Uruvange rwinzobere za LoRA
Uruvange rwinzobere za LoRA (MoLE) rukomatanya adapteri ntoya, ihendutse-yatojwe adapteri hamwe na router yize kuburyo moderi imwe shingiro ishobora guhinduka kuburyo bworoshye mubikorwa, imiterere, cyangwa ubuhanga.
Incamake
It matters because it brings the modularity of Mixture-of-Experts to fine-tuning without retraining huge networks.
Kwibira cyane
LoRA (Adaptation yo mu rwego rwo hasi) ihagarika uburemere bw'icyitegererezo cyateganijwe kandi igatoza matricike ntoya yo mu rwego rwo hasi yerekana imyitwarire yayo, bigatuma neza neza bihendutse. Uruvange rwinzobere za LoRA ruhugura adapteri nyinshi, buriwese afata ubuhanga butandukanye, indangarugero, cyangwa igitekerezo cyo kureba, hanyuma akongeramo umuyoboro muto winjira uhitamo adaptate zo gukora (nuburyo bukomeye) kubitekerezo byatanzwe. Mu mwanya umwe wa monolithic nziza-tune, ubona isomero ryinzobere zihimbano. Router irashobora guhuza abahanga kumurongo no kuri buri kimenyetso, ikibazo rero coding gishobora gukurura adapter ya Python mugihe inkuru ihita ikurura inkuru. Ibi birinda kwivanga no kwibagirwa kwibagirwa ko icyorezo cyamahugurwa adapter imwe kumirimo myinshi ivanze icyarimwe, kandi ikareka amakipe akongeramo cyangwa akuraho ubuhanga adakora ku mugongo wafunzwe.
Ubushishozi
Buri mpuguke ya LoRA itera delta W = B * A, aho A na B ari matrica yo mu rwego rwo hasi (urwego akenshi 4-64). Imikorere ya gating itanga uburemere hejuru yinzobere, nibisohoka byahujwe nkamafaranga aremereye (kuvanga byoroshye) cyangwa top-k guhitamo (inzira zidasanzwe). Mubyukuri uburemere bwibanze buguma bukonje, kubwibyo adaptateur na router gusa ni bo bahuguwe. Mu buryo bwo gukwirakwiza amashusho yerekana amashusho, gutondekanya ibyiciro byiga uburemere bwa buri cyiciro kuburyo ibitekerezo byinshi LoRAs ihimba ntawe urenze izindi.
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 havanze Impuguke za LoRA
Tegereza amasoko ya adapter aho moderi zipakurura impuguke za LoRA kubisabwa, hiyongereyeho na roters-auto-kuvumbura abahanga umurimo bakeneye mugihe cyo gufata umwanzuro. Ubushakashatsi bugenda bugana ku myigire yize ikemura amakimbirane hagati ya adapteri, itangwa ryingufu zingirakamaro kuri buri mpuguke, no guhuza MoLE hamwe na moderi nkeya-moderi ya MoE kugirango ibe inzobere ebyiri. Kumashanyarazi no kumurongo woherezwa byunguka byinshi, kuva guhinduranya megabayite adapteri bihendutse cyane kuruta kohereza ibintu bishya byuzuye.
Gushyira mu bikorwa Isi
Umufasha wa kode unyura hagati yinzobere zitandukanye za LoRA kuri Python, SQL, na Rust bitewe na dosiye cyangwa ikibazo, wirinda kwivanga mundimi.
Abakoresha ba Diffusion Stable bakurikirana inyuguti nyinshi nuburyo LoRAs hamwe na gatingingi kuburyo igishushanyo gikomeza isura yihariye nuburyo bwubuhanzi butagira ibara cyangwa ibisobanuro birambuye.
Isosiyete ikora chatbot yipakurura kuri buri shami adaptateur (byemewe, HR, imari) kumurongo umwe wibanze wahagaritswe, kubihinduranya nta gusubiramo.
Icyitegererezo cyindimi nyinshi hamwe ninzobere imwe ya LoRA kururimi, iyobowe nururimi rwinjijwe kugirango imvugo ya buri rurimi ikomeze.
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
Uruvange rwinzobere
Ibibazo bikunze kubazwa
What is Mixture of LoRA Experts?
Uruvange rwinzobere za LoRA (MoLE) rukomatanya adapteri ntoya, ihendutse-yatojwe adapteri hamwe na router yize kuburyo moderi imwe shingiro ishobora guhinduka kuburyo bworoshye mubikorwa, imiterere, cyangwa ubuhanga. Nibyingenzi kuko bizana modularité yuruvange-rwinzobere muguhuza neza nta kongera imyitozo nini.
Igice cya 'LoRA' cyo Kuvanga Impuguke za LoRA kivuga iki?
LoRA isobanura imiterere yo kurwanya imihindagurikire y'ikirere: ikonjesha icyitegererezo kandi igatoza matricike yo mu rwego rwo hasi ihindura imyitwarire ihendutse.
Nuwuhe murimo wumuyoboro wa gating / router muri MoLE?
Router itanga uburemere hejuru yinzobere ziboneka za LoRA, guhitamo no kubahuza kuri buri cyinjijwe (kandi akenshi kuri layer cyangwa token).
Kuki MoLE akenshi iruta guhugura adapt imwe kumirimo myinshi ivanze?
Abahanga batandukanye birinda kwibagirwa ibiza no kwivanga mubikorwa bibaho mugihe adapter imwe igomba kwiga ubuhanga bwinshi buvuguruzanya icyarimwe.
Mugihe cy'amahugurwa ya MoLE, mubisanzwe bigenda bite kubipimo fatizo byateganijwe mbere?
Umugongo ukomeza gukonja; gusa abahanga bato ba LoRA numuyoboro wa gating bakira buhoro buhoro.
Muburyo bwo gukwirakwiza amashusho, nikihe kibazo gikurikirana / kuri buri cyiciro cyinjira muri MoLE gifasha gukemura?
Gate-gating yiga uburyo buri adaptate itanga umusanzu kuri buri cyiciro, kureka ibitekerezo byinshi LoRAs ikomatanya ntanimwe biganje.