Incamake
LoRA igufasha guhitamo icyitegererezo kinini cyateguwe mugutoza agace gato k'ibiro bishya aho kuba miliyari zose. Nuburiganya butuma kuringaniza neza bihendutse kuri GPU imwe kandi ikareka icyitegererezo cyibanze gikora imirimo myinshi yihariye.
LoRA na Parameter-Gukora neza ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Byuzuye neza-kuvugurura neza uburemere bwose muburyo bw'icyitegererezo, ibyo kuri miriyari-miriyari-y'urusobe rusaba kwibuka cyane no kubika kuri buri gikorwa gishya. LoRA (Adaptation yo mu rwego rwo hasi) ifata inzira irushijeho kuba nziza: ikonjesha uburemere bwumwimerere rwose kandi igashyiramo matrike ntoya, yatozwa 'adapter' iruhande rwabo. Urufunguzo rwibanze ni uko impinduka zikenewe kugirango zimenyekanishe icyitegererezo ni urwego rwo hasi - rushobora gufatwa na matrices ebyiri zinanutse zifite ibicuruzwa bisa na matrike nini, ariko hamwe numubare muto cyane wo kwiga. Akenshi utoza munsi ya 1% yibipimo. Igisubizo ni dosiye ntoya ya adapter (rimwe na rimwe megabayiti nkeya) ushobora guhinduranya no hanze. QLoRA iragenda igereranya igipimo cyahagaritswe kugeza kuri 4-bit, bigatuma abantu bahuza neza moderi nini kubikoresho byabaguzi.
Ubushishozi
Kuri matrix yuburemere W, LoRA yerekana ivugurura ryayo nkibicuruzwa bya matrica ebyiri zo mu rwego rwo hasi, B inshuro A, aho A na B bafite igipimo gito cyimbere r (urwego, akenshi 8 cyangwa 16). Mugihe cy'amahugurwa gusa A na B bariga; W iguma ikonje. Mugusuzumisha adaptori yasohotse yongewe kumurongo wambere wibisohoka, kandi ikintu gipima (alpha) kigenzura ingaruka zacyo. Kuberako B inshuro A ishobora guhuzwa gusubira muri W nyuma yimyitozo, LoRA yongeramo zeru zidasanzwe zimaze guhuzwa muburyo bwoherejwe.
Kumenya LoRA na Parameter-Gukora neza
LoRA igufasha guhitamo icyitegererezo kinini cyateguwe mugutoza agace gato k'ibiro bishya aho kuba miliyari zose. Nuburiganya butuma kuringaniza neza bihendutse kuri GPU imwe kandi ikareka icyitegererezo cyibanze gikora imirimo myinshi yihariye. LoRA na Parameter-Gukora neza ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata LoRA na Parameter-Efficient Tuning nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha LoRA na Parameter-Igikoresho cyiza cyo guhuza ibishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kuringaniza neza moderi ifunguye nka Llama ku bitaro by’ibitaro ukoresheje GPU imwe aho kuba cluster yuzuye
Kohereza adaptate ya MB 10 ya LoRA ihindura chatbot rusange nkumufasha winyandiko-yemewe utagabanije moderi yose
Koresha QLoRA kugirango uhuze neza moderi nini ku ikarita yerekana ibishushanyo mbonera mugupima uburemere bwibanze bwahagaritswe kugeza kuri 4-bit
Kwakira icyitegererezo kimwe shingiro hamwe no gushyushya-adaptate zitandukanye za LoRA kuri buri mukiriya kugirango akorere abafasha benshi kabuhariwe.
Uburyo bwo Gushyira mu bikorwa
LoRA na Parameter-Guhuza neza mubikorwa
Kuringaniza neza moderi ifunguye nka Llama ku bitaro by’ibitaro ukoresheje GPU imwe aho kuba cluster yuzuye.
Kuringaniza neza icyitegererezo gifunguye nka Llama ku bitaro by’ibitaro ukoresheje GPU imwe aho kuba cluster yuzuye Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
LoRA na Parameter-Guhuza neza mubikorwa
Kohereza adaptate ya MB 10 ya LoRA ihindura chatbot rusange nkumufasha winyandiko-yemewe utagabanije moderi yose.
Kohereza adaptate ya MB 10 ya LoRA ihindura chatbot muri rusange ikaba umufasha winyandiko-yemewe utagabanije kugabana amakipe yose yicyitegererezo Ubusanzwe ibona ibisubizo byiza iyo isobanuye ibipimo byujuje ubuziranenge imbere, igakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi ikurikirana inyungu zibyara umusaruro nibiciro byigihe.
LoRA na Parameter-Guhuza neza mubikorwa
Koresha QLoRA kugirango uhuze neza moderi nini ku ikarita yerekana ishusho yumuguzi ugereranije uburemere bwibanze bwakonje kugeza kuri 4-bit.
Gukoresha QLoRA kugirango uhuze neza moderi nini ku ikarita yerekana ibishushanyo mbonera by’umuguzi ugereranya ibipimo fatizo byahagaritswe kugeza ku makipe 4-biti ubusanzwe bibona umusaruro ushimishije iyo bisobanuye ibipimo ngenderwaho byimbere, bikomeza inzira yo kuzamura abantu kubibazo, kandi bikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
LoRA na Parameter-Guhuza neza mubikorwa
Kwakira icyitegererezo kimwe cyibanze no gushyushya-adaptate zitandukanye za LoRA kumukiriya kugirango akorere abafasha benshi kabuhariwe.
Kwakira icyitegererezo kimwe cyibanze hamwe no guhinduranya ibintu bitandukanye Adaptate ya LoRA kuri buri mukiriya kugirango ikorere abafasha benshi kabuhariwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.