Guhuza Icyitegererezo
Guhuza icyitegererezo bihuza uburemere bwimyanya ibiri cyangwa myinshi yatojwe imiyoboro yimitsi muburyo bumwe - nta kongera imyitozo cyangwa kubona amakuru yumwimerere.
Incamake
It matters because it lets teams blend specialized skills cheaply, turning expensive fine-tuned models into reusable building blocks.
Kwibira cyane
Icyitegererezo cyo guhuza gihuza ibipimo bifatika (uburemere) bwa moderi nyinshi zisangiye imyubakire imwe. Uburyo bworoshye cyane, uburemere buringaniye, gusa bufata uburyo bwo gupima uburemere. Ubundi buryo bwubwenge bukorana n '' imirimo ikora '- itandukaniro riri hagati yuburyo bwiza kandi bushingiye. Ongeraho akazi vector itera ubuhanga; gukuramo birashobora gukuraho imyitwarire idashaka. Tekinike nka TIES-Guhuza na DARE trim no gukuraho izo vectors kugirango ugabanye kwivanga mugihe moderi nyinshi zahujwe. Kuberako ntamanuka ya gradient cyangwa data asabwa, guhuza bikora mumasegonda kuri mudasobwa igendanwa. Gufata: ikora gusa mugihe moderi zimanuka ziva mubisanzwe kandi ziba mukarere gahuye nuburemere bwibiro.
Ubushishozi
Igitekerezo cyingenzi nuko guhuza neza kwimura uburemere hafi yikigereranyo cy 'igihombo' hafi yicyitegererezo. Inshingano ya vector ni gusa (ibipimo byiza byapimwe ukuyemo ibipimo fatizo). Kuberako iyi vectors iringaniye kandi akenshi hafi-ya orthogonal mumirimo itandukanye, urashobora kongeramo byinshi hamwe kandi moderi ikomatanyije igumana buri buhanga. TIES na DARE banza ukate deltas ntoya cyangwa ivuguruzanya kugirango ugabanye ibimenyetso bitumvikana, hanyuma uhuze, ubuza umurimo umwe kwandika hejuru yundi.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Ejo hazaza h'icyitegererezo
Tegereza guhuza kugirango ube igice gisanzwe cyikitegererezo 'iminyururu itanga.' Hubs imaze kwakira ibihumbi n'ibihumbi byahujwe, hamwe nibikoresho nka mergekit bituma resept zisangira. Ubushakashatsi bugenda bwerekeza kubushakashatsi bwikora (algorithms yubwihindurize butoranya ibice-byerekana imiterere), guhuza inyubako zitandukanye, no guhuza ibice-by-Impuguke biguruka. Mugihe gufungura neza-imirongo igenda yiyongera, guhuza bitanga inzira-yubusa yo guhimba ubushobozi, nubwo gutanga uruhushya no kwerekana imiterere yahujwe bizakenera ibipimo bisobanutse.
Gushyira mu bikorwa Isi
Kuvanga moderi ya coding-moderi hamwe na moderi yo kuganira kuburyo LLM imwe yandika code kandi iganira muburyo busanzwe, nta kongera kwitoza.
Ubwihindurize bwo guhuza ubushakashatsi bwahujije icyitegererezo cyururimi rwikiyapani nicyitegererezo cyimibare yicyongereza kugirango gitange imibare ikomeye yo mu rurimi rwikiyapani.
Gukuramo 'uburozi' akazi kerekana uburemere bwikitegererezo kugirango ugabanye umusaruro wangiza udakusanyije amakuru mashya yumutekano.
Guhuza adaptate nyinshi za LoRA zahuguwe muburyo butandukanye bwo kwandika muburyo bumwe bushobora guhindura ijwi.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Sakana AI Ihindagurika ryikitegererezo
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What is Model Merging?
Guhuza icyitegererezo bihuza uburemere bwimyanya ibiri cyangwa myinshi yatojwe imiyoboro yimitsi muburyo bumwe - nta kongera imyitozo cyangwa kubona amakuru yumwimerere. Nibyingenzi kuko ireka amakipe avanga ubuhanga bwihariye ahendutse, ahindura moderi zihenze neza-zahinduwe neza muburyo bwubaka.
Ni ubuhe buryo bwo guhuza icyitegererezo bukomatanya?
Guhuza icyitegererezo bikora neza kuburemere bwize / ibipimo bya moderi, kubihuza mumurongo umwe, aho guhuza amakuru cyangwa ibisubizo byigihe.
Kuki moderi yo guhuza ikora mumasegonda kubikoresho byoroheje?
Kuberako guhuza bifite uburemere bwimbitse kuburemere buriho, nta gusubira inyuma bihenze cyangwa amakuru yatanzwe.
Ni ikihe kibazo uburyo nka TIES-Guhuza na DARE bikemura?
AMAFARANGA na DARE gukata no gukuraho ibice byakazi kugirango ugabanye ivugurura (rinyuranyije-ikimenyetso), bityo umurimo umwe ntiwandika undi.
Nigute guhuza byakoreshwa * gukuraho * imyitwarire itifuzwa?
Kwanga (gukuramo) icyerekezo cyakazi gifitanye isano nimico idashaka, nkuburozi, birashobora kuyobora icyitegererezo kure yiyo myitwarire.