Incamake
Kwitonda gake bituma Transformers ihendutse kureka buri kimenyetso cyitabira gusa igice cyatoranijwe neza cyibindi bimenyetso aho kuba byose. Ibi bigurisha gato kwisi yose kubitsa binini murwibutso no kubara kumurongo muremure.
Icyitonderwa gike cyane ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Kwiyitaho kwuzuye kugereranya buri kimenyetso nikindi kimenyetso, bityo igiciro gikura hamwe na kare yuburebure bwikurikiranya, bikababaza inyandiko ndende. Ubwitonzi budasanzwe busimbuza ishusho yuzuye nuburyo bwubatswe. Ibishushanyo bisanzwe birimo kunyerera-idirishya (hafi) kwitondera, aho buri kimenyetso kibona abaturanyi gusa; Inzira zigenda neza cyangwa zagutse zisimbuka imbere kugirango zigere ku ntera ya kure ihendutse; n'ibimenyetso byisi yose, imyanya mike idasanzwe yitabira ibintu byose kandi ko ibintu byose byitabira, bikora nkamakuru yamakuru. Moderi nka Longformer, BigBird, na Sparse Transformer ihuza ibi bityo umubare rusange wibihuza ukura hafi kumurongo aho kuba inshuro enye, bigafasha ibice byibihumbi kugeza ku bihumbi mirongo.
Ubushishozi
Aho kugirango N-by-N byuzuye matrike, kwitonda gake kubara ibyatoranijwe gusa, akenshi ihuriro ryidirishya ryaho hamwe nintoki zumurongo wisi hamwe ninkingi. BigBird izwi cyane ko guhuza ibintu bidasanzwe, idirishya, hamwe nisi yose bihuza ibitekerezo byerekana ibitekerezo byuzuye mugihe bigabanya kuva kuri O (N kwaduka) yerekeza kuri O (N). Intungamubiri zikora neza zisimbuka ibyashizwe hanze byuzuye aho kubara noneho zeru.
Kumenya Ntibisanzwe Kwitondera Ingero
Kwitonda gake bituma Transformers ihendutse kureka buri kimenyetso cyitabira gusa igice cyatoranijwe neza cyibindi bimenyetso aho kuba byose. Ibi bigurisha gato kwisi yose kubitsa binini murwibutso no kubara kumurongo muremure. Icyitonderwa gike cyane ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Sparse Attention Patterns 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 Sparse Attention Patterns igishushanyo mbonera, 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
Longformer itunganya impapuro zose zubumenyi cyangwa inyandiko zemewe mumurongo umwe ukoresheje kunyerera-idirishya wongeyeho isi yose
BigBird ikora inyandiko-ndende ikibazo gisubiza hamwe na genomics ikurikiranye hamwe n'umurongo-wo gupima
Incamake yibitabo-uburebure bwigitabo aho kwitondera byuzuye byananiza GPU yibuka
Sisitemu yo kugarura no kurebera-sisitemu yo kuganira ikoresha isi ya hub ibimenyetso byerekana amakuru yingenzi mubihumbi
Uburyo bwo Gushyira mu bikorwa
Ntibisanzwe Kwitondera Ingero mubikorwa
Longformer itunganya impapuro zose zubumenyi cyangwa inyandiko zemewe mumurongo umwe ukoresheje kunyerera-idirishya wongeyeho isi yose.
Longformer itunganya impapuro zose zubumenyi cyangwa inyandiko zemewe mumurongo umwe ukoresheje kunyerera-idirishya hiyongereyeho kwitabwaho kwisi yose Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ntibisanzwe Kwitondera Ingero mubikorwa
BigBird ikora inyandiko-ndende ikibazo gisubiza hamwe na genomics ikurikiranye hamwe n'umurongo-wo gupima.
BigBird ikemura ibibazo birebire bisubizwa hamwe na genomics ikurikiranye hamwe no kwitondera umurongo ugereranya Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ntibisanzwe Kwitondera Ingero mubikorwa
Incamake yibitabo-uburebure bwigitabo aho kwitondera byuzuye byananiza GPU yibuka.
Mu ncamake inyandiko-ndende yibitabo aho kwitabwaho kwose kwananiza GPU yibuka Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ntibisanzwe Kwitondera Ingero mubikorwa
Gushakisha hamwe na sisitemu ndende yo kuganira ikoresha isi ya hub tokens kugirango yerekane amakuru yingenzi kubihumbi.
Sisitemu yo kuganira hamwe nigihe kirekire ikoresha ibiganiro byogukoresha isi yose kugirango yerekane amakuru yingenzi mubihumbi n'ibimenyetso Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana 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.