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nbest_size: sampling parameters for unigram. 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Args: input: input string. accepsts list of string. out_type: output type. int or str. add_bos: Add to the result (Default = false) add_eos: Add to the result (Default = false) / is added after reversing (if enabled). reverse: Reverses the tokenized sequence (Default = false) emit_unk_piece: Emits the unk literal string (Default = false) nbest_size: sampling parameters for unigram. Invalid in BPE-Dropout. nbest_size = {0,1}: No sampling is performed. nbest_size > 1: samples from the nbest_size results. nbest_size < 0: assuming that nbest_size is infinite and samples from the all hypothesis (lattice) using forward-filtering-and-backward-sampling algorithm. alpha: Soothing parameter for unigram sampling, and merge probability for BPE-dropout (probablity 'p' in BPE-dropout paper). num_threads: the number of threads used in the batch processing (Default = -1). NTrraWhen enable_sampling is True, We must specify "nbest_size > 1" or "nbest_size = -1", and "alpha". "nbest_size" is enabled only on unigram mode ignored in BPE-dropout. when "nbest_size = -1" , this method samples from all candidates on the lattice instead of nbest segmentations.num_threads must be intserialized_protorimmutable_protozunknown out_type={})rrrrrrrrr RuntimeErrorrintlistrWrqrZr]r`rHrKrNrQrd) rinputrrDrErFrGrArBrCrVs rEncodezSentencePieceProcessor.Encodes@  > - - -  -  /  %    ' D j&8J!OO&0Aoo .     [ 1 1 < <4555 e   s??''{OZ(-w.ZZ Z s??**5+PZ+0'7G^]] ] ) ) )X-@-@33E;Yc497GWVdff f ( ( (225+Xb38'7GUcee e S  !&'>SS S S##E?J$)7GWnVV V ' ' '8w+>+>,,UOZ-2GWg~__ _ & & &++E?J,17GWn^^ ^ .55h?? @ @@r#c ,|jd|td|SNrrr$rrqrrkwargss rEncodeAsPiecesz%SentencePieceProcessor.EncodeAsPieces5! T[ =us = =f = ==r#c ,|jd|td|Srrrrs r EncodeAsIdsz"SentencePieceProcessor.EncodeAsIds9rr#c "|jd|dd|S)Nrrr$rrs rEncodeAsSerializedProtoz.SentencePieceProcessor.EncodeAsSerializedProto=s" T[ Lu/A L LV L LLr#c "|jd|dd|S)Nrrr$rrs rEncodeAsImmutableProtoz-SentencePieceProcessor.EncodeAsImmutableProtoAs" T[ Ku/@ K KF K KKr#c 2|jd|||tdd|SNTrrBrCrrAr$rrrrBrCrs rSampleEncodeAsPiecesz+SentencePieceProcessor.SampleEncodeAsPiecesE; T[Gu5"%tGG?EGGGr#c 2|jd|||tdd|Srrrs rSampleEncodeAsIdsz(SentencePieceProcessor.SampleEncodeAsIdsJrr#c (|jd|||ddd|S)NrTrr$rrs rSampleEncodeAsSerializedProtoz4SentencePieceProcessor.SampleEncodeAsSerializedProtoOs; T[Vu5"4dVVNTVVVr#c (|jd|||ddd|S)NrTrr$rrs rSampleEncodeAsImmutableProtoz3SentencePieceProcessor.SampleEncodeAsImmutableProtoTs; T[Uu5"3TUUMSUUUr#cjjjjjjdkrdfdt |turfd|DS|S)aNBestEncode text input to segmented ids or tokens. Args: input: input string. accepsts list of string. out_type: output type. int or