





'''simple docstring'''

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        UpperCAmelCase     (	_SCREAMING_SNAKE_CASE      ,	unittest.TestCase    ):
 __lowercase       		=    WavaVecaPhonemeCTCTokenizer
 __lowercase       		=    False
 def 					UpperCAmelCase_							(    self				:Dict							)->							Union[str, Any]:
     super().setUp()

     A__    =      (
         "<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(" "							)
     A__    =      dict(zip(lowercase_						,	range(len(lowercase_							)							)							)							)

     A__    =      {"pad_token": "<pad>", "unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>"}

     A__    =      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(lowercase_							) + "\n"							)
 def 					UpperCAmelCase_							(    self				:List[str]						,	lowercase_				:str						,	lowercase_				:str=False						,	lowercase_				:List[str]=20						,	lowercase_				:List[str]=5							)->							Tuple[str, list]:
     A__    =      [(i, tokenizer.decode([i]						,	clean_up_tokenization_spaces=lowercase_							)) for i in range(len(lowercase_							)							)]
     A__    =      list(filter(lambda lowercase_							: [t[0]] == tokenizer.encode(t[1]						,	do_phonemize=lowercase_							)						,	lowercase_							)							)
     if max_length is not None and len(lowercase_							) > max_length:
         A__    =      toks[:max_length]
     if min_length is not None and len(lowercase_							) < min_length and len(lowercase_							) > 0:
         while len(lowercase_							) < min_length:
             A__    =      toks + toks
        # toks_str = [t[1] for t in toks]
     A__    =      [t[0] for t in toks]

     # Ensure consistency
     A__    =      tokenizer.decode(lowercase_						,	clean_up_tokenization_spaces=lowercase_							)
     if " " not in output_txt and len(lowercase_							) > 1:
         A__    =      (
             tokenizer.decode([toks_ids[0]]						,	clean_up_tokenization_spaces=lowercase_							)
             + " "
             + tokenizer.decode(toks_ids[1:]						,	clean_up_tokenization_spaces=lowercase_							)
         )
     if with_prefix_space:
         A__    =      " " + output_txt
     A__    =      tokenizer.encode(lowercase_						,	add_special_tokens=lowercase_							)
     return output_txt, output_ids
 def 					UpperCAmelCase_							(    self				:str						,	**lowercase_				:Union[str, Any]							)->							Any:
     kwargs.update(self.special_tokens_map							)
     return WavaVecaPhonemeCTCTokenizer.from_pretrained(self.tmpdirname						,	**lowercase_							)
 def 					UpperCAmelCase_							(    self				:List[str]							)->							Optional[Any]:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)

     # check adding a single token
     tokenizer.add_tokens("xxx"							)
     A__    =      tokenizer("m xxx ɪ"						,	do_phonemize=lowercase_							).input_ids
     self.assertEqual(lowercase_						,	[13, 3_92, 17]							)  # xxx should be last token

     tokenizer.add_tokens(["aaa", "bbb", "ccc"]							)
     A__    =      tokenizer("m aaa ɪ ccc"						,	do_phonemize=lowercase_							).input_ids
     self.assertEqual(lowercase_						,	[13, 3_93, 17, 3_95]							)  # aaa and ccc should be after xxx and 2 after aaa

     A__    =      tokenizer("maɪ c"						,	do_phonemize=lowercase_							).input_ids
     self.assertEqual(lowercase_						,	[3, 2_00]							)  # mai should be <unk> (=3)
 def 					UpperCAmelCase_							(    self				:str							)->							Tuple:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)

     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)
     self.assertEqual(lowercase_						,	"h ə l oʊ h aʊ ɑːɹ j uː"							)
 def 					UpperCAmelCase_							(    self				:Any							)->							Tuple:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)

     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)
     self.assertEqual(tokenizer(lowercase_							).input_ids						,	tokenizer(lowercase_						,	do_phonemize=lowercase_							).input_ids							)
 def 					UpperCAmelCase_							(    self				:Optional[Any]							)->							Any:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)
     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)

