Incamake
Guhatira abarimu ni amayeri yo guhugura kuri moderi zikurikirana aho ikimenyetso cyukuri cyabanjirije iki, ntabwo ari icyitegererezo ubwacyo, kigaburirwa nkibikurikira byinjira. Bituma imyitozo yihuta kandi ihamye.
Guhatira abarimu muburyo bukurikiranye nicyuma cyubaka tekinike kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Moderi ikurikirana nka RNNs, LSTMs, na decoder ya Transformer itanga ikimenyetso kimwe icyarimwe, hamwe na buri ntambwe itondekanya ibimenyetso mbere yacyo. Mugihe cy'amahugurwa urashobora kugaburira icyitegererezo ibyo wavuze mbere, ariko hakiri kare mugutoza ibyo bihanura usanga ahanini ari bibi, kubwibyo amakosa arikomatanya no kwiga gukurura. Guhatira mwarimu ahubwo kugaburira ubutaka-ukuri kuva kumurongo ukurikirana kuri buri ntambwe, bityo icyitegererezo gihora kimeze neza mbere. Ibi bituma imyanya yose ihugurwa muburyo bubangikanye (cyane cyane muri Transformers ikoresheje maskike yo kwiyitaho) kandi itanga imbaraga zikomeye, zihamye. Gufata: mugihe cyo gufata umwanzuro nta kuri kwukuri guhari, bityo icyitegererezo kigomba kurya ibisubizo byacyo, bigakora ibizamini bya gari ya moshi bitajyanye no kubogama.
Ubushishozi
Hamwe nabarimu bahatira, decoder yinjiza kumurongo t ni ikimenyetso cya zahabu y_ {t-1}, mugihe igihombo ari cross-entropy hagati yikwirakwizwa ryikitegererezo na y_t. Muri Transformers, impanvu yo kwitondera mask ireka intego zose zikurikirana zitunganyirizwa mumurongo umwe wimbere mugihe ukomeje kubuza buri mwanya gushakisha ibimenyetso bizaza. Uku kubangikanya nimpamvu nyamukuru Abahinduzi bitoza byihuse kuruta intambwe-ku-ntambwe isubiramo decoding.
Kumenyereza Mwarimu Guhatira muburyo bukurikiranye
Guhatira abarimu ni amayeri yo guhugura kuri moderi zikurikirana aho ikimenyetso cyukuri cyabanjirije iki, ntabwo ari icyitegererezo ubwacyo, kigaburirwa nkibikurikira byinjira. Bituma imyitozo yihuta kandi ihamye. Guhatira abarimu muburyo bukurikiranye nicyuma cyubaka tekinike kigira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugira ngo wubake ubushishozi bwimbitse, fata Guhatira abarimu muri Moderi ikurikirana 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 Guhatira abarimu muri Moderi ikurikirana itezimbere 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
Guhugura imashini isobanura imashini yerekana aho zahabu igenewe interuro igaburirwa token-to-token to decoder
Gutegura imiterere-yindimi ya GPT hamwe na masking masking kuburyo buri gikurikira-kimenyetso gihanura kibona ukuri kwambere.
Guhugura ishusho-yerekana decoder mugaburira amagambo yanditseho amagambo mugihe cyo kwiga
Kwigisha imvugo-ku-cyitegererezo aho inyuguti-yukuri inyuguti zinyandiko ziyobora decoder kuri buri ntambwe
Uburyo bwo Gushyira mu bikorwa
Guhatira abarimu muburyo bukurikirana mubikorwa
Guhugura imashini isobanura imashini yerekana aho zahabu igenewe interuro igaburirwa token-to-token to decoder.
Guhugura imashini isobanura imashini isobanura aho interuro yintego ya zahabu igaburirwa token-to-token to decoder 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.
Guhatira abarimu muburyo bukurikirana mubikorwa
Gutegura GPT-imiterere yururimi rwicyitegererezo hamwe na masking masking kuburyo buri gihano gikurikira-ibimenyetso byerekana ukuri kwambere.
Gutegura imiterere yururimi rwa GPT hamwe no guhishira impanvu kugirango buri gihano gikurikiraho-kimenyetso kiboneye ibimenyetso byukuri mbere yamakipe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhatira abarimu muburyo bukurikirana mubikorwa
Guhugura ishusho-yerekana decoder mugaburira amagambo yanditseho amagambo mugihe cyo kwiga.
Kumenyereza decoder yerekana amashusho mugaburira amagambo yanditseho mugihe cyo kwiga Amakipe mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhatira abarimu muburyo bukurikirana mubikorwa
Kwigisha imvugo-ku-cyitegererezo aho inyuguti-yukuri inyuguti zinyandiko ziyobora decoder kuri buri ntambwe.
Kwigisha imvugo-ku-cyitegererezo aho inyuguti-zukuri zerekana inyuguti ziyobora decoder kuri buri ntambwe 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.
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.