AMABWIRIZA Yibanze

Ikirere cya Leta Icyitegererezo na Mamba

Imiterere yimyanya ya leta (SSMs) nicyitegererezo gikurikirana gitwara amakuru imbere binyuze muri compression ihishe, igapima umurongo hamwe nuburebure bwikurikiranya aho kuba inshuro enye kwitabwaho.

Incamake

Imiterere yimyanya ya leta (SSMs) nicyitegererezo gikurikirana gitwara amakuru imbere binyuze muri compression yihishe, igapima umurongo hamwe nuburebure bwikurikiranya aho kuba inshuro enye kwitabwaho. Mamba nubwubatsi bwa 2023 bwatumye SSMs irushanwa na Transformers ureka iyo gahunda yo kuvugurura leta biterwa ninjiza, ifungura neza imikorere ikurikirana cyane.

Umwanya wa Moderi ya Leta na Mamba bicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.

Kwibira cyane

Icyerekezo cya leta cyumwanya gitunganya intambwe ku yindi, ikomeza leta yihishe ivuga muri make ibintu byose bigaragara kugeza ubu. Kuri buri mwanya ivugurura leta hamwe numurongo ugaruka ugengwa na matrices yize (akenshi yanditseho A, B, C) kandi isohora ibisohoka. Iterambere rya SSMs zubatswe nka S4 ryerekanaga ko isubiramo rishobora kwandikwa nkicyemezo kirekire kandi kigatozwa neza kubikoresho bigereranijwe. Mamba y'ingenzi guhanga udushya ni uguhitamo: ituma B, C, nintambwe-ingano yimikorere yibikorwa byinjira, bityo moderi irashobora guhitamo byimazeyo ibyo ugomba kwibuka nibyo ugomba kwirengagiza kuri buri kimenyetso. Iyinjiza-biterwa nigitekerezo cyoroshye ariko igarurwa hamwe nicyuma-kimenyekanisha parallel scan, gitanga umurongo-igihe cyamahugurwa hamwe no guhora-kwibuka, gufata umwanzuro.

Ubushishozi

Gusobanura impagarara ni parallelism hamwe no guhitamo. SSMs isanzwe ikoresha matrike ihamye, yinjiza-yigenga matrices, ituma ibisubirwamo bibarwa nkikintu kimwe kinini - birasa cyane ariko ntibishobora guhitamo gushungura ibirimo. Ibipimo byatoranijwe bya Mamba bisenya ayo mayeri yo kwemeza, abanditsi rero bubatse igenamigambi ryisanzuye rya scan kernel ituma leta yihuta muri GPU SRAM kandi ikirinda kuyishyira mububiko bwihuse, ikabika umuvuduko mugihe wungutse ibitekerezo.

Kumenya Ikirere cya Leta Icyitegererezo na Mamba

Imiterere yimyanya ya leta (SSMs) nicyitegererezo gikurikirana gitwara amakuru imbere binyuze muri compression ihishe, igapima umurongo hamwe nuburebure bwikurikiranya aho kuba inshuro enye kwitabwaho. Mamba nubwubatsi bwa 2023 bwatumye SSMs irushanwa na Transformers ureka iyo gahunda yo kuvugurura leta biterwa ninjiza, ifungura neza imikorere ikurikirana cyane. Umwanya wa Moderi ya Leta na Mamba bicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Moderi ya Leta ya Models na Mamba 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 Moderi ya Leta hamwe na Mamba yubaka icyitegererezo gikomeye, hanyuma agashushanya izo moderi kubibuza umusaruro. 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.

Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. 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

Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.

Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.

Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. 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 afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.

Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Ejo hazaza h'icyitegererezo cya Leta hamwe na Mamba

Mamba n'abasimbuye (Mamba-2, moderi ya Jamba ya Hybrid) barimo gusunika muri domaine aho urutonde rurerure cyane: genomics, amajwi y’ibisubizo bihanitse, hamwe na miriyoni-yerekana aho ibiciro bya quadratic bibujijwe. Icyerekezo cyambere ni ubwubatsi bwa Hybrid buhuza ibice bike byitondewe hamwe na Mamba nyinshi, bigashimangira kwibutsa neza mugihe ugumya kubara. Tegereza SSMs kugirango ibe ikintu gisanzwe mubikoresho birebire-aho kugirango bisimburwe byinshi.

Gushyira mu bikorwa Isi

Kwerekana ADN ikurikirana ibihumbi magana-fatizo-ndende muri genomics, aho Guhindura ibitekerezo byaba ari kubara bidashoboka.

Gutunganya amajwi mbisi yerekana amajwi hejuru yikigereranyo cyo hejuru kumvugo n'imirimo ya muzika nta gupfobya.

Imbaraga za Hybrid nini yindimi nka Jamba ivanga Mamba hamwe nibitekerezo kugirango ubashe gusobanukirwa neza.

Gutondekanya kumurongo wibikoresho aho guhora wibuka kuri buri ntambwe kandi byihuta byerekana ibimenyetso birenze ukuri.

Uburyo bwo Gushyira mu bikorwa

Umwanya wa Leta Umwanya Model na Mamba mubikorwa

Kwerekana ADN ikurikirana ibihumbi magana-fatizo-ndende muri genomics, aho Guhindura ibitekerezo byaba ari kubara bidashoboka.

Kwerekana ADN ikurikirana ibihumbi magana-fatizo-byombi birebire muri genomics, aho ibitekerezo bya Transformer byaba bibarwa kubarwa 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.

Umwanya wa Leta Umwanya Model na Mamba mubikorwa

Gutunganya amajwi mbisi yerekana amajwi hejuru yikigereranyo cyo hejuru kumvugo n'imirimo ya muzika nta gupfobya.

Gutunganya amajwi mbisi yerekana amajwi hejuru yicyitegererezo cyibikorwa byo kuvuga no gukora umuziki udasuzuguye 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.

Umwanya wa Leta Umwanya Model na Mamba mubikorwa

Imbaraga za Hybrid nini yindimi nka Jamba ivanga Mamba hamwe nibitekerezo kugirango ubashe gusobanukirwa neza.

Guha imbaraga imiterere nini yindimi nka Jamba ivanga Mamba hamwe nuburyo bwo kwitondera kugirango bumve neza igihe kirekire Amakipe akunze kubona umusaruro mwiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Umwanya wa Leta Umwanya Model na Mamba mubikorwa

Gutondekanya kumurongo wibikoresho aho guhora wibuka kuri buri ntambwe kandi byihuta byerekana ibimenyetso birenze ukuri.

Gutondekanya imyanzuro ku bikoresho bikoreshwa aho guhora wibuka kuri buri ntambwe kandi byihuta byerekana ibimenyetso birenze ibisobanuro byukuri Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.

Ingaruka & Kurinda

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Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.

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Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.

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Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.

Igishushanyo mbonera

1

Tangira nururimi rusobanutse rwibisubizo ukeneye.

Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

2

Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.

Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

3

Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.

Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

4

Inyandiko aho Leta ya Moderi ya Leta na Mamba ifasha nuburyo bworoshye bworoshye.

Inyandiko aho Leta ya Moderi ya Leta na Mamba ifasha nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

Komeza Ubushakashatsi