     A__    =      tokenizer.decode(tokenizer(lowercase_							).input_ids							)

     self.assertEqual(lowercase_						,	lowercase_							)
 def 					UpperCAmelCase_							(    self				:Tuple							)->							Union[str, Any]:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)

     A__    =      [
         [11, 5, 15, tokenizer.pad_token_id, 15, 8, 98],
         [24, 22, 5, 24, 22, 5, 77],
     ]
     A__    =      tokenizer.decode(sample_ids[0]							)
     A__    =      tokenizer.batch_decode(lowercase_							)
     self.assertEqual(lowercase_						,	batch_tokens[0]							)
     self.assertEqual(lowercase_						,	["k s ɾ ɾ l ɭʲ", "j ð s j ð s oːɹ"]							)
 def 					UpperCAmelCase_							(    self				:Any							)->							Union[str, Any]:
     A__    =      self.tokenizer_class.from_pretrained(
         "facebook/wav2vec2-lv-60-espeak-cv-ft"						,	word_delimiter_token="|"							)
     tokenizer.add_tokens("|"							)

     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)
     self.assertEqual(lowercase_						,	"h ə l oʊ | h aʊ | ɑːɹ | j uː |"							)
 def 					UpperCAmelCase_							(    self				:int							)->							Optional[int]:
     A__    =      self.tokenizer_class.from_pretrained(
         "facebook/wav2vec2-lv-60-espeak-cv-ft"						,	word_delimiter_token="|"							)
     tokenizer.add_tokens("|"							)

     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)
     self.assertEqual(tokenizer(lowercase_							).input_ids						,	tokenizer(lowercase_						,	do_phonemize=lowercase_							).input_ids							)
 def 					UpperCAmelCase_							(    self				:str							)->							Optional[int]:
     A__    =      self.tokenizer_class.from_pretrained(
         "facebook/wav2vec2-lv-60-espeak-cv-ft"						,	word_delimiter_token="|"							)
     tokenizer.add_tokens("|"							)

     # fmt: off
     A__    =      [
         [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
     A__    =      tokenizer.decode(sample_ids[0]							)
     A__    =      tokenizer.batch_decode(lowercase_							)
     self.assertEqual(lowercase_						,	batch_tokens[0]							)
     self.assertEqual(lowercase_						,	["k s ɾ ɾ l ɭʲ", "j ð s j ð s oːɹ"]							)

     # decode with no word_del_token filter
     A__    =      tokenizer.decode(sample_ids[0]						,	filter_word_delimiter_token=lowercase_							)
     A__    =      tokenizer.batch_decode(lowercase_						,	filter_word_delimiter_token=lowercase_							)
     self.assertEqual(lowercase_						,	batch_tokens[0]							)
     self.assertEqual(lowercase_						,	["k s ɾ | ɾ l | ɭʲ", "| j ð | s j ð s oːɹ"]							)
 def 					UpperCAmelCase_							(    self				:int							)->							List[str]:
     A__    =      self.tokenizer_class.from_pretrained(
         "facebook/wav2vec2-lv-60-espeak-cv-ft"						,	word_delimiter_token="|"							)
     tokenizer.add_tokens("|"							)

     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)

     A__    =      tokenizer.decode(tokenizer(lowercase_							).input_ids						,	filter_word_delimiter_token=lowercase_							)

     self.assertEqual(lowercase_						,	lowercase_							)
 def 					UpperCAmelCase_							(    self				:Tuple							)->							int:
     A__    =      self.tokenizer_class.from_pretrained(
         "facebook/wav2vec2-lv-60-espeak-cv-ft"						,	word_delimiter_token="|"							)
     tokenizer.add_tokens("|"							)

     A__    =      "Hello how are you"
     A__    =      tokenizer.phonemize(lowercase_						,	phonemizer_lang="en-us"							)

