Incamake
Icyitonderwa cyemerera icyitegererezo guhitamo andi magambo mumagambo yingirakamaro cyane mugihe asobanura buri jambo. Nigitekerezo cyibanze cyakoze transformateur - nuko rero AI igezweho nka ChatGPT - birashoboka.
Uburyo bwo Kwitondera ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Icyitonderwa gisubiza ikibazo cyoroshye kuri buri jambo: ni ayahe magambo yandi nareba kugirango nsobanukirwe n'iri? Impapuro za 2017 'Icyitonderwa Nicyo Ukeneye cyose' cyanditswe na Vaswani na bagenzi be kuri Google berekanye transformateur, ikoresha ubwitonzi nka moteri nyamukuru kandi igahindura ibishushanyo bishaje. Buri kimenyetso gihindurwamo ibice bitatu: ikibazo (ndashaka iki?), Urufunguzo (ndatanga iki?), N'agaciro (amakuru ntwaye). Ikibazo cyikigereranyo cyagereranijwe nurundi rufunguzo rwibimenyetso kugirango rutange uburemere, hanyuma ruhuza indangagaciro hamwe. Kwiyitaho ubikora muburyo bumwe kugirango buri jambo rishobore kwitabira irindi jambo ryose. Imitwe myinshi-imitwe ikora igereranya ryinshi murwego rumwe, buriwese yibanda kuburyo butandukanye.
Ubushishozi
Imibare yapimwe akadomo-ibicuruzwa byitondewe: softmax (QK ^ T / √d_k) V. Igicuruzwa cyadomo cyibibazo nurufunguzo cyerekana uko buri jambo rifite akamaro; kugabana na kare kare yumuzi wingenzi (√d_k) ituma ayo manota adakura cyane; softmax ibahindura muburemere igereranya imwe; no kugwiza na V bitanga uburemere buremereye bwindangagaciro. Kuberako buri kimenyetso kigereranya nibindi, ikiguzi gikura hamwe na kare yuburebure bwikurikiranya - O (n²) - niyo mpamvu inyongeramusaruro ndende ihenze nimpamvu optimizasiyo nka FlashAttention ibaho.
Kumenya uburyo bwo kwitondera
Icyitonderwa cyemerera icyitegererezo guhitamo andi magambo mumagambo yingirakamaro cyane mugihe asobanura buri jambo. Nigitekerezo cyibanze cyakoze transformateur - nuko rero AI igezweho nka ChatGPT - birashoboka. Uburyo bwo Kwitondera ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata uburyo bwo Kwitondera nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha uburyo bwo Kwitondera Ibishushanyo mbonera, kugarura, no gusuzuma 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
Ubusobanuro bwimashini, aho icyitegererezo cyitabira amagambo yinkomoko mugihe utanga buri jambo ryahinduwe.
Incamake, aho kwitondera bifasha icyitegererezo kwibanda ku nteruro zingenzi mu ngingo ndende.
Abafasha ba kode bitabira ibisobanuro bihinduka mbere yo guhanura umurongo ukurikira.
Ikibazo gisubiza hejuru yinyandiko, aho kwitondera guhuza amagambo yibibazo igice kirimo igisubizo.
Uburyo bwo Gushyira mu bikorwa
Uburyo bwo Kwitondera Imikorere
Ubusobanuro bwimashini, aho icyitegererezo cyitabira amagambo yinkomoko mugihe utanga buri jambo ryahinduwe.
Ubusobanuro bwimashini, aho icyitegererezo cyitabira amagambo yinkomoko ajyanye nogukora buri jambo ryahinduwe 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.
Uburyo bwo Kwitondera Imikorere
Incamake, aho kwitondera bifasha icyitegererezo kwibanda ku nteruro zingenzi mu ngingo ndende.
Incamake, aho kwitabwaho bifasha icyitegererezo kwibanda ku nteruro zingenzi mu ngingo ndende Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Uburyo bwo Kwitondera Imikorere
Abafasha ba kode bitabira ibisobanuro bihinduka mbere yo guhanura umurongo ukurikira.
Abafasha ba kode bitabira ibisobanuro byahinduwe mbere mugihe bahanuye umurongo ukurikira Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Uburyo bwo Kwitondera Imikorere
Ikibazo gisubiza hejuru yinyandiko, aho kwitondera guhuza amagambo yibibazo igice kirimo igisubizo.
Ikibazo gisubiza hejuru yinyandiko, aho kwitondera guhuza amagambo yibibazo nigice gikubiyemo igisubizo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana 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.