str. add_bos: Add to the result (Default = false) add_eos: Add to the result (Default = false) / is added after reversing (if enabled). reverse: Reverses the tokenized sequence (Default = false) emit_unk_piece: Emits the unk literal string (Default = false) nbest_size: nbest size Nrrc:tur|Stur|Sdksdkr|Sdkr|St d)Nrrrzunknown out_type)rrrqrrrr)rrDrErGrBrrFrs r_encodez3SentencePieceProcessor.NBestEncode.._encode}s s??''j(/'>SS S s??**4+2GWnVV V ) ) )X-@-@33D*4;Wg~__ _ ( ( (2243:GWn^^ ^-...r#c&g|] }|Sr$r$rnrs rrz6SentencePieceProcessor.NBestEncode..!***q ***r#)rrrrrrrr) rrrrDrErFrGrBrs ` ``````@r NBestEncodez"SentencePieceProcessor.NBestEncodeYs(  > - - -  -  % q /////////// e  ****E**** WU^^r#c .|jd||td|SNrrBrr$)rrqrrrBrs rNBestEncodeAsPiecesz*SentencePieceProcessor.NBestEncodeAsPieces2 T 6Ej'*66.4666r#c .|jd||td|Sr)rrrs rNBestEncodeAsIdsz'SentencePieceProcessor.NBestEncodeAsIdsrr#c $|jd||dd|S)Nrrr$rrs rNBestEncodeAsSerializedProtoz3SentencePieceProcessor.NBestEncodeAsSerializedProtos8 T EEj'9EE=CEEEr#c $|jd||dd|S)Nrrr$rrs rNBestEncodeAsImmutableProtoz2SentencePieceProcessor.NBestEncodeAsImmutableProtos8 T DEj'8DD to the result (Default = false) add_eos: Add to the result (Default = false) / is added after reversing (if enabled). reverse: Reverses the tokenized sequence (Default = false) emit_unk_piece: Emits the unk literal string (Default = false) num_samples: How many samples to return (Default = 1) alpha: inverse temperature for sampling wor: whether to sample without replacement (Default = false) include_best: whether to include the best tokenization, requires wor=True (Default = false) Nrg?Frznum_examples must be positivez8When include_best is True, We must specify "wor = True".c R tur |  Stur |  Sdksdkr |  Sdkr |  St d)Nrrrzunknown output type)rrrqrrrr) rrDrErCrGrrrrFrrs rrz._encodes  s??00{E3P\18'7N\\ \ s??33D+ucS_4;Wg~__ _ ) ) )X-@-@<.rr#)rrrrrrrr) rrrrDrErFrGrrCrrrs ` `````````@rSampleEncodeAndScorez+SentencePieceProcessor.SampleEncodeAndScores34  > - - -  -         :;;; WcWUVVV22222222222222& e  ****E**** WU^^r#c 0|jd|||td|SNrrrCrr$)r rqrrrrCrs rSampleEncodeAndScoreAsPiecesz3SentencePieceProcessor.SampleEncodeAndScoreAsPieces5 &T &?U SX03??7=???r#c 0|jd|||td|Sr )r rrs rSampleEncodeAndScoreAsIdsz0SentencePieceProcessor.SampleEncodeAndScoreAsIdsrr#c &|jd|||dd|S)Nrr r$r rs r%SampleEncodeAndScoreAsSerializedProtoz">677 7**5%EEE  # #E5 1 11r#crfdt|turfd|DS|S)Nc\r|S|Sr-rrrr with_offsetss r _normalizez4SentencePieceProcessor.Normalize.._normalize1  2++D11 1t$$$r#c&g|] }|Sr$r$rr>r0s rrz4SentencePieceProcessor.Normalize..!---! 