     A__    =      tokenizer.decode(tokenizer(lowercase_							).input_ids						,	filter_word_delimiter_token=lowercase_							)

     self.assertEqual(" ".join([p.strip() for p in phonemes.split(" |"							)]							).strip()						,	lowercase_							)
 def 					UpperCAmelCase_							(    self				:Optional[Any]							)->							List[Any]:
     A__    =      self.tokenizer_class.from_pretrained(
         "facebook/wav2vec2-lv-60-espeak-cv-ft"						,	word_delimiter_token=lowercase_							)
     A__    =      "Hello how are you"

     A__    =      tokenizer(lowercase_						,	phonemizer_lang="en-us"							).input_ids
     A__    =      tokenizer(lowercase_						,	phonemizer_lang="fr-fr"							).input_ids

     self.assertNotEqual(lowercase_						,	lowercase_							)

     A__    =      tokenizer.decode(lowercase_							)
     A__    =      tokenizer.decode(lowercase_							)

     self.assertEqual(lowercase_						,	"h ə l oʊ h aʊ ɑːɹ j uː"							)
     self.assertEqual(lowercase_						,	"ɛ l o h aʊ a ʁ j u"							)
 def 					UpperCAmelCase_							(    self				:str							)->							Optional[Any]:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)
     A__    =      "Hello how Are you"
     A__    =      "hello how are you"

     A__    =      tokenizer(lowercase_							).input_ids
     A__    =      tokenizer(lowercase_							).input_ids

     self.assertEqual(lowercase_						,	lowercase_							)
 def 					UpperCAmelCase_							(    self				:Dict							)->							Optional[Any]:
     A__    =      self.tokenizer_class.from_pretrained("facebook/wav2vec2-lv-60-espeak-cv-ft"							)
     tokenizer.add_tokens(["!", "?"]							)
     tokenizer.add_special_tokens({"cls_token": "$$$"}							)

     # fmt: off
     A__    =      [
         [11, 5, 15, tokenizer.pad_token_id, 15, 8, 98, 3_92, 3_92, 3_93, 3_92, 3_92, 3_93, 3_94, 3_94],
         [24, 22, 5, 24, 22, 5, 77, tokenizer.pad_token_id, 3_94, 3_94],
     ]
     # fmt: on

     A__    =      tokenizer.batch_decode(lowercase_							)
     self.assertEqual(lowercase_						,	["k s ɾ ɾ l ɭʲ!?!? $$$", "j ð s j ð s oːɹ $$$"]							)
 @staticmethod
 def 					UpperCAmelCase_							(    lowercase_				:List[str]						,	lowercase_				:Optional[Any]							)->							str:
     A__    =      [d[key] for d in offsets]
     return retrieved_list
 def 					UpperCAmelCase_							(    self				:List[Any]							)->							Optional[int]:
     A__    =      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"
     A__    =      [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

     A__    =      tokenizer.decode(lowercase_						,	output_char_offsets=lowercase_						,	filter_word_delimiter_token=lowercase_							)
     # 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(lowercase_						,	lowercase_							)							)

     # 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 					UpperCAmelCase_							(    self				:Optional[Any]							)->							Tuple:
     A__    =      self.get_tokenizer(word_delimiter_token="|"							)

     def check_list_tuples_equal(lowercase_				:Dict						,	lowercase_				:Union[str, Any]							):
         self.assertTrue(isinstance(lowercase_						,	lowercase_							)							)
         self.assertTrue(isinstance(outputs_list[0]						,	lowercase_							)							)

         # transform list to ModelOutput
         A__    =      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(lowercase_				:Optional[int]						,	lowercase_				:Optional[int]							):
             if isinstance(lowercase_						,	lowercase_							):
                 [recursive_check(lowercase_						,	lowercase_							) for la, la in zip(lowercase_						,	lowercase_							)]
             self.assertEqual(lowercase_						,	lowercase_							)

