Adapteri Inzira yo Kwimura
Ibice bya adaptateur ni mato mato mato yatojwe yinjijwe muburyo bwahagaritswe mbere, bikwemerera kuyihuza nimirimo mishya muguhindura bike ku ijana byibipimo.
Incamake
They make fine-tuning cheap, modular, and easy to swap.
Kwibira cyane
Adapters, ikunzwe na Houlsby n'abandi. . Adapter ahubwo yinjiza imiyoboro mito mito muri buri gihinduramatwara, mubisanzwe kumanura-hasi kurwego rwo hasi, kutagira umurongo, hamwe no hejuru-byerekanwe inyuma, bipfunyitse mubihuza bisigaye. Mugihe cy'amahugurwa uburemere bwambere bwateganijwe guma guma; gusa adaptateur (akenshi munsi ya 5% yibipimo byose) barize. Ibi bitanga umusaruro-wuzuye-mwiza-wohuza ubuziranenge ku bipimo nka GLUE mugihe uhugura ibipimo bike cyane. Kuberako buri gikorwa kibona adapteri yacyo ntoya, urashobora kubika icyitegererezo kimwe wongeyeho ibintu byinshi byoroheje byakazi, kandi swap cyangwa ukabishyira hamwe. Adapters ni umunyamuryango wibanze wumuryango-ibipimo byiza-byo gutunganya neza (PEFT), hamwe na LoRA hamwe na prefix tuning.
Ubushishozi
Ibikoresho bya classique classique adaptate umushinga d-ibipimo byihishe leta kugeza kumurongo muto muto m, ikoresha umurongo, hanyuma imishinga igaruka kuri d, hamwe na skip ihuza kuburyo itangira hafi yindangamuntu. Hamwe na m ntoya kurenza d, ibipimo byongeweho ni bito. Kuberako icyitegererezo fatizo cyahagaritswe, gradients zinyura gusa muburemere bwa adapt, kugabanya ububiko bwa optimizer. Igiciro nyamukuru cyogukora nigihe gito cyiyongereye kuri buri cyiciro, cyegera nka LoRA kugabanya muguhuza ibiro byize bigasubira mumibare fatizo.
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.
Kazoza ka Adapter Layeri yo Kwimura
Adapters hamwe nigitabo cyagutse cya PEFT ubu ni bisanzwe muguhindura moderi nini zihendutse, cyane cyane nkubunini bwa ballon. Tegereza gukura muburyo bwa adaptori (guhuza umurimo cyangwa adaptateur y'ururimi muburyo butandukanye, nko muri AdapterHub), guhuza hagati ya adaptate nyinshi zifatika, hamwe no kwifashisha ibikoresho aho adaptate ntoya ihuza icyitegererezo cyibanze kuri buri mukoresha. Impinduka za LoRA zigenda ziganza cyane kubikorwa byiza, ariko igitekerezo cyibanze, guhagarika icyitegererezo kinini no guhugura akantu gato gacomeka, ubu ni ingenzi kuburyo umurima wapimye.
Gushyira mu bikorwa Isi
Ongeraho ururimi rwihariye adaptateur kuburyo moderi imwe yindimi nyinshi ishobora kuba umwihariko wa, tuvuge, Igiswahiri utarongeye imyitozo yose.
Kugumana icyitegererezo kimwe cyibanze hiyongereyeho uduce duto duto kuri buri mukiriya adapteri mubicuruzwa bya SaaS, guhinduranya iburyo mubisabwa.
Kuringaniza neza icyitegererezo cyo gutondekanya ibyiyumvo mugutoza adapteri nkeya gusa, hanyuma ugakomeza shingiro kubindi bikorwa.
Gushyira adapteri yibikorwa hejuru yumurongo wa adaptateur (urugero, amategeko-inyandiko adapter wongeyeho incamake adaptateur) kugirango ukoreshe modular.
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
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Ubuyobozi bukurikira
T5 na Text-to-Text Transfer
Ibibazo bikunze kubazwa
What is Adapter Layers for Transfer?
Ibice bya adaptateur ni mato mato mato yatojwe yinjijwe muburyo bwahagaritswe mbere, bikwemerera kuyihuza nimirimo mishya muguhindura bike ku ijana byibipimo. Bakora neza-gutunganya neza bihendutse, modular, kandi byoroshye guhinduranya.
Bigenda bite kuburemere bwambere bwateganijwe mugihe imyitozo hamwe na adapt?
Guhuza adaptate bituma moderi yibanze ikonjeshwa kandi yiga gusa modul ntoya yashizwemo.
Ni ubuhe buryo busanzwe bw'imbere bwa adaptate?
Adaptiki ya classique isunika leta yihishe kurwego rwo hasi, ikoresha umurongo utari muto, imishinga isubira inyuma, kandi ikongeramo skip ihuza.
Hafi ni ikihe gice cyibipimo adaptate zimenyereza?
Adapters mubisanzwe yongeraho kandi igatoza bike kwijana ryikigereranyo cyibipimo byose, bike cyane ugereranije neza.
Kuki adapteri yoroshye gukora imirimo myinshi?
Kuberako buri gikorwa gikenera gusa adapteri ntoya, icyitegererezo kimwe cyibanze gishobora gukora imirimo myinshi muguhindura modul yoroheje.
Ni uwuhe muryango w'ubuhanga adaptateur?
Adapters nuburyo bwibanze bwa PEFT, hamwe nuburyo nka LoRA hamwe na prefix tuning.