Incamake
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.
Guhuriza hamwe Model ni tekinoroji yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
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 interineti 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 undi.
Kwiga Icyitegererezo
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. Guhuriza hamwe Model ni tekinoroji yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Model Guhuza 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 Model Guhuza atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
Kuvanga moderi ya coding-yashizweho 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.
Uburyo bwo Gushyira mu bikorwa
Icyitegererezo Guhuza mubikorwa
Kuvanga moderi ya coding-yashizweho na moderi yo kuganira kuburyo LLM imwe yandika code kandi iganira muburyo busanzwe, nta kongera kwitoza.
Kuvanga moderi ya coding-moderi hamwe na moderi yo kuganira kugirango LLM imwe yandike kode kandi iganire muburyo busanzwe, itabanje kwitoza Amakipe yaba asanzwe abona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Icyitegererezo Guhuza mubikorwa
Ubwihindurize bwo guhuza ubushakashatsi bwahujije icyitegererezo cyururimi rwikiyapani nicyitegererezo cyimibare yicyongereza kugirango gitange imibare ikomeye yo mu rurimi rwikiyapani.
Ubushakashatsi bwihuza bwihuza bwahuje icyitegererezo cyururimi rwikiyapani nicyitegererezo cyibibare cyicyongereza kugirango gitange imbaraga zikomeye zo mu mibare zikoreshwa mu mvugo y’ikiyapani Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyitegererezo Guhuza mubikorwa
Gukuramo 'uburozi' akazi kerekana uburemere bwikitegererezo kugirango ugabanye umusaruro wangiza udakusanyije amakuru mashya yumutekano.
Gukuramo ibikorwa byuburozi biva muburemere bwikitegererezo kugirango ugabanye umusaruro wangiza udakusanyije amakuru mashya yumutekano Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyitegererezo Guhuza mubikorwa
Guhuza adaptate nyinshi za LoRA zahuguwe muburyo butandukanye bwo kwandika muburyo bumwe bushobora guhindura ijwi.
Guhuza adaptateur nyinshi za LoRA zahuguwe muburyo butandukanye bwo kwandika muburyo bumwe bushobora guhinduranya amajwi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.