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T5 uye Text-to-Text Transfer
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Adapter Layers for Transfer
Adapter layers madiki anodzidziswa mamodule akaiswa muchando akafanodzidziswa modhi, achikuita kuti uigadzirise kumabasa matsva nekuvandudza mashoma muzana emaparamita.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
Ivo vanoita zvakanaka-tuning zvakachipa, modular, uye nyore kuchinjanisa.
Kudzika Kwakadzika
Adapter, yakakurumbira naHoulsby et al. (2019) yekufambisa kudzidza muNLP, gadzirisa dambudziko rinodhura: yakazara-tuning inovandudza huremu hwese mumhando huru uye inogadzira kopi nyowani pabasa rimwe nerimwe. Adapter pachinzvimbo inoisa madiki mabhodhoro network mune yega yega transformer block, kazhinji yakadzika-fungidziro kune yakaderera dimension, isiri-linearity, uye kumusoro-projection kumashure, yakaputirwa mune yakasara yekubatanidza. Panguva yekudzidzira zviremu zvepakutanga zvakagadzirirwa zvinogara zvakaonda; chete ma adapter (kazhinji pasi pe5% yezvikamu zvese) anodzidzwa. Izvi zvinopa padyo-yakazara-yakanaka-tuning mhando pamabhenji seGLUE uchidzidzira mashoma ma paramita. Nekuti basa rega rega rinowana rayo diki adapta, unogona kuchengeta imwe base modhi pamwe neakawanda lightweight basa modules, uye kuchinjanisa kana kuarongedza. Adapter inhengo yekutanga yemhuri-inoshanda zvakanaka-tuning (PEFT), padivi peLoRA uye prefix tuning.
Kuitwa muNyika yeChokwadi
Kuwedzera adapta yemutauro kuti modhi imwe yemitauro yakawanda ive yakakosha, toti, chiSwahili pasina kudzidzisa network yese.
Kuchengeta imwe base modhi pamwe neakawanda ediki pa-mutengi adapter mune yeSaaS chigadzirwa, kuchinjanisa iyo chaiyo muchikumbiro chimwe nechimwe.
Kunyatsogadzirisa modhi yekusarudzika kwemanzwiro nekudzidzisa chete-shoma-muzana adapta, wozochengeta hwaro hwakagovaniswa kune mamwe mabasa.
Kuturika dhiraivha yebasa pamusoro peadhaputata yedomeini (semuenzaniso, adapta yezvinyorwa zvemutemo pamwe neadhaputa yepfupiso) yekushandisazve modular.
Ramangwana reAdhapter Layers Yekuchinjisa
Adapter uye yakafararira PEFT toolkit yave chiyero chekugadzirisa mamodheru akakura zvinokwanisika, kunyanya semhando yemabharumu. Tarisira kukura mukuumbwa kweadapter (kubatanidza basa kana maadapter emutauro modularly, seAdapterHub), kutenderera pakati pema adapter akawanda pakufungidzira, uye pa-device personalization apo diki adapter inogadzira yakagovaniswa base modhi pamushandisi. LoRA misiyano iri kuwedzera kutonga kune sheer kunyatsoita, asi iyo yepasi zano, omesa iyo hofori modhi uye dzidzisa diki plug-in, ikozvino iri pakati pemabatiro anoita munda.
Kuzvishandisa
Nei zvichikosha
- Kumhanya uye chiyero. Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
- Svika uye svika. Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
- Sarudzo dzakajeka. Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Chenjera
- Chokwadi chehuroyi chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana tsvakiridzo.
- Kunzwa nekukasira kunogona kugadzira mhedzisiro isingaenderane pane zvikumbiro zvakafanana.
- Sensitive text data inogona kuburitswa kana zvidhiraivho zvisina kusimba.
Matanho anotevera
- Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
- Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
- Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
- Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.
Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.
Zviedze iwe pachako
Take the Adapter Layers for Transfer quiz
Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.
Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
Chii chinonzi Adapter Layers for Transfer?
Adapter layers madiki anodzidziswa mamodule akaiswa muchando akafanodzidziswa modhi, achikuita kuti uigadzirise kumabasa matsva nekuvandudza mashoma muzana emaparamita. Ivo vanoita zvakanaka-tuning zvakachipa, modular, uye nyore kuchinjanisa.
Chii chinoitika kune izvo zvakafanodzidziswa huremu paunenge uchidzidzira nemaadapter?
Adapter tuning inochengeta base modhi yakaomeswa uye inodzidza chete madiki akaiswa mamodule.
Chii chinonzi chimiro chemukati chebhodhoro adapter?
Iyo classic adapta inosvina iyo yakavanzika mamiriro kune yakaderera dimension, inoshandisa isina mutsara, mapurojekiti anotsigira, uye anowedzera skip yekubatanidza.
Zvingangove chikamu chipi chezvikamu izvo maadapter anowanzo kudzidzisa?
Maadapter anowanzo wedzera uye kudzidzisa mashoma muzana eiyo modhi yakazara paramita, ishoma pane yakazara-tuning.
Sei ma adapter ari nyore kubatira mabasa mazhinji?
Nekuti basa rega rega rinongoda diki adapta, imwe yakagovaniswa base modhi inogona kushanda akawanda mabasa nekuchinjanisa lightweight modules.
Ndeapi mhuri yehunyanzvi iyo adapta ndeye?
Adapter inzira yakakosha yePEFT, padivi penzira dzakaita seLoRA uye prefix tuning.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi