Tokenisasioŋ
SentencePiece ab tokenizer lakk-agnostic la buy jàng ni ñuy xaajalee mbind mu ñor ci ay piyeesu subword ci done yi, te baña yéem ci ay espace.
Résumé
It made multilingual models far easier to build by treating any language the same way.
Plongeur bu xóot
Tokenizers yu bari dañu jàpp ni baat yi dañu leen tàqale ci ay espace, loolu mooy dog ci làkk yu melni Japone, Chinois, wala Thai yu leen jëfandikoowul. SentencePiece, bi Google génne ci 2018, dafay moytu lii ci jëfandikoo dugal bi ni xeetu araf yu ñor - boole ci ay bayaal - ak jàng ab baat bu ndaw ci done yi ci boppam. Dafay wecci barab yi ak benn màrker buñ mëna gis (meta symbol bu nuru rëdd) suko defee tokenization mën nañu ko soppi: mën nga defaraat bind bu njëkk bi saa yu nekk. SentencePiece dafay jàppale ñaari algorithm yu mag, Kodage Byte-Pair (BPE) ak xeetu làkku Unigram, bi mujj mooy anamu siif bi. Ndax soxlawul benn pre-tokenization bu jëm ci làkk wi, benn pipeline bi dafay dox ci téemeeri làkk, moo tax model yu melni T5, ALBERT, ak sistem yu bari yu làkk yu bari dañu koy wéeru.
Gis-gis xarala
Algorithm Unigram bu SentencePiece dafay tàmbali ci vocabulaire bu bari, ba noppi di dagg piyees yi gëna néew luñu mëna jàppale ci corpus tàggat bi, di jëfandikoo ab doxalin buy xaar-gëna yokk. Markeru espace biñuy gis (meta symbol bi) daf koy may mu tokenise ak detokenise te du ñàkk. Mën na dox itam ci niveau byte, di garanti ni bépp araf - doonte emoji wala script yuñu gisul - mën nañu ko representé te du am benn njuumte ci vocabulaire bi.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu tokenisasioŋ
SentencePiece mingi wéy di nekk fasu liggéey ci xeetu làkk yu bari ak kod ndax mën nañu ko delloo ak làkk wi amul benn boor. Barab bi mingi jàngat ndànk-ndànk niveau byte ak jegewaale yu amul tokenizer yuy salte vocabulaire subword yi yépp, ngir dindi quirks tokenization yiy gaañ arithmétique, làkk yu bariwul, ak nimero yu gudd. Loolu terewul, SentencePiece Unigram ak jëmmal byte-fallback ñu ngi wéy di am njeexital ci tokenizers yu bees yi, te filosofim bu amul benn ñàkk, saxaar-ci-bind bu ñor dina des ci ëlëg.
Doxal ci àdduna dëgg
__AIU_PROTECTED_11_'s model T5, biy jëfandikoo ab vokabileer SentencePiece buñu tàggat ci mbindu web bu làkk yu bari.
Tokenizing bind japonais wala chinois bu amul bayaal ci digganté baat yi, fu tokenizers yu bawoo ci baat yi lajj.
Tabax benn vocabulaire buñ bokk ci 100+ làkk ngir sistemu tekki làkk yu bari.
Tabaxaat dugal bu njëkk bi (ak bayaal bi) ci ay jeton, lu am njariñ ci defar kode fu bayaal bu weex bi am solo.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Tokenisation sous-baatu
Laaj yi ñuy faral di laaj
What is SentencePiece Tokenization?
SentencePiece ab tokenizer lakk-agnostic la buy jàng ni ñuy xaajalee mbind mu ñor ci ay piyeesu subword ci done yi, te baña yéem ci ay espace. Yombal nañu defar ay misaali làkk yu bari ndax dafay jëfandikoo làkk wu nekk ci anam wu wuute.
Ban xalaat bu am solo la SentencePiece moytu bi tokenizers yu yàgg yi di wéeru?
SentencePiece dafay jàppee dugal ni ay araf yu ñor, moo tax dafay dox ba ci làkk yi amul bayaal ci diggante kàddu yi.
Lan moo waral SentencePiece di wecci barab yi ak màndarga meta buñ mëna gis?
Kodage espace yi ni màrker buñ mëna gis dafay tekki ni bind bu njëkk bi, boole ci espace yi, mën nañu ko defaraat saa yu nekk ci anam wu jaar yoon.
Ban ñaari algorithm la SentencePiece gëna jàppale?
SentencePiece dafay joxe enkodaasu ñaari byte (BPE) ak xeetu làkku Unigram, Unigram mooy anam wiñu koy siñe.
naka la ko modelu Unigram di tabaxee vocabulaire bi?
Unigram mingi tàmbali ci piyeesu kàndidaa yu bari ba noppi di dindi ñi gëna néew luñu mëna jàppale ci corpus bi, jëfandikoo Expectation-Maximization.
Ban model moo gëna siiw ci jëfandikoo tokeniseer SentencePiece?
T5 bu Google dafay jëfandikoo ab vocabulaire SentencePiece, ni ko ALBERT di defee ak yeneen xeeti làkk yu bari.