1 ---r#rrrrr/r0s` `@r Normalizez SentencePieceProcessor.Normalize`%%%%%% e  ----u---- Z  r#c i}|D]\}}t|||<||Sr-)itemsrqr)rr new_kwargskeyr s rOverrideNormalizerSpecz-SentencePieceProcessor.OverrideNormalizerSpecsGj %%*#ue** 3  ) )* 5 55r#c*|Sr-rrKs r piece_sizez!SentencePieceProcessor.piece_size     r#c*|Sr-r?rKs r vocab_sizez!SentencePieceProcessor.vocab_sizerAr#c*|Sr-r8rKs r __getstate__z#SentencePieceProcessor.__getstate__  ( ( * **r#cX|||dSr-rLrrr8s r __setstate__z#SentencePieceProcessor.__setstate__* mmooo ""#9:::::r#c*|Sr-r?rKs rrzSentencePieceProcessor.__len__rAr#c,||Sr-)rrs rrz"SentencePieceProcessor.__getitem__s ^^E " ""r#c|r|rtd|r||S||S)aOverwride SentencePieceProcessor.Load to support both model_file and model_proto. Args: model_file: The sentencepiece model file path. model_proto: The sentencepiece model serialized proto. Either `model_file` or `model_proto` must be set. z-model_file and model_proto must be exclusive.)rrr=)rrrs rrzSentencePieceProcessor.LoadsT L LJKKK 9++K888   z * **r#) NNNNNNNNNNN)NNNNNNr-)r)r)irrr6rrrr rLrdelete_SentencePieceProcessorrtrrrrrrr rrrrrr"r%r(r+r/r2r5r8r=rHrKrNrQrWrZr]r`rerhrlrorrrurxr|rrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrr rrrrrqrrr!r#r%r'r)r7r=r@rCrFrKrrrr$r#rrrsh--/I/IOdeeeGHjjj%C_________VVVKKK___SSSHHHLLLIIIHHHIIIIIIHHHFFFBBBBBBBBBBBBRRRMMM]]]```iiihhhnnnqqqzzzyyyKKKRRRQQQ\\\bbb[[[aaa]]]dddnnnmmm```qqqpppJJJMMMVVVUUUnnnqqqzzzyyyLLLWWWZZZkkkYYY!"-B-B-B-Bd"#[[[[|>>>>>>MMMLLLGGGG GGGG VVVV UUUU"   #'#7777t6666 6666 EEEE DDDD'+%)%)%),0)-#'!%*.JJJJZ???? ???? 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Tr#c ~t|5tjdd|i|ddddS#1swxYwYdS)N)ostreamr<r$) _LogStreamrXr)r< logstreamrs rTrainzSentencePieceTrainer.Trains i ( ( (77#666v666777777777777777777s 266r-rP)rrr6rrrLrr staticmethodr^rbrgrkrnrrr$r#rrXrXsh--/I/IOdeeeG777HII\IGG\GNN\NHH\HNN\N***\*X777\777r#rXceZdZedddZeZdZej Z dZ dZ dZ d Zd Zd Zd Zd Z ddZddZdZdZdS)SentencePieceNormalizerc4|jSr-r<r=s rr?z SentencePieceNormalizer.r@r#c6|j|Sr-r<rBs rr?z SentencePieceNormalizer.rDr#rErFcRtj|tjdSr-)r SentencePieceNormalizer_swiginitnew_SentencePieceNormalizerrKs rrLz SentencePieceNormalizer.__init__ s$7n>h>j>jkkkkkr#c,tj||Sr-)r/SentencePieceNormalizer_LoadFromSerializedProtors rrz/SentencePieceNormalizer.LoadFromSerializedProto$sMdT^___r#c,tj||Sr-)r'SentencePieceNormalizer_LoadFromRuleTSV)rrs rLoadFromRuleTSVz'SentencePieceNormalizer.LoadFromRuleTSV'sEdHUUUr#c,tj||Sr-)r(SentencePieceNormalizer_LoadFromRuleName)rrs rLoadFromRuleNamez(SentencePieceNormalizer.LoadFromRuleName*sFtTRRRr#c*tj|Sr-)r.SentencePieceNormalizer_serialized_model_protorKs rr8z.SentencePieceNormalizer.serialized_model_proto-sLTRRRr#c,tj||Sr-)r$SentencePieceNormalizer_LoadFromFiler;s rr=z$SentencePieceNormalizer.LoadFromFile0sB4MMMr#c,tj||Sr-)r"SentencePieceNormalizer__Normalizers rrz"SentencePieceNormalizer._Normalize3s@tLLLr#c,tj||Sr-)r-SentencePieceNormalizer__NormalizeWithOffsetsrs rrz-SentencePieceNormalizer._NormalizeWithOffsets6sKDRVWWWr#c.tj|||Sr-)r&SentencePieceNormalizer__SetProtoField)rrr s r_SetProtoFieldz&SentencePieceNormalizer._SetProtoField9sDT4QVWWWr#NFct||r||}nW|r||}n?