Incamake
Multi-Head Latent Attention (Umudepite) nuburyo bwo kwitondera, bwatangijwe muri DeepSeek-V2, bugabanya kwibuka-ushonje urufunguzo-agaciro cache mukantu gato gasangiwe rwihishwa. Kureka ururimi runini rwimikorere ikora hamwe na GPU yibuke mugihe ukomeza ubuziranenge hafi yo kwitabwaho bisanzwe.
Multi-Head Latent Attention ni igice cyururimi-AI igikoresho gikoreshwa mugusoma, kubyara, gutondekanya, no guhindura inyandiko nimvugo murwego.
Kwibira cyane
Iyo transformateur itanga inyandiko, ibika urufunguzo nagaciro ka vector kuri buri kimenyetso cyashize muri 'KV cache.' Iyo cache ikura hamwe nuburebure bwimiterere kandi yiganjemo gukoresha kwibuka mugihe cyo gufata umwanzuro. Umudepite asimbuye byinshi byuzuye-urufunguzo / agaciro indangagaciro hamwe numurongo umwe wo hasi urwego rwihishwa rwerekanwa kuri buri kimenyetso, hanyuma imishinga ihita isubira mumfunguzo zumutwe hamwe nagaciro kuguruka. Kuberako ibice byihishe byihishe gusa, DeepSeek-V2 yatangaje ko igabanya ububiko bwa KV-cache hejuru ya 90% ugereranije nibisanzwe-imitwe yitabwaho, bigatuma ibice birebire hamwe nubunini bunini. Icy'ingenzi, matrices yo hejuru-ishobora gutegekwa mubindi bipimo, bityo rero Umudepite agera kuri compression hamwe nigihombo gito cyangwa ntagereranywa muburyo bwiza bwo kwerekana.
Ubushishozi
Umudepite akora urwego rwo hasi rwo guhuzagurika: buri kimenyetso cyihishe leta iteganijwe kugeza kumurongo muto wihishe, kandi matrices yo hejuru-projection yongeye kubaka urufunguzo numutwe. Amayeri yubwenge ni 'gukurura' uburemere buringaniye mubibazo nibisohoka, bityo icyitegererezo nticyigera kigaragaza urufunguzo / indangagaciro zuzuye mugihe cyo gufata umwanzuro. Umwanya wo guhinduranya ibintu bifashishwa hamwe ninzira yurufunguzo, kubera ko kuzenguruka bidashobora kwakirwa kimwe, kubika amakuru yumwanya.
Kumenya Multi-Umutwe Utinze Kwitonda
Multi-Head Latent Attention (Umudepite) nuburyo bwo kwitondera, bwatangijwe muri DeepSeek-V2, bugabanya kwibuka-ushonje urufunguzo-agaciro cache mukantu gato gasangiwe rwihishwa. Kureka ururimi runini rwimikorere ikora hamwe na GPU yibuke mugihe ukomeza ubuziranenge hafi yo kwitabwaho bisanzwe. Multi-Head Latent Attention ni igice cyururimi-AI igikoresho gikoreshwa mugusoma, kubyara, gutondekanya, no guhindura inyandiko nimvugo murwego. Kugirango wubake byimbitse, fata Multi-Head Latent Attention 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 Multi-Head Latent Attention 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
Gukora DeepSeek-V2 / V3 moderi yo kuganira hamwe na GPU yibuke yibirenge byibisobanuro kuri buri cyifuzo
Gukoresha inyandiko ndende ikibazo gisubiza aho cache nini ya KV ubundi yarangiza VRAM
Kongera ingano yicyiciro cya GPU ihamye kuko buri ruhererekane rubika gusa agace gato kihishe
Gushoboza imirongo miremire ya Windows kubikoresho byibicuruzwa kubisubiramo-byongerewe abafasha
Uburyo bwo Gushyira mu bikorwa
Multi-Head Yihishe Kwitonda mubikorwa
Gukora DeepSeek-V2 / V3 moderi yo kuganira hamwe na GPU yibuke yibirenge byibisobanuro kuri buri cyifuzo.
Gukorera DeepSeek-V2 / V3 moderi yo kuganiriraho hamwe na mato mato mato mato ya GPU yibisabwa kuri buri cyifuzo 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.
Multi-Head Yihishe Kwitonda mubikorwa
Gukoresha inyandiko ndende ikibazo gisubiza aho cache nini ya KV ubundi yarangiza VRAM.
Gukoresha ikibazo kirekire-cyibisubizo gisubiza aho cache nini ya KV ubundi yarangiza Amakipe ya VRAM 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.
Multi-Head Yihishe Kwitonda mubikorwa
Kongera ingano yicyiciro cya GPU ihamye kuko buri ruhererekane rubika gusa agace gato kihishe.
Kongera ingano yimyanzuro yicyiciro kuri GPU ihamye kuko buri ruhererekane rubika gusa agace gato ka vector yihishe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Multi-Head Yihishe Kwitonda mubikorwa
Gushoboza imirongo miremire ya Windows kubikoresho byibicuruzwa kubisubiramo-byongerewe abafasha.
Gushoboza imirongo miremire ya Windows kubikoresho byibicuruzwa kubisubiramo-byongerewe abafasha Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge 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.