Incamake
RWKV ni imyubakire itoza nka Transformer ariko ikoresha umwanzuro nkurusobe rusubirwamo, rutanga umurongo-umwanya, uhoraho-wibuke. Ivugurura ibitekerezo kugirango hatabaho ikiguzi cya quadratic kandi nta terambere ryingenzi-agaciro cache.
RWKV Imirongo Itondekanya ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
RWKV (bisobanurwa ngo 'RwaKuv') bisobanura Kwakira, Uburemere, Urufunguzo, Agaciro, ibintu bine byingenzi. Yakozwe ahanini nkumushinga ufunguye, uyobowe nabaturage bayobowe na Bo Peng. Intego nugukomeza guhuza imyitozo ya Transformers mugihe ukuraho umwanzuro wabo uhenze. Ibitekerezo bisanzwe bibika urufunguzo-agaciro cache ikura hamwe na buri kimenyetso kandi igereranya buri kimenyetso gishya nicyabanjirije. RWKV ahubwo itwara akantu gato gafite ubunini-bwihishe leta imbere, kuyivugurura hamwe nigihe cyo kubora kugirango amakuru ashaje ashire neza. Mugihe cyamahugurwa irashobora gufungurwa muburyo bubangikanye; mugihe cyibisekuruza ikora nka RNN itanga ikimenyetso kimwe icyarimwe kubiciro bihoraho. Ibi bituma bikurura ibintu birebire hamwe nibikoresho bitagabanijwe.
Ubushishozi
RWKV isimbuza softmax akadomo-ibicuruzwa byitondewe hamwe numurongo-wo-kwitondera-uburyo bwo kwisubiramo. Wize kuri buri muyoboro umwanya-wangirika (W) ugenzura uburyo urufunguzo rwashize rwihuta gutakaza imbaraga, irembo ryakira (R) rihitamo umubare wigihugu cyegeranijwe cyo gusoma, kandi urufunguzo / agaciro rugaburira ibiryo biremereye. Kuberako buri ntambwe iterwa gusa na reta ibanza, kwibuka bigumaho kandi akazi kuri token ntigakura hamwe nuburebure bwikurikiranya.
Kumenya umurongo wa RWKV
RWKV ni imyubakire itoza nka Transformer ariko ikoresha umwanzuro nkurusobe rusubirwamo, rutanga umurongo-umwanya, uhoraho-wibuke. Ivugurura ibitekerezo kugirango hatabaho ikiguzi cya quadratic kandi nta terambere ryingenzi-agaciro cache. RWKV Imirongo Itondekanya ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata umurongo wa RWKV nkurugero rwimikorere, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha RWKV Linear 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
Gukoresha ubushobozi bwo gufungura-isoko yo kuganira kuri CPU cyangwa ibikoresho-byibukwa buke hamwe nububiko buhoraho kuri buri kimenyetso
Streaming text generation aho ibimenyetso bikorerwa icyarimwe icyarimwe nta cache ikura
Gutunganya inyandiko ndende aho Transformer urufunguzo-agaciro cache yaba nini cyane
Umuganda hamwe nindimi nyinshi zicyitegererezo zikeneye imyubakire ikora neza, yemewe kumugaragaro
Uburyo bwo Gushyira mu bikorwa
RWKV Imirongo Yitondewe mubikorwa
Gukoresha ubushobozi bwo gufungura-isoko yo kuganira kuri CPU cyangwa ibikoresho-byibukwa buke hamwe nububiko buhoraho kuri buri kimenyetso.
Gukoresha ubushobozi bwo gufungura-isoko yo kuganira kuri CPU cyangwa ibikoresho byibukwa buke hamwe na memoire yibuka buri kimenyetso Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
RWKV Imirongo Yitondewe mubikorwa
Streaming text generation aho ibimenyetso bikorerwa icyarimwe icyarimwe nta cache ikura.
Gutondekanya inyandiko yerekana aho ibimenyetso bikorerwa icyarimwe icyarimwe nta cache ikura 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.
RWKV Imirongo Yitondewe mubikorwa
Gutunganya inyandiko ndende aho Transformer urufunguzo-agaciro cache yaba nini cyane.
Gutunganya inyandiko-ndende aho Transformer yingenzi-agaciro cache yaba yabujijwe Amakipe manini mubisanzwe abona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
RWKV Imirongo Yitondewe mubikorwa
Umuganda hamwe nindimi nyinshi zicyitegererezo zikeneye imyubakire ikora neza, yemewe kumugaragaro.
Imishinga yicyitegererezo yabaturage nindimi nyinshi zikeneye ibyubatswe neza, byemewe kumugaragaro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.