Interuro Igice
SentencePiece ni ururimi-agnostic tokenizer yiga uburyo bwo kugabanya inyandiko mbisi mo ibice byibanze biturutse kumibare, udashingiye kumwanya.
Incamake
It made multilingual models far easier to build by treating any language the same way.
Kwibira cyane
Benshi mubimenyetso byerekana ko amagambo yatandukanijwe nu mwanya, ucamo indimi nkikiyapani, Igishinwa, cyangwa Tayilande zitabikoresha. SentencePiece, yasohowe na Google muri 2018, iruhande rwibi bifata ibyinjijwe nkumugezi muto winyuguti - umwanya urimo - no kwiga amagambo yamagambo yibice biturutse kumibare ubwayo. Birazwi cyane gusimbuza umwanya hamwe nikimenyetso kigaragara (ikimenyetso cya meta munsi yerekana ibimenyetso) bityo tokenisation irahindurwa rwose: urashobora guhora wubaka inyandiko yumwimerere. SentencePiece ishyigikira algorithms ebyiri zingenzi, Byte-Pair Encoding (BPE) hamwe nicyitegererezo cyururimi rwa Unigram, icya nyuma nuburyo bwo gusinya. Kuberako idakeneye ururimi rwihariye-mbere-tokenisation, umuyoboro umwe ukorera mu ndimi amagana, niyo mpamvu moderi nka T5, ALBERT, na sisitemu nyinshi zindimi nyinshi zishingiye kuri yo.
Ubushishozi
Algorithm ya SentencePiece itangirana nijambo rinini ryabakandida kandi rigatondagura ibice bigira uruhare runini muburyo bwo guhugura, ukoresheje uburyo bwo Gutegereza-Kwiyongera. Ikibanza kigaragara (ikimenyetso cya meta) kireka kigaragaza kandi kigatakaza igihombo. Irashobora kandi gukora kurwego rwa byte, ikemeza ko inyuguti iyo ari yo yose - niyo emoji itagaragara cyangwa inyandiko - ihagararirwa nta gutsindira amagambo.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Kugera no kugera
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Ibyemezo bisobanutse
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Ejo hazaza h'interuro Igice cya Tokenisation
SentencePiece ikomeza kuba ifarashi yakazi kubwindimi nyinshi na kode kubera guhinduka kwayo no kutabogama kwururimi. Umwanya urimo gushakisha buhoro buhoro byte-urwego na tokenizer-yubusa isimbuka ijambo ryamagambo yose, igamije gukuraho ibimenyetso byerekana ibimenyetso bibabaza imibare, indimi zidasanzwe, numubare muremure. Nubwo bimeze bityo, Unigram ya SentencePiece hamwe na byte-gusubira inyuma bikomeje kugira ingaruka ku bimenyetso bishya, kandi filozofiya yayo itagira igihombo, gari ya moshi-ivuye mu nyandiko-mvugo izakomeza kuba umusingi w'ejo hazaza.
Gushyira mu bikorwa Isi
__AIU_PROTECTED_11 __ 'T5 icyitegererezo, ikoresha amagambo ya SentencePiece yatojwe kumyandiko y'ururimi rwindimi nyinshi.
Gukuramo inyandiko yikiyapani cyangwa igishinwa idafite umwanya hagati yamagambo, aho ijambo rishingiye kubimenyetso byananiranye.
Kubaka amagambo amwe asangiwe mu ndimi 100+ kuri sisitemu yo guhindura indimi nyinshi.
Gutakaza byubaka ibyinjijwe byumwimerere (harimo intera) uhereye kubimenyetso, bifasha kubyara code aho umwanya wera ufite akamaro.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Komeza Ubushakashatsi
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the SentencePiece Tokenization quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Ubuyobozi bukurikira
Subword Tokenisation
Ibibazo bikunze kubazwa
What is SentencePiece Tokenization?
SentencePiece ni ururimi-agnostic tokenizer yiga uburyo bwo kugabanya inyandiko mbisi mo ibice byibanze biturutse kumibare, udashingiye kumwanya. Cyakoze moderi yindimi nyinshi byoroshye kubaka mugufata ururimi urwo arirwo rwose.
Ni ikihe kintu cy'ingenzi SentencePiece yirinda ko ibimenyetso bya gakondo bishingiye?
SentencePiece ifata ibyinjijwe nkibisanzwe byimiterere, bityo ikora no mundimi zidafite umwanya hagati yamagambo.
Kuki SentencePiece isimbuza imyanya nikimenyetso cya meta kigaragara?
Encoding ibibanza nkibimenyetso bigaragara bisobanura inyandiko yumwimerere, harimo intera, irashobora guhora yubatswe neza.
Ni izihe algorithm ebyiri SentencePiece ishyigikira cyane cyane?
SentencePiece itanga Byte-Pair Encoding (BPE) hamwe nicyitegererezo cyururimi rwa Unigram, hamwe na Unigram nuburyo bwo gusinya.
Nigute moderi ya Unigram yubaka amagambo yayo?
Unigram itangirana nibice byinshi byabakandida kandi ikuraho byimazeyo abatanga umusanzu byibuze kuri corpus bishoboka ukoresheje Ibiteganijwe-Maximisation.
Niyihe moderi izwi cyane ikoresha SentencePiece tokenizer?
__AIU_PROTECTED_11 __ 'T5 ikoresha amagambo ya SentencePiece, kimwe na ALBERT hamwe na moderi nyinshi zindimi nyinshi.