Incamake
BitNet ni __AIU_PROTECTED_5 __ umurongo wubushakashatsi bwerekana ko imiterere yindimi nini ishobora gutozwa hamwe nuburemere bugarukira kuri bit 1 gusa, cyangwa indangagaciro eshatu murubanza rwa ternary. Ibi bigabanya kwibuka nimbaraga zikoreshwa mugihe gikomeza bitangaje.
1-Bit na Ternary BitNet Models ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Moderi isanzwe ibika buri buremere nkumubare wa 16-bit. BitNet isimbuza ibi hamwe na bito-bito byerekana. Impinduka zikomeye za BitNet b1.58 ikoresha uburemere bwa ternary, buriwese igarukira kuri -1, 0, cyangwa +1, ikora kugeza kuri 1.58 bits yamakuru kuburemere (log base 2 of 3). Igitekerezo cyingenzi nuko icyitegererezo cyatojwe kuva kera hamwe nizi mbogamizi, ntikigereranijwe nyuma, bityo cyiga gukomera kuburyo bugaragara. Kuberako ibiro ari -1, 0, cyangwa +1, kugwiza bihenze muri matrix math gusenyuka mubyongeweho no gukuramo. Igisubizo kiri hasi cyane yibuka ryagutse, gukoresha ingufu, nubukererwe, hamwe nagaciro 0 nako gashobora kuba gake, byose mugihe bihuye byuzuye-byuzuye byerekana urugero ugereranije kubipimo byinshi.
Ubushishozi
BitNet ikoresha igenamigambi rya BitLinear igereranya uburemere kuri ternary hamwe na activations kugirango bisobanuke neza mugihe cyo gutambuka imbere, mugihe ukomeje kopi-yuzuye 'igicucu' kopi yuburemere kugirango igende neza ikoresheje igereranya. Kuberako buri buremere ari -1, 0, cyangwa +1, ibicuruzwa byadomo byiganjemo compte ya transformateur bihinduka ibyongeweho no gukuramo aho kureremba-ingingo igwira, aribyo bifungura ingufu nubwiyongere bwihuse kubikoresho bikwiye.
Kumenya 1-Bit na Ternary BitNet Model
BitNet ni __AIU_PROTECTED_5 __ umurongo wubushakashatsi bwerekana ko imiterere yindimi nini ishobora gutozwa hamwe nuburemere bugarukira kuri bit 1 gusa, cyangwa indangagaciro eshatu murubanza rwa ternary. Ibi bigabanya kwibuka nimbaraga zikoreshwa mugihe gikomeza bitangaje. 1-Bit na Ternary BitNet Models ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata 1-Bit na Ternary BitNet Model 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 1-Bit na Ternary BitNet Models itezimbere ubwubatsi, 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
__AIU_PROTECTED_5 __ 'BitNet b1.58 2B4T ikora neza kuri CPU, ituma LLM ifata nta GPU yabigenewe.
Abafasha ku bikoresho bihuza moderi ishoboye mububiko buke bwa terefone bitewe nuburemere ~ 1.58-bit.
Kugabanya ingufu zifatika hamwe nigiciro cya karubone kubikorwa byinshi bya serivisi za API mugusimbuza kureremba-ingingo kugwiza hamwe ninyongera.
Ibikorwa byoherejwe (IoT, ibyuma byinjizwamo) aho uburemere bwa ternary butuma ururimi rwaho rusobanuka neza muri bije yingufu zingufu.
Uburyo bwo Gushyira mu bikorwa
1-Bit na Ternary BitNet Model mubikorwa
__AIU_PROTECTED_5 __ 'BitNet b1.58 2B4T ikora neza kuri CPU, ituma LLM ifata nta GPU yabigenewe.
__AIU_PROTECTED_5 __ 'BitNet b1.58 2B4T ikora neza kuri CPU, ituma umwanzuro wa LLM udafite Amakipe yihariye ya GPU ubusanzwe ubona ibisubizo byiza iyo usobanuye ibipimo ngenderwaho byimbere imbere, ugakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi ugakurikirana inyungu zibyara umusaruro nibiciro byigihe.
1-Bit na Ternary BitNet Model mubikorwa
Abafasha ku bikoresho bihuza moderi ishoboye mububiko buke bwa terefone bitewe nuburemere ~ 1.58-bit.
Abafasha ku bikoresho bikwiranye na moderi ishoboye mububiko buke bwa terefone bitewe nuburemere bwa ~ 1.58-biti 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.
1-Bit na Ternary BitNet Model mubikorwa
Kugabanya ingufu zifatika hamwe nigiciro cya karubone kubikorwa byinshi bya serivisi za API mugusimbuza kureremba-ingingo kugwiza hamwe ninyongera.
Kugabanya ingufu zifatika hamwe nigiciro cya karubone kuri serivise nyinshi za API mugusimbuza kureremba-kugwiza kugwiza hamwe ninyongera Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
1-Bit na Ternary BitNet Model mubikorwa
Ibikorwa byoherejwe (IoT, ibyuma byinjizwamo) aho uburemere bwa ternary butuma ururimi rwaho rusobanuka neza muri bije yingufu zingufu.
Ibikorwa byoherejwe (IoT, ibyuma byinjijwemo) aho uburemere bwa ternary butuma ururimi rwibanze rusobanuka neza mumikoreshereze yingengo yimari yingufu 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.
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.