Incamake
Uruvange rwimbitse (MoD) rutuma transformateur ikoresha amafaranga atandukanye ya compte kubimenyetso bitandukanye, ikayobora gusa ibimenyetso 'byingenzi' binyuze muri buri cyiciro kiremereye. Igabanya ikiguzi cyo gutunganya ibimenyetso byoroshye mugihe ubitse ingengo yimibare ihamye, iteganijwe.
Kuvanga Ubujyakuzimu ni igice cyururimi-AI igikoresho gikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Impinduka zisanzwe zikoresha buri cyiciro kuri buri kimenyetso, ndetse ntoya nkutumenyetso. Kuvanga Ubujyakuzimu, bwatangijwe na Google DeepMind muri 2024, yongeraho router ntoya kuri buri gice gihitamo top-k igice cyagenwe cyerekana ibimenyetso kugirango ubashe kwiyitaho no kubara MLP; ahasigaye gusimbuka guhagarika ukoresheje ihuza risigaye. Kuberako k ibimenyetso gusa bitunganyirizwa kumurongo, compte yose (FLOPs) irafatwa kandi izwi mbere, bitandukanye nuburyo bwambere bwimbaraga-bwimbitse bwatandukanye muburyo butateganijwe. Ibi bituma gukoresha no gukoresha ibikoresho neza. Moderi yatojwe na MoD irashobora guhuza ubwiza bwibanze bwa transformateur ukoresheje FLOP nkeya kuri pass yimbere, cyangwa ikagera kumurongo wo hejuru kuri compte imwe, kandi igitekerezo gihimbano gisanzwe hamwe na Mixture-y-Impuguke kugirango itange moderi ya 'MoDE' inzira yuburebure n'ubugari.
Ubushishozi
Kuri buri gice cya MoD, yize umurongo wa router wize amanota buri kimenyetso kandi agakomeza top-k kumanota; byatoranijwe ibimenyetso byanyuze mubitekerezo na MLP, mugihe ibimenyetso bitatoranijwe bitwarwa imbere bidahindutse n'inzira isigaye. Gukoresha top-k ihamye (aho kuba kuri buri kimenyetso) bituma compte igishushanyo gihamye hamwe na tensor ishusho ihoraho, ikaba yorohereza ibyuma. Router yatojwe hamwe nabandi basigaye, kandi ibisekuruza bitera gukoresha abahanuzi bafasha kugirango ibyemezo byo guhitamo ntibireba ibimenyetso bizaza.
Kumenya kuvanga Ubujyakuzimu
Uruvange rwimbitse (MoD) rutuma transformateur ikoresha amafaranga atandukanye ya compte kubimenyetso bitandukanye, ikayobora gusa ibimenyetso 'byingenzi' binyuze muri buri cyiciro kiremereye. Igabanya ikiguzi cyo gutunganya ibimenyetso byoroshye mugihe ubitse ingengo yimibare ihamye, iteganijwe. Kuvanga Ubujyakuzimu ni igice cyururimi-AI igikoresho gikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Uruvange rwimbitse 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 Uruvange rwimbitse igishushanyo 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
Kugabanya FLOPs ikenewe mugutunganya inyandiko ndende usibye kubara kwimbitse kubimenyetso byuzuza
Guhugura icyitegererezo gihuye nubuziranenge bwibanze kuri compte yo hasi, kugabanya ibiciro bya serivisi
Gukomatanya hamwe nuruvange-rwinzobere (MoDE) kugirango rugere kumurongo wimbitse zombi no guhitamo abahanga
Kugumya guhanura, gutinda guteganijwe kuri buri kimenyetso kuko ingengo yimibare ya compte igenwa mbere
Uburyo bwo Gushyira mu bikorwa
Kuvanga Ubujyakuzimu mu myitozo
Kugabanya FLOPs ikenewe mugutunganya inyandiko ndende usibye kubara kwimbitse kubimenyetso byuzuza.
Kugabanya FLOPs ikenewe mugutunganya inyandiko ndende usibye kubara kwimbitse kubimenyetso byuzuza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Kuvanga Ubujyakuzimu mu myitozo
Guhugura icyitegererezo gihuye nubuziranenge bwibanze kuri compte yo hasi, kugabanya ibiciro bya serivisi.
Guhugura icyitegererezo gihuye nubuziranenge bwibanze kuri compte yo hasi, kugabanya ibiciro byogutanga Amakipe mubisanzwe abona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kuvanga Ubujyakuzimu mu myitozo
Gukomatanya hamwe nuruvange-rwinzobere (MoDE) kugirango rugere kumurongo wimbitse zombi no guhitamo abahanga.
Uhujije hamwe nuruvange-rw-Impuguke (MoDE) kugirango ugere ku burebure bwimbitse no guhitamo abahanga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kuvanga Ubujyakuzimu mu myitozo
Kugumya guhanura, gutinda guteganijwe kuri buri kimenyetso kuko ingengo yimibare ya compte igenwa mbere.
Kugumya guteganya, gutinda guteganijwe kuri buri kimenyetso kuko ingengo yimibare ya compte igenwa hakiri kare Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.