Incamake
FlashAttention ni algorithm ikora neza yibuka igereranya kwitabwaho kimwe na transformateur zisanzwe ariko utarigeze wandika matrike nini yo kwitondera kugabanya GPU. Cyakoze amahugurwa maremare hamwe no gufata umwanzuro byihuse kandi bihendutse.
FlashAttention ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Icyitonderwa gisanzwe kibara amanota kuri buri jambo ryibimenyetso, bitanga matrike ya N-by-N. Kuri 4000-token ikurikiranye ni amanota miliyoni 16, kandi matrix igomba kwandikwa no gusomwa uhereye kuri GPU yibuka cyane (HBM). Urwo rugendo rwo kwibuka, ntabwo ari imibare, nukuri. FlashAttention, yatangijwe na Tri Dao na bagenzi be mumwaka wa 2022, ivugurura ibarwa kuburyo matrix itigera iba yuzuye. Itunganya urukurikirane muri tile ihuye na GPU ntoya, ultra-yihuta kuri chip SRAM, kubara softmax buhoro buhoro uko igenda. Igisubizo ni imibare ihuye nibitekerezo bisanzwe ariko ikoresha ububiko buke cyane kandi ikora inshuro nyinshi byihuse, itanga Windows ndende cyane.
Ubushishozi
Amayeri ni 'kumurongo wa softmax' uhujwe na tiling. FlashAttention yikoreza uduce duto twibibazo, urufunguzo, nagaciro muri SRAM, ibara ibisubizo byigice cyibisubizo, kandi ikuraho amafaranga yo gukora nkuko bice bishya bigeze bityo softmax isanzwe igumaho neza utabonye amanota yose icyarimwe. Kuberako itigera ibika matrike yuzuye ya N-by-N muri HBM, umunzani wibukwa umurongo aho kuba inshuro enye, kandi intangiriro ihujwe nigikorwa kimwe cya GPU kugirango igabanye kwibuka buhoro buhoro gusoma no kwandika.
Kumenya Flash
FlashAttention ni algorithm ikora neza yibuka igereranya kwitabwaho kimwe na transformateur zisanzwe ariko utarigeze wandika matrike nini yo kwitondera kugabanya GPU. Cyakoze amahugurwa maremare hamwe no gufata umwanzuro byihuse kandi bihendutse. FlashAttention ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata FlashAttention nkicyitegererezo 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 FlashAttention 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
Guhugura indimi nini nka Llama na GPT-yuburyo bwa sisitemu byihuse kandi ku giciro gito cya GPU
Gukora ibice birebire bifasha abafasha gufata ibitabo byose cyangwa codebase utabuze kwibuka
Kwihutisha inyandiko-incamake imiyoboro itunganya ibimenyetso ibihumbi icumi icyarimwe
Imbaraga zicyerekezo hamwe na transformateur ya multimodal aho urutonde rurerure rwibishusho bituma ibitekerezo bihenze
Uburyo bwo Gushyira mu bikorwa
FlashIbyitonderwa mubikorwa
Guhugura indimi nini nka Llama na GPT-yuburyo bwa sisitemu byihuse kandi ku giciro gito cya GPU.
Guhugura imvugo nini yindimi nka Llama na GPT-yuburyo bwa sisitemu byihuse kandi ku giciro cyo hasi cya GPU Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
FlashIbyitonderwa mubikorwa
Gukora ibice birebire bifasha abafasha gufata ibitabo byose cyangwa codebase utabuze kwibuka.
Gukorera abafasha kuganira igihe kirekire bifata ibitabo byose cyangwa codebase utabuze kwibuka Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
FlashIbyitonderwa mubikorwa
Kwihutisha inyandiko-incamake imiyoboro itunganya ibimenyetso ibihumbi icumi icyarimwe.
Kwihutisha imiyoboro-yerekana inshamake itunganya ibimenyetso ibihumbi icumi icyarimwe Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
FlashIbyitonderwa mubikorwa
Imbaraga zicyerekezo hamwe na transformateur ya multimodal aho urutonde rurerure rwibishusho bituma ibitekerezo bihenze.
Imbaraga zicyerekezo hamwe na transimoderi nyinshi aho urutonde rurerure rwibishusho rutanga ibitekerezo bihenze 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.
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.