Gutema Gukata no Guterera Imirongo
Gutema byubatswe bikuraho ibice byose bigize urusobe rw'imitsi, nk'imitwe yitabwaho, neuron, cyangwa ibice byose, bityo moderi yoroheje ikora vuba kubikoresho bisanzwe.
Incamake
Layer dropping is the most aggressive version, deleting full transformer blocks to shrink depth.
Kwibira cyane
Gukata zeru zitubatswe zipima uburemere bwa buri muntu, ariko matrix yuzuye zeru itatanye iracyakora umuvuduko wuzuye kuri GPU kuko ibyuma ntibisimbuka. Gutema byubatswe ahubwo bivanaho guhuza, imitwe yose yitabwaho, kugaburira-imbere ya neuron, imiyoboro, cyangwa ibice byose, mubyukuri bigabanya tensor kandi bitanga umuvuduko nyawo udafite intanga zidasanzwe. Kugabanuka kumurongo bisunika cyane: ubushakashatsi nka LayerDrop hanyuma nyuma yo gutema ubujyakuzimu bwerekana ko ibice byinshi bya transformateur, cyane cyane hagati no hagati, hejuru biratangaje. Urashobora gusiba 20 kugeza 40 ku ijana by'ibice hanyuma ugarura ibyinshi byatakaye hamwe nuruziga rugufi rwo guhuza neza cyangwa gutandukanya ubumenyi. Akamaro gasuzumwa na metrics nkintera yimfuruka hagati yurwego rwinjiza nibisohoka (uko bihindura guhagararirwa).
Ubushishozi
Ubusanzwe ubujyakuzimu-bwo gutondekanya amanota amanota kuri buri gice nukuntu ibyinjira byinjira nibisohoka byihishe leta: niba urwego ruhindura gusa imigezi isigaye (cosine yo hejuru), itanga bike kandi irashobora gutabwa. Imitwe irashobora gutondekwa na sensitivite, kwiyongera kw'igihombo iyo bipfutse. Nyuma yo gukuraho ibice bito-bitanga amanota make, intambwe ngufi yo gutandukanya ireka uburemere bukiriho bukongera kwinjiza imikorere yibice byaciwe no kugarura ubuziranenge.
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.
Igihe kizaza cyo gutema no gutema ibice
Gutema byimbitse kandi byimbitse biragenda biba bisanzwe muburyo bwo gukora ibintu byintangarugero biva kumurongo umwe wateguwe mbere, nkuko bigaragara mubugari-bwimbitse no gutobora hiyongereyeho imiyoboro ya distillation ikuramo moderi ntoya nini nini. Tegereza kwishyira hamwe hamwe no kugereranya no kugendana, ibyuma-bimenyesha gukata byibasira umuvuduko wihuse, hamwe nishakisha ryikora rihitamo buriherezwa uko uburebure cyangwa ubugari bingana kugabanya ingengo yimari yatanzwe.
Gushyira mu bikorwa Isi
Gutandukanya icyitegererezo gito cyabanyeshuri kuva mwarimu munini ukata ibice hanyuma ugahuza neza kugirango ugarure neza
Kuraho ibitekerezo bitagira ingano mumutwe wubusemuzi kugirango ugabanye ubukererwe kubikoresho byuruhande
Kureka impinduramatwara yo hejuru ya LLM kugirango ikubite intego igendanwa yubukererwe
Kurema umuryango wubunini bwikitegererezo uhereye kumugenzuzi umwe wabigenewe ukata kugeza ubujyakuzimu n'ubugari butandukanye
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
Gukata Icyitegererezo
Ibibazo bikunze kubazwa
What is Structured Pruning and Layer Dropping?
Gutema byubatswe bikuraho ibice byose bigize urusobe rw'imitsi, nk'imitwe yitabwaho, neuron, cyangwa ibice byose, bityo moderi yoroheje ikora vuba kubikoresho bisanzwe. Kugabanuka kumurongo nuburyo bukaze cyane, gusiba ibice byose byahinduye kugirango bigabanye ubujyakuzimu.
Ni ukubera iki gutema byubatswe bitanga umuvuduko nyawo mugihe gutema bitubatswe akenshi bidakora?
Gukuraho imitwe yose, neuron, cyangwa ibice bigabanya ibipimo bya tensor, bityo ibyuma bisanzwe byuzuye bikora akazi gake, mugihe zeru zitatanye ziracyabarwa.
Niki 'guta ibice' murwego rwo guhindura ibintu?
Kumanura ibice bikuraho ibice byose byahinduye, bigabanya ubujyakuzimu bwurubuga, nuburyo bukarishye bwo gutema.
Ni ikihe kimenyetso gikunze kwerekana ko urwego rwa transformateur rushobora kugabanuka neza?
Niba urwego ruhindura gusa ibisigisigi (byinshi byinjira-bisohoka bisa), bitanga bike kandi ni umukandida wo gukuraho.
Niyihe ntambwe isanzwe igarura ubunyangamugayo nyuma yo gutema?
Muri make gutunganya neza cyangwa gusibanganya bituma uburemere busigaye bwongera kwinjiza imikorere yibice byaciwe kandi bigarura ibyinshi byatakaye.
Nigute imitwe yitabwaho kugiti cye ikunze gushyirwa mugukata?
Akamaro k'umutwe kagereranijwe nuburyo igihombo kizamuka iyo gipfundikijwe; imitwe-yoroheje yimitwe yaciwe mbere.