]					   =      tokenizer(__lowerCAmelCase     ).input_ids

								self.assertEqual(__lowerCAmelCase			,						__lowerCAmelCase     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[Any]					   =      self.tokenizer_class.from_pretrained('''facebook/wav2vec2-lv-60-espeak-cv-ft'''     )
								tokenizer.add_tokens(['''!''', '''?''']     )
								tokenizer.add_special_tokens({'''cls_token''': '''$$$'''}     )

								# fmt: off
								lowerCAmelCase__			:     Optional[Any]					   =      [
								    [11, 5, 15, tokenizer.pad_token_id, 15, 8, 98, 392, 392, 393, 392, 392, 393, 394, 394],
								    [24, 22, 5, 24, 22, 5, 77, tokenizer.pad_token_id, 394, 394],
								]
								# fmt: on

								lowerCAmelCase__			:     int					   =      tokenizer.batch_decode(__lowerCAmelCase     )
								self.assertEqual(__lowerCAmelCase			,						['''k s ɾ ɾ l ɭʲ!?!? $$$''', '''j ð s j ð s oːɹ $$$''']     )
					@staticmethod
					def lowercase_      (		SCREAMING_SNAKE_CASE__			,						SCREAMING_SNAKE_CASE__     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Dict					   =      [d[key] for d in offsets]
								return retrieved_list
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Tuple					   =      self.get_tokenizer(word_delimiter_token='''|'''     )
								tokenizer.add_tokens('''|'''     )

								# fmt: off
								# ksssɾɾ|ɾɾ<pad>ɾɾ|<pad>ɾlll|ɭʲ -> k s ɾ ɾ | ɾ l | ɭʲ"
								lowerCAmelCase__			:     List[str]					   =      [11, 5, 5, 5, 15, 15, tokenizer.pad_token_id, 15, 15, tokenizer.word_delimiter_token_id, tokenizer.pad_token_id, 15, 8, 8, 8, tokenizer.word_delimiter_token_id, 98]
								# fmt: on

								lowerCAmelCase__			:     Any					   =      tokenizer.decode(__lowerCAmelCase			,						output_char_offsets=__lowerCAmelCase			,						filter_word_delimiter_token=__lowerCAmelCase     )
								# check Wav2Vec2CTCTokenizerOutput keys for char
								self.assertEqual(len(outputs.keys()     )			,						2     )
								self.assertTrue('''text''' in outputs     )
								self.assertTrue('''char_offsets''' in outputs     )
								self.assertTrue(isinstance(__lowerCAmelCase			,						__lowerCAmelCase     )     )

								# check that order of chars is correct and identical for both outputs
								self.assertEqual(''' '''.join(self.get_from_offsets(outputs['''char_offsets''']			,						'''char'''     )     )			,						outputs.text     )
								self.assertListEqual(
								    self.get_from_offsets(outputs['''char_offsets''']			,						'''char'''     )			,						['''k''', '''s''', '''ɾ''', '''ɾ''', '''|''', '''ɾ''', '''l''', '''|''', '''ɭʲ''']     )

								# check that offsets are actually correct for char
								# 0-1 is 11, 1-4 is 5, 4-6 is first 15, 6-7 is <pad> (thus not shown), 7-9 is second 15, 9-10 is word_delimiter_token,
								# 10-11 is <pad> (thus not shown), 11-12 is third 15, 12-15 is 8, 15-16 is word_delimiter_token, 16-17 is 98
								self.assertListEqual(
								    self.get_from_offsets(outputs['''char_offsets''']			,						'''start_offset'''     )			,						[0, 1, 4, 7, 9, 11, 12, 15, 16]     )
								self.assertListEqual(
								    self.get_from_offsets(outputs['''char_offsets''']			,						'''end_offset'''     )			,						[1, 4, 6, 9, 10, 12, 15, 16, 17]     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     List[Any]					   =      self.get_tokenizer(word_delimiter_token='''|'''     )

								def check_list_tuples_equal(SCREAMING_SNAKE_CASE__			,						SCREAMING_SNAKE_CASE__     ):
											self.assertTrue(isinstance(__lowerCAmelCase			,						__lowerCAmelCase     )     )
											self.assertTrue(isinstance(outputs_list[0]			,						__lowerCAmelCase     )     )

											# transform list to ModelOutput
											lowerCAmelCase__			:     str					   =      WavaVecaPhonemeCTCTokenizerOutput(
											    {k: [d[k] for d in outputs_list] for k in outputs_list[0]}     )

											self.assertListEqual(outputs_batch['''text''']			,						outputs_batch_a['''text''']     )

											def recursive_check(SCREAMING_SNAKE_CASE__			,						SCREAMING_SNAKE_CASE__     ):
														if isinstance(__lowerCAmelCase			,						__lowerCAmelCase     ):
																	[recursive_check(__lowerCAmelCase			,						__lowerCAmelCase     ) for la, la in zip(__lowerCAmelCase			,						__lowerCAmelCase     )]
														self.assertEqual(__lowerCAmelCase			,						__lowerCAmelCase     )

											if "char_offsets" in outputs_batch:
														recursive_check(outputs_batch['''char_offsets''']			,						outputs_batch_a['''char_offsets''']     )

