Incamake
Kwiga Guhagararira Matryoshka (MRL) guhugura gushiramo kugirango amakuru yingenzi apakirwe mubipimo byambere, bikwemerera kugabanya vector ndende kugeza mugufi hamwe nigihombo gito. Kimwe nudupupe twikirusiya twubatswe, gushyiramo kimwe birimo ibintu byinshi byakoreshwa.
Guhagararirwa kwa Matryoshka Ibice bigize ururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Byatangijwe mu 2022 na Kusupati nabandi, Matryoshka Guhagararira Kwiga bitanga icyerekezo kimwe ibyongeweho ubwabyo nibisobanuro byiza. Icyitegererezo cyatojwe hamwe nigihombo gikomatanyirijwe hamwe icyarimwe kunoza imikorere murwego rwinshi rwashyizwe, urugero 8, 16, 32, kugeza kuri 2048, byose bisangiye uburemere bumwe. Kuberako guhuza hakiri kare bitwara amakuru yuzuye, avangura cyane, urashobora guca gusa imibare 64 cyangwa 256 yambere hanyuma ukabona ibisubizo bikomeye, hanyuma ubike ibice byuzuye gusa aho bifite akamaro. Ibi bifasha uburyo bwo guhuza n'imihindagurikire y'ikirere: bihendutse, buke-buke buke bwo gushakisha byihuse, hanyuma ukongera ugashyira hamwe hamwe n'uburebure bwuzuye. __AIU_PROTECTED_10 __ 'inyandiko-gushyiramo-3 moderi yamamaye MRL mugaragaza ibipimo byubatswe kuri ubu buhanga.
Ubushishozi
Amayeri yo guhugura ni igihombo cyateganijwe: kuri buri burebure bwatoranijwe burebure, icyitegererezo kibara ibyiciro byacyo cyangwa igihombo gitandukanye ukoresheje ibyo bipimo byonyine, kandi ibyo bihombo byegeranijwe. Gradients basunika umuyoboro imbere-kwikorera ibimenyetso byingirakamaro. Mugusuzuma, kugabanya k ibipimo no guhinduranya ibintu bitanga gushiramo byemewe, nta kongera imyitozo ikenewe. Ibi bitandukanye na PCA cyangwa moderi zitandukanye kubunini, bisaba kubara cyangwa kubika.
Kumenya Matryoshka Guhagararirwa
Kwiga Guhagararira Matryoshka (MRL) guhugura gushiramo kugirango amakuru yingenzi apakirwe mubipimo byambere, bikwemerera kugabanya vector ndende kugeza mugufi hamwe nigihombo gito. Kimwe nudupupe twikirusiya twubatswe, gushyiramo kimwe birimo ibintu byinshi byakoreshwa. Guhagararirwa kwa Matryoshka Ibice bigize ururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugira ngo usobanukirwe byimbitse, fata Embeddings ya Matryoshka nk'icyitegererezo 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 Matryoshka Guhagararira Ibishushanyo mbonera byerekana, 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
Kubika ibice bigufi 256-bingana mububiko bwa vector kubushakashatsi buhendutse bunini, hanyuma ukongera ugashyira hejuru hit hamwe na vectors yuzuye
Ukoresheje __AIU_PROTECTED_10 __ 'inyandiko-shyiramo-3' ibipimo 'kugirango ugabanye gushyiramo utabanje kwitoza icyitegererezo gishya
Gukoresha igikoresho-gishakisha ibisobanuro kuri terefone hamwe nuduce duto twibutse
Guteranya Matryoshka gucamo hamwe na binary quantisation kugirango ihuze miliyari za vectors muri RAM nto
Uburyo bwo Gushyira mu bikorwa
Matryoshka Guhagararira Ibishushanyo mubikorwa
Kubika ibice bigufi 256-mububiko bwa vector kubushakashatsi buhendutse bunini bwo gushakisha, hanyuma ukongera ugashyira hejuru hit hamwe na vectors yuzuye.
Kubika ibice bigufi 256-bingana mububiko bwa vector kubushakashatsi buhendutse bunini, hanyuma ukongera ugashyirwa kumurongo wambere wambere hamwe na vectors zuzuye Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Matryoshka Guhagararira Ibishushanyo mubikorwa
Ukoresheje __AIU_PROTECTED_10 __ 'inyandiko-shyiramo-3' ibipimo 'kugirango ugabanye gushyiramo utarinze kwitoza icyitegererezo gishya.
Ukoresheje __AIU_PROTECTED_10 __ 'inyandiko-yo gushyiramo-3' ibipimo 'kugirango ugabanye gushyiramo utabanje kwitoza icyitegererezo gishya Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Matryoshka Guhagararira Ibishushanyo mubikorwa
Gukoresha igikoresho-gishakisha ibisobanuro kuri terefone hamwe nuduce duto twibutse.
Gukoresha igikoresho gishakisha ibisobanuro kuri terefone hamwe nuduce duto duto twibitsemo 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.
Matryoshka Guhagararira Ibishushanyo mubikorwa
Guteranya Matryoshka gucamo hamwe na binary quantisation kugirango ihuze miliyari za vectors muri RAM nto.
Guhuza ibice bya Matryoshka hamwe no kugereranya binini kugirango uhuze na miliyari za vectors mu matsinda make ya RAM Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe 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.