Incamake
Byte-Pair Encoding (BPE) ni compression-ihumeka algorithm yubaka amagambo muguhuza inshuro nyinshi ibimenyetso byinshi. Nibimenyetso byerekana inyuma ya GPT, kuringaniza amagambo mato yinyuguti arwanya amagambo manini yamagambo yose.
Byte-Pair Encoding ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
BPE itangira ifata inyandiko nkurukurikirane rwinyuguti zitandukanye (cyangwa byite mbisi). Hanyuma ibara buri kimenyetso cyegeranye, gihuza inshuro nyinshi mukimenyetso gishya, kandi gisubiramo inshuro ibihumbi. Buri guhuza byanditswe nkitegeko. Inyuguti zisanzwe zikurikirana nka 'th', 'ing', cyangwa amagambo yose yakunze guhinduka buhoro buhoro ikimenyetso kimwe, mugihe amagambo adasanzwe akomeza kwigabanyamo uduce duto. Ubusanzwe uburyo bwo gukusanya amakuru kuva 1994, bwahujwe na NLP na Sennrich n'abandi. muri 2016 yo guhindura imashini. GPT-2 na GPT-4 bakoresha byte-urwego BPE, ikorera kuri UTF-8 bytes kuburyo inyuguti iyo ari yo yose, emoji, cyangwa ururimi bishobora guhora byanditseho zeru zitari mu magambo.
Ubushishozi
Amahugurwa BPE itanga urutonde rwateganijwe rwo guhuza amategeko. Kugaragaza inyandiko nshya, algorithm igabanyijemo bytes / inyuguti kandi igashyira hamwe umururumba muburyo bumwe bwambere kugeza igihe nta tegeko rihuye. Urwego rwa Byte urwego BPE rwemeza gusubira inyuma: ndetse nikimenyetso kitagaragara kibora muri byite yacyo, bityo amagambo ya 256 bytes wongeyeho guhuza yize akubiyemo ibintu byose nta kimenyetso cya UNK.
Kumenya Byte-Byombi Encoding
Byte-Pair Encoding (BPE) ni compression-ihumeka algorithm yubaka amagambo muguhuza inshuro nyinshi guhuza ibimenyetso. Nibimenyetso byerekana inyuma ya GPT, kuringaniza amagambo mato yinyuguti arwanya amagambo manini yamagambo yose. Encoding ya Byte-Pair ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Encoding ya Byte-Pair nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Byte-Pair Encoding igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
GPT-2 na GPT-4 koresha byte-urwego BPE kuburyo inyuguti iyo ari yo yose ya Unicode cyangwa emoji ishobora gushyirwaho kode nta makosa.
Sisitemu yo guhindura imashini ikoresha BPE kugirango igabanye amagambo adasanzwe cyangwa yunganiwe mu magambo yongeye gukoreshwa asanganywe mu ndimi.
Guhobera Isomero rya tokenizers isomero ritoza amagambo ya BPE kuri domaine yihariye nka biomedical or text legal.
Moderi yimyandikire yerekana ibiranga nijambo ryibanze hamwe na BPE, guhuza imiterere kenshi nka 'def' cyangwa '==' mubimenyetso bimwe.
Uburyo bwo Gushyira mu bikorwa
Byte-Pair Encoding mubikorwa
GPT-2 na GPT-4 koresha byte-urwego BPE kuburyo inyuguti iyo ari yo yose ya Unicode cyangwa emoji ishobora gushyirwaho kode nta makosa.
GPT-2 na GPT-4 bakoresha byte-urwego BPE kugirango inyuguti iyo ari yo yose ya Unicode cyangwa emoji ishobora gushyirwaho kodegisi nta makosa Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Byte-Pair Encoding mubikorwa
Sisitemu yo guhindura imashini ikoresha BPE kugirango igabanye amagambo adasanzwe cyangwa yunganiwe mu magambo yongeye gukoreshwa asanganywe mu ndimi.
Sisitemu yo guhindura imashini ikoresha BPE kugirango igabanye amagambo adasanzwe cyangwa yongewemo mu bice byongeye gukoreshwa bisangiwe mu ndimi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Byte-Pair Encoding mubikorwa
Guhobera Isomero rya tokenizers isomero ritoza amagambo ya BPE kuri domaine yihariye nka biomedical or text legal.
Guhobera Isomero rya tokenizers isomero ritoza amagambo ya BPE kumurongo wigenga nka biomedical cyangwa amategeko yemewe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Byte-Pair Encoding mubikorwa
Moderi yimyandikire yerekana ibiranga nijambo ryibanze hamwe na BPE, guhuza imiterere kenshi nka 'def' cyangwa '==' mubimenyetso bimwe.
Moderi yerekana ibimenyetso biranga hamwe nijambo ryibanze hamwe na BPE, guhuza uburyo bukunze kugaragara nka 'def' cyangwa '==' mukimenyetso kimwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.