Incamake
Umwanya wa Interpolation (PI) nubuhanga bworoshye, bukomeye bwagura idirishya ryimiterere ya Transformer ukanda indangagaciro nshya mumurongo icyitegererezo kimaze kumenya. Aho gutondekanya imyanya itagaragara, irahuza hagati yabatojwe, bisaba gusa guhuza neza.
Umwanya wa Interpolation kumwanya muremure ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Yatangijwe na Meta abashakashatsi (Chen et al.) Mu 2023, Positional Interpolation ikemura ikibazo cyuko moderi hamwe na RoPE zananirana bikabije mugihe zoherejwe mumyanya irenze amahugurwa. Ubushishozi buvuguruzanya: aho gusaba icyitegererezo gukora indangagaciro nini itigeze ibona, PI igabanya ibipimo byinjira byinjira ku gipimo cyerekana igipimo cyerekana uburebure bwa, kuvuga, amakarita 8K asubira mu mwimerere wa 2K. Kuberako icyitegererezo cyatojwe kururwo rwego, kuzunguruka biguma-kugabura. Nyuma yintambwe 1.000 gusa yo gutunganya neza, moderi ya LLaMA yaguye ubu buryo ikemura kugeza 32K. Uru rupapuro rwerekanye ko extrapolation ishobora gutesha agaciro amanota manini, mugihe interpolation ituma imipaka kandi itajegajega, niyo mpamvu interpolation ikora neza cyane kuruta kurenganurwa.
Ubushishozi
PI ikuraho umwanya m kugeza m / s aho s ni ikintu cyo kwagura (urugero, uburebure bushya bugabanijwe nuburebure bwumwimerere). Kuri RoPE ibi bigabanya neza intambwe yo kuzenguruka hagati yimyanya yegeranye, gupakira imyanya myinshi murwego rwahuguwe. Inyigisho zifatanije nimpapuro zerekana amanota yitondewe amanota akomeza kugenzurwa neza, mugihe naive extrapolation ishobora gutanga amanota yubunini burenze ikintu cyose kigaragara mumahugurwa, guhungabanya softmax.
Kumenya imyanya Interpolation kumwanya muremure
Umwanya wa Interpolation (PI) nubuhanga bworoshye, bukomeye bwagura idirishya ryimiterere ya Transformer ukanda indangagaciro nshya mumurongo icyitegererezo kimaze kumenya. Aho gutondekanya imyanya itagaragara, irahuza hagati yabatojwe, bisaba gusa guhuza neza. Umwanya wa Interpolation kumwanya muremure ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata umwanya wa Interpolation kumwanya muremure nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Interpolation ya Interpolation ya Context ndende ihindura imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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 2K-ya LLaMA kugirango ikore ibimenyetso 8K-32K hamwe nintambwe zigera ku 1.000
Guhuza uburyo bwo kuganira buriho kubwinyandiko ndende incamake utarinze kwitoza
Gukora nkibisobanuro byibanze NTK-izi gupima na YaRN itezimbere
Gushoboza imirongo miremire cyangwa amategeko-inyandiko yisesengura kuri moderi yabanje gutozwa na Windows ngufi
Uburyo bwo Gushyira mu bikorwa
Umwanya wa Interpolation kumwanya muremure mubikorwa
Kwagura moderi ya 2K-imiterere ya LLaMA kugirango ikore ibimenyetso 8K-32K hamwe nintambwe zigera ku 1.000.
Kwagura 2K-imiterere ya LLaMA kugirango ikore ibimenyetso 8K-32K hamwe nintambwe zigera ku 1.000 zo gutunganya neza 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.
Umwanya wa Interpolation kumwanya muremure mubikorwa
Guhuza uburyo bwo kuganira buriho kubwinyandiko ndende incamake utarinze kwitoza.
Guhuza uburyo bwo kuganira buriho kubwincamake yinyandiko ndende utarinze kwisubiraho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Umwanya wa Interpolation kumwanya muremure mubikorwa
Gukora nkibisobanuro byibanze NTK-izi gupima na YaRN itezimbere.
Gukora nkibipimo fatizo NTK-izi gupima na YaRN itezimbere mumakipe mubisanzwe bigera kumusubizo mwiza mugihe basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Umwanya wa Interpolation kumwanya muremure mubikorwa
Gushoboza imirongo miremire cyangwa amategeko-inyandiko yisesengura kuri moderi yabanje gutozwa na Windows ngufi.
Gushoboza ibisobanuro birebire cyangwa amategeko-yisesengura ryamategeko kuri moderi yabanje gutozwa hamwe na Windows ngufi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.