I-RWKV Linear Attention
I-RWKV iwumklamo oqeqesha njenge-Transformer kodwa osebenzisa inkomba njengenethiwekhi ephindaphindiwe, enikeza isikhathi somugqa, isizukulwane senkumbulo engaguquki.
Uhlolojikelele
It reformulates attention so there is no quadratic cost and no growing key-value cache.
I-Deep Dive
I-RWKV (ebizwa ngokuthi 'RwaKuv') imele Ukwamukela, Isisindo, Ukhiye, Inani, izakhi zayo ezine eziyinhloko. Yakhiwe kakhulu njengephrojekthi evulekile, eqhutshwa umphakathi eholwa nguBo Peng. Umgomo uwukugcina ukuqeqeshwa okuhambisanayo kwama-Transformers ngenkathi kuqedwa ukuqagela kwawo okubizayo. Ukunaka okujwayelekile kugcina inqolobane yenani elingukhiye elikhula nawo wonke amathokheni futhi liqhathanise ithokheni ngayinye entsha nawo wonke angaphambilini. I-RWKV esikhundleni salokho ithwala usayizi omncane ongaguquki wesimo esifihlekile phambili, isibuyekeza ngomthetho wokubola kwesikhathi ukuze ulwazi oludala lufiphale ngokushelela. Ngesikhathi sokuqeqeshwa kungaqalwa ngendlela ehambisanayo; phakathi nesizukulwane sisebenza njenge-RNN ekhiqiza ithokheni eyodwa ngesikhathi ngezindleko eziqhubekayo. Lokhu kuyenza ikhange kokuqukethwe okude nokusetshenziswa okukhawulelwe kwensiza.
I-Technical Insight
I-RWKV ingena esikhundleni sokunakwa kwechashazi le-softmax ngokuphindaphinda kwesitayela sokunaka. Isisindo sokubola kwesikhathi sesiteshi ngasinye (W) silawula ukuthi okhiye besikhathi esidlule balahlekelwa kanjani ngokushesha kangakanani, isango lokwamukela (R) linquma ukuthi singakanani isimo esiqoqiwe okufanele sifundwe, futhi amavektha angukhiye/inani aphakela isamba esinesisindo esisebenzayo. Ngoba isinyathelo ngasinye sincike kuphela esimweni sangaphambilini, inkumbulo ihlala njalo futhi umsebenzi ngethokheni ngayinye awukhuli ngobude bokulandelana.
I-Strategic Impact
Isivinini nesikali
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Finyelela futhi ufinyelele
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Izinqumo ezicacile
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Ikusasa le-RWKV Linear Attention
I-RWKV iphindaphindeke ngokushesha ngezinguqulo (i-v4, i-v5 Eagle, i-v6 Finch nangaphezulu), inciphisa igebe lekhwalithi ngama-Transformers kuyilapho igcina izindleko eziqondile. Lindela ukukhula okuqhubekayo kumamodeli ezilimi eziningi ezivulekile, unqenqema kanye nokuthunyelwa kwe-CPU lapho kubalulekile khona inkumbulo, kanye nemiklamo eyingxube. Ukucatshangelwa kwayo okuphindaphindeka ngokugcwele kuyenza ikhandidethi eliqinile lokusakaza-bukhoma izinhlelo zokusebenza kanye nezimo ezinde kakhulu lapho izinqolobane zenani elingukhiye zingaqhuma khona.
Ukuqaliswa Komhlaba Wangempela
Isebenzisa amamodeli engxoxo yomthombo ovulekile anekhono kuma-CPU noma kumadivayisi anenkumbulo ephansi anememori engashintshi ngethokheni ngayinye
Ukukhiqizwa kombhalo wokusakaza lapho amathokheni akhiqizwa khona ngesikhathi esisodwa ngaphandle kwe-cache ekhulayo
Ukucutshungulwa kwedokhumenti ende lapho inqolobane yenani lokhiye we-Transformer ingaba nkulu ngokudlulele
Amaphrojekthi omphakathi kanye nezilimi eziningi adinga ukwakhiwa okusebenzayo, okunelayisensi evulekile
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
Ukunakwa Komugqa kanye Nezinhlamvu Zomdlali
Imibuzo evame ukubuzwa
What is RWKV Linear Attention?
I-RWKV iwumklamo oqeqesha njenge-Transformer kodwa osebenzisa inkomba njengenethiwekhi ephindaphindiwe, enikeza isikhathi somugqa, isizukulwane senkumbulo engaguquki. Ilungisa kabusha ukunaka ukuze kungabikho izindleko ze-quadratic futhi kungabikho inqolobane yenani lokhiye elikhulayo.
Iyini impahla yesihloko se-RWKV?
Umgomo wokuklama we-RWKV uwukuqeqeshwa okuhambisanayo kwesitayela se-Transformer okuhlanganiswe nokuphindaphindayo, okulinganiselwe kwezindleko.
Zimeleni izinhlamvu eziku-RWKV?
I-RWKV iqanjwe ngezingxenye zayo ezine: Ukwamukela, Isisindo, Ukhiye, kanