Incamake
Umwanya Interpolation (PI) ni tekinike irambuye imiterere yururimi rwikoreshwa ryururimi rurenze kure uburebure bwamahugurwa mugukuraho indangagaciro zumwanya aho kuzikuramo. Ireka icyitegererezo cyatojwe kuri, vuga, 2K cyangwa 4K ibimenyetso bifata 32K cyangwa birenga hamwe gusa nu mucyo mwiza.
Umwanya Interpolation yo Kwagura Ibice ni igice cyururimi-AI urwego rukoreshwa mugusoma, kubyara, gutondekanya, no guhindura inyandiko nimvugo murwego.
Kwibira cyane
LLMs nyinshi zigezweho zikoresha kuzenguruka kumwanya (RoPE), zifata umwanya nkimpande zizunguruka zikoreshwa kubibazo nibice byingenzi. Niba ugaburira gusa urutonde rurerure, icyitegererezo kibona imyanya nu kuzenguruka bitigeze bigutoza, kandi imikorere irasenyuka kuko kwitondera gukabije kubitari kure yumurongo. Umwanya Interpolation irinda extrapolation: kwaguka kuva muburebure L kugeza kuburebure L ', igabanya buri cyerekezo cyerekana ibintu L' / L, ikanda intera nshya igasubira mumwanya watojwe. Icyitegererezo ubu cyonyine kibona-gukwirakwiza inguni, gusa gitandukanijwe cyane. Gitoya-tune (akenshi ni magana make kugeza ku gihumbi) ireka ikamenyera umwanya mwiza, itanga imyitwarire ihamye-ndende ku gipimo gito cyo kwitegura.
Ubushishozi
RoPE izunguruka ibipimo byombi kuri frequence igenda neza neza. PI ikuraho umwanya m kugeza kuri m / s aho s = L '/ L, bityo impande zizunguruka ziguma mumwanya wamenyerejwe aho gutandukana. Impinduka-zimenyekanisha inshuro nka NTK-zipima gupima na YaRN zijya kure: bapima imirongo mikeya nkeya kandi nini cyane (cyangwa interpolate kuburebure bwumuraba), ikabika umurongo-mwinshi waho mugihe cyo kwagura intera ndende-ndende.
Kumenyekanisha Umwanya Interpolation yo Kwagura Imirongo
Umwanya Interpolation (PI) ni tekinike irambuye imiterere yururimi rwikoreshwa ryururimi rurenze kure uburebure bwamahugurwa mugukuraho indangagaciro zumwanya aho kuzikuramo. Ireka icyitegererezo cyatojwe kuri, vuga, 2K cyangwa 4K ibimenyetso bifata 32K cyangwa birenga hamwe gusa nu mucyo mwiza. Umwanya Interpolation yo Kwagura Ibice ni igice cyururimi-AI urwego rukoreshwa mugusoma, kubyara, gutondekanya, no guhindura inyandiko nimvugo murwego. Kugirango wubake byimbitse, fata Umwanya Interpolation yo Kwagura Context 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 Umwanya Interpolation kubijyanye no Kwagura 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
Kwagura moderi ya 4K yatojwe na LLaMA kumurongo wa 32K kugirango tuvuge muri make inyandiko ndende nyuma yo guhuza neza.
Gupakira codebase yose cyangwa amasezerano manini yemewe muburyo bumwe kugirango ikibazo cyambukiranya dosiye.
Gukoresha NTK-ibizi cyangwa YaRN gupima kugirango urambure imiterere hamwe na minimal cyangwa ntamahugurwa yinyongera.
Gukora amateka maremare yo kuganira utagabanije ukuraho imyanya ya RoPE mugihe cyo gufata umwanzuro.
Uburyo bwo Gushyira mu bikorwa
Umwanya Interpolation yo Kwagura Imvugo mu myitozo
Kwagura moderi ya 4K yatojwe na LLaMA kumurongo wa 32K kugirango tuvuge muri make inyandiko ndende nyuma yo guhuza neza.
Kwagura moderi ya 4K yatojwe na LLaMA kurwego rwa 32K kugirango tuvuge muri make inyandiko ndende nyuma yigihe gito cyo gutunganya neza Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Umwanya Interpolation yo Kwagura Imvugo mu myitozo
Gupakira codebase yose cyangwa amasezerano manini yemewe muburyo bumwe kugirango ikibazo cyambukiranya dosiye.
Gupakira codebase yose cyangwa amasezerano manini yemewe muburyo bumwe kugirango ikibazo cyambukiranya amadosiye asubiza Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Umwanya Interpolation yo Kwagura Imvugo mu myitozo
Gukoresha NTK-ibizi cyangwa YaRN gupima kugirango urambure imiterere hamwe na minimal cyangwa ntamahugurwa yinyongera.
Gukoresha NTK-ibizi cyangwa YaRN gupima kugirango yongere imiterere hamwe na minisiteri ntoya cyangwa ntayandi mahugurwa Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Umwanya Interpolation yo Kwagura Imvugo mu myitozo
Gukora amateka maremare yo kuganira utagabanije ukuraho imyanya ya RoPE mugihe cyo gufata umwanzuro.
Gukora amateka maremare yo kuganira utagabanije ukuraho imyanya ya RoPE mugihe cyo gufata umwanzuro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.