|r||}n'|r||}nt d|rD|d||d||d|dSdS)aInitialzie sentencePieceNormalizer. Args: model_file: The sentencepiece model file path. model_proto: The sentencepiece model serialized proto. rule_tsv: The normalization rule file in TSV format. rule_name: Pre-defined normalization name. add_dummy_prefix: add dummy prefix. escape_whitespaces: escape whitespaces. remove_extra_whitespaces: remove extra whitespaces. zno model is specifiedadd_dummy_prefixescape_whitespacesremove_extra_whitespacesN)%_sentencepiece_normalizer_init_nativer=rrrrr) rrrrule_tsv rule_namerrrstatuss rrzSentencePieceNormalizer.Init<s(,D111  4"":.. 4--k:: 4%%h// 4&&y112333 R .0@AAA 02DEEE 68PQQQQQRRr#crfdt|turfd|DS|S)Nc\r|S|Sr-r-r.s rr0z5SentencePieceNormalizer.Normalize.._normalizecr1r#c&g|] }|Sr$r$r3s rrz5SentencePieceNormalizer.Normalize..ir4r#r5r6s` `@rr7z!SentencePieceNormalizer.Normalizebr8r#c*|Sr-rErKs rrFz$SentencePieceNormalizer.__getstate__mrGr#cX|||dSr-rIrJs rrKz$SentencePieceNormalizer.__setstate__qrLr#)NNNNFFFr-)rrr6rrrr rLrdelete_SentencePieceNormalizerrtrrrr8r=rrrrr7rFrKr$r#rrrsEh--/I/IOdeeeGHlll%D```VVVSSSSSSNNNMMMXXXXXX# %&+$R$R$R$RL+++;;;;;r#rc*tj|Sr-)r SetDataDir)data_dirs rrrys  $X . ..r#)ru)rvcJi}|jD][\}}tjd|rAtjdd|dd}|||<\|D]\}}t|||dS)z1Added snake_cased method from CammelCased method.z^[A-Z]+z(?._funcsK Aww#~~1q55A$7$7 2 3 33 41::r#cht|turfd|DS|S)Nc(g|]}|Sr$r$)rrrrs rrz5_batchnize.._batched_func..s# * * *eeD!nn * * *r#r5)rr<rs` r _batched_funcz!_batchnize.._batched_funcsD CyyD * * * * *c * * ** U4  r#)rr)rrrrrs @@r _batchnizersa D$ ' '$   )T=)))))r#rL)rrrrr"r%r() __version__ sentencepiece package_datac"eZdZddZdZdZdS)rNcl||_|j%tj|_dSdSr-)rrtstderrfilenoorig_stream_fileno)rrs rrLz_LogStream.__init__s5DL | # 1 1 3 3d r#c|jQtj|j|_tj|j|jdSdSr-)rosduprorig_stream_dupdup2rrKs r __enter__z_LogStream.__enter__sP |VD$;<>> r#r)>rtr_swig_python_version_info __package__rrrbuiltinsr ImportErrorrr%r*r3rr5objectr:>ImmutableSentencePieceText_ImmutableSentencePiece_swigregisterrx'ImmutableSentencePieceText_swigregisterr,ImmutableNBestSentencePieceText_swigregisterr#SentencePieceProcessor_swigregisterrSrVrX!SentencePieceTrainer_swigregisterr$SentencePieceNormalizer_swigregisterrrrwrimportlib.resources importlibiorurvrrrLrrrrrTokenizer Detokenizemset_random_generator_seedset_min_log_level_versionrpathrrq resourcesfilesrr$r#rrs:99999#//       """""[[[   LLLLL$LLL 33333333nNMNAAADDDDDDDDP767QRRR44444f444p<;<[\\\J +J +J +J +J +VJ +J +J +\323IJJJ777,,,K7K7K7K7K76K7K7K7^101EFFFW;W;W;W;W;fW;W;W;v434KLLL///    ***"(>'F$(?(H% ,B,GHHH-D-IJJJ"8"?$:$A! 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