											# fmt: off
								lowerCAmelCase__			:     Any					   =      [
								    [11, 5, 15, tokenizer.pad_token_id, 15, 4, 8, 98, 32, 32, 32, 32, 4, 33, tokenizer.word_delimiter_token_id, 32, 32, 33, 34, 34],
								    [24, 22, 5, tokenizer.word_delimiter_token_id, tokenizer.word_delimiter_token_id, 24, 22, 22, 22, 4, 5, 77, tokenizer.pad_token_id, 22, 22, 4, 34, 34, 34, 34],
								]
								# fmt: on

								# We assume that `decode` works as expected. All we will check now is
								# the output type is correct and the output is identical to `decode`

								# char
								lowerCAmelCase__			:     str					   =      tokenizer.batch_decode(__lowerCAmelCase			,						output_char_offsets=__lowerCAmelCase     )
								lowerCAmelCase__			:     Any					   =      [tokenizer.decode(__lowerCAmelCase			,						output_char_offsets=__lowerCAmelCase     ) for ids in sample_ids]
								check_list_tuples_equal(__lowerCAmelCase			,						__lowerCAmelCase     )
					@unittest.skip('''Wav2Vec2PhonemeTokenizer always lower cases letters to correctly map to phonemes'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								pass
					@unittest.skip('''Wav2Vec2PhonemeTokenizer always puts spaces between phonemes'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								pass
					@unittest.skip('''encodes to text to ids, but decodes ids to phonemes -> not possible to have internal consistency'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								pass
					@unittest.skip('''Wav2Vec2PhonemeModel has no max model length => no testing'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								pass
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     str					   =      self.get_tokenizers(do_lower_case=__lowerCAmelCase     )
								for tokenizer in tokenizers:
											with self.subTest(f'''{tokenizer.__class__.__name__}'''     ):
														lowerCAmelCase__			:     Optional[Any]					   =      tokenizer.vocab_size
														lowerCAmelCase__			:     str					   =      len(__lowerCAmelCase     )

														self.assertNotEqual(__lowerCAmelCase			,						0     )

														# We usually have added tokens from the start in tests because our vocab fixtures are
														# smaller than the original vocabs - let's not assert this
														# self.assertEqual(vocab_size, all_size)

														lowerCAmelCase__			:     Tuple					   =      ['''aaaaa bbbbbb''', '''cccccccccdddddddd''']
														lowerCAmelCase__			:     Any					   =      tokenizer.add_tokens(__lowerCAmelCase     )
														lowerCAmelCase__			:     Optional[int]					   =      tokenizer.vocab_size
														lowerCAmelCase__			:     Union[str, Any]					   =      len(__lowerCAmelCase     )

														self.assertNotEqual(__lowerCAmelCase			,						0     )
														self.assertEqual(__lowerCAmelCase			,						__lowerCAmelCase     )
														self.assertEqual(__lowerCAmelCase			,						len(__lowerCAmelCase     )     )
														self.assertEqual(__lowerCAmelCase			,						all_size + len(__lowerCAmelCase     )     )

														lowerCAmelCase__			:     Any					   =      tokenizer.encode('''aaaaa bbbbbb low cccccccccdddddddd l'''			,						add_special_tokens=__lowerCAmelCase     )

														self.assertGreaterEqual(len(__lowerCAmelCase     )			,						4     )
														self.assertGreater(tokens[0]			,						tokenizer.vocab_size - 1     )
														self.assertGreater(tokens[-3]			,						tokenizer.vocab_size - 1     )

														lowerCAmelCase__			:     str					   =      {'''eos_token''': '''>>>>|||<||<<|<<''', '''pad_token''': '''<<<<<|||>|>>>>|>'''}
														lowerCAmelCase__			:     int					   =      tokenizer.add_special_tokens(__lowerCAmelCase     )
														lowerCAmelCase__			:     Union[str, Any]					   =      tokenizer.vocab_size
														lowerCAmelCase__			:     Tuple					   =      len(__lowerCAmelCase     )

														self.assertNotEqual(__lowerCAmelCase			,						0     )
														self.assertEqual(__lowerCAmelCase			,						__lowerCAmelCase     )
														self.assertEqual(__lowerCAmelCase			,						len(__lowerCAmelCase     )     )
														self.assertEqual(__lowerCAmelCase			,						all_size_a + len(__lowerCAmelCase     )     )

														lowerCAmelCase__			:     List[str]					   =      tokenizer.encode(
														    '''>>>>|||<||<<|<< aaaaabbbbbb low cccccccccdddddddd <<<<<|||>|>>>>|> l'''			,						add_special_tokens=__lowerCAmelCase     )