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

        # fmt: off
     A__    =      [
         [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
     A__    =      tokenizer.batch_decode(lowercase_						,	output_char_offsets=lowercase_							)
     A__    =      [tokenizer.decode(lowercase_						,	output_char_offsets=lowercase_							) for ids in sample_ids]
     check_list_tuples_equal(lowercase_						,	lowercase_							)
 @unittest.skip("Wav2Vec2PhonemeTokenizer always lower cases letters to correctly map to phonemes"							)
 def 					UpperCAmelCase_							(    self				:str							)->							str:
     pass
 @unittest.skip("Wav2Vec2PhonemeTokenizer always puts spaces between phonemes"							)
 def 					UpperCAmelCase_							(    self				:Optional[int]							)->							List[str]:
     pass
 @unittest.skip("encodes to text to ids, but decodes ids to phonemes -> not possible to have internal consistency"							)
 def 					UpperCAmelCase_							(    self				:int							)->							List[str]:
     pass
 @unittest.skip("Wav2Vec2PhonemeModel has no max model length => no testing"							)
 def 					UpperCAmelCase_							(    self				:List[str]							)->							List[str]:
     pass
 def 					UpperCAmelCase_							(    self				:Any							)->							Dict:
     A__    =      self.get_tokenizers(do_lower_case=lowercase_							)
     for tokenizer in tokenizers:
         with self.subTest(F"{tokenizer.__class__.__name__}"							):
             A__    =      tokenizer.vocab_size
             A__    =      len(lowercase_							)

             self.assertNotEqual(lowercase_						,	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)

             A__    =      ["aaaaa bbbbbb", "cccccccccdddddddd"]
             A__    =      tokenizer.add_tokens(lowercase_							)
             A__    =      tokenizer.vocab_size
             A__    =      len(lowercase_							)

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

             A__    =      tokenizer.encode("aaaaa bbbbbb low cccccccccdddddddd l"						,	add_special_tokens=lowercase_							)

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

             A__    =      {"eos_token": ">>>>|||<||<<|<<", "pad_token": "<<<<<|||>|>>>>|>"}
             A__    =      tokenizer.add_special_tokens(lowercase_							)
             A__    =      tokenizer.vocab_size
             A__    =      len(lowercase_							)

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

             A__    =      tokenizer.encode(
                 ">>>>|||<||<<|<< aaaaabbbbbb low cccccccccdddddddd <<<<<|||>|>>>>|> l"						,	add_special_tokens=lowercase_							)

             self.assertGreaterEqual(len(lowercase_							)						,	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 					UpperCAmelCase_							(    self				:Dict							)->							List[Any]:
     pass
 @unittest.skip("The tokenizer shouldn\'t be used to encode input IDs (except for labels), only to decode."							)
 def 					UpperCAmelCase_							(    self				:Optional[Any]							)->							str:
     pass



 def 					UpperCAmelCase_							(    self				:str							)->							Any:
     # The default common tokenizer tests assumes that the output of `convert_tokens_to_string` is a string which
     # is not the case for Wav2Vec2PhonemeCTCTokenizer.
     A__    =      self.get_tokenizers(fast=lowercase_						,	do_lower_case=lowercase_							)
     for tokenizer in tokenizers:
         with self.subTest(F"{tokenizer.__class__.__name__}"							):
             A__    =      ["ð", "ɪ", "s", "ɪ", "z", "ɐ", "t", "ɛ", "k", "s", "t"]
             A__    =      tokenizer.convert_tokens_to_string(lowercase_							)

             self.assertIsInstance(output["text"]						,	lowercase_							)










'''simple docstring'''

__lowerCAmelCase							:     Dict		     ="\n# Installazione di Transformers\n! pip install transformers datasets\n# Per installare dalla fonte invece dell'ultima versione rilasciata, commenta il comando sopra e\n# rimuovi la modalità commento al comando seguente.\n# ! pip install git+https://github.com/huggingface/transformers.git\n"

__lowerCAmelCase							:     Optional[Any]		     =[{"type": "code", "content": INSTALL_CONTENT}]
__lowerCAmelCase							:     Tuple		     ={
    "{processor_class}": "FakeProcessorClass",
    "{model_class}": "FakeModelClass",
    "{object_class}": "FakeObjectClass",
}