														self.assertGreaterEqual(len(__lowerCAmelCase     )			,						6     )
														self.assertGreater(tokens[0]			,						tokenizer.vocab_size - 1     )
														self.assertGreater(tokens[0]			,						tokens[1]     )
														self.assertGreater(tokens[-3]			,						tokenizer.vocab_size - 1     )
														self.assertGreater(tokens[-3]			,						tokens[-4]     )
														self.assertEqual(tokens[0]			,						tokenizer.eos_token_id     )
														self.assertEqual(tokens[-3]			,						tokenizer.pad_token_id     )
					@unittest.skip('''The tokenizer shouldn\'t be used to encode input IDs (except for labels), only to decode.'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								pass
					@unittest.skip('''The tokenizer shouldn\'t be used to encode input IDs (except for labels), only to decode.'''     )
					def lowercase_      (		self     ):
								"""simple docstring"""







								pass
					def lowercase_      (		self     ):
								"""simple docstring"""







								lowerCAmelCase__			:     Union[str, Any]					   =      self.get_tokenizers(fast=__lowerCAmelCase			,						do_lower_case=__lowerCAmelCase     )
								for tokenizer in tokenizers:
											with self.subTest(f'''{tokenizer.__class__.__name__}'''     ):
														lowerCAmelCase__			:     Tuple					   =      ['''ð''', '''ɪ''', '''s''', '''ɪ''', '''z''', '''ɐ''', '''t''', '''ɛ''', '''k''', '''s''', '''t''']
														lowerCAmelCase__			:     int					   =      tokenizer.convert_tokens_to_string(__lowerCAmelCase     )

														self.assertIsInstance(output['''text''']			,						__lowerCAmelCase     )




"""simple docstring"""


def      __UpperCAmelCase       (      lowercase		):







  """simple docstring"""
  _UpperCAmelCase    			=   0
  _UpperCAmelCase    			=   len(lowercase		)

  for i in range(n - 1		):
    for j in range(i + 1 ,lowercase		):
      if arr[i] > arr[j]:
        num_inversions += 1

  return num_inversions






def      __UpperCAmelCase       (      lowercase		):







  """simple docstring"""
  if len(lowercase		) <= 1:
    return arr, 0
  _UpperCAmelCase    			=   len(lowercase		) // 2
  _UpperCAmelCase    			=   arr[0:mid]
  _UpperCAmelCase    			=   arr[mid:]

  _UpperCAmelCase			,					_UpperCAmelCase    			=   count_inversions_recursive(lowercase		)
  _UpperCAmelCase			,					_UpperCAmelCase    			=   count_inversions_recursive(lowercase		)
  _UpperCAmelCase			,					_UpperCAmelCase    			=   _count_cross_inversions(lowercase ,lowercase		)

  _UpperCAmelCase    			=   inversion_p + inversions_q + cross_inversions
  return c, num_inversions






def      __UpperCAmelCase       (      lowercase ,lowercase		):







  """simple docstring"""
  _UpperCAmelCase    			=   []
  _UpperCAmelCase    			=   _UpperCAmelCase    			=   _UpperCAmelCase    			=   0
  while i < len(lowercase		) and j < len(lowercase		):
    if p[i] > q[j]:
      # if P[1] > Q[j], then P[k] > Q[k] for all  i < k <= len(P)
      # These are all inversions. The claim emerges from the
      # property that P is sorted.
      num_inversion += len(lowercase		) - i
      r.append(q[j]		)
      j += 1
    else:
      r.append(p[i]		)
      i += 1

  if i < len(lowercase		):
    r.extend(p[i:]		)
  else:
    r.extend(q[j:]		)

  return r, num_inversion






def      __UpperCAmelCase       (      ):







  """simple docstring"""
  _UpperCAmelCase    			=   [10, 2, 1, 5, 5, 2, 11]

  # this arr has 8 inversions:
  # (10, 2), (10, 1), (10, 5), (10, 5), (10, 2), (2, 1), (5, 2), (5, 2)

  _UpperCAmelCase    			=   count_inversions_bf(lowercase		)
  _UpperCAmelCase			,					_UpperCAmelCase    			=   count_inversions_recursive(lowercase		)

  assert num_inversions_bf == num_inversions_recursive == 8

  print("""number of inversions = """ ,lowercase		)

  # testing an array with zero inversion (a sorted arr_1)

  arr_a.sort()
  _UpperCAmelCase    			=   count_inversions_bf(lowercase		)
  _UpperCAmelCase			,					_UpperCAmelCase    			=   count_inversions_recursive(lowercase		)

  assert num_inversions_bf == num_inversions_recursive == 0
  print("""number of inversions = """ ,lowercase		)

  # an empty list should also have zero inversions
  _UpperCAmelCase    			=   []
  _UpperCAmelCase    			=   count_inversions_bf(lowercase		)
  _UpperCAmelCase			,					_UpperCAmelCase    			=   count_inversions_recursive(lowercase		)

  assert num_inversions_bf == num_inversions_recursive == 0
  print("""number of inversions = """ ,lowercase		)


if __name__ == "__main__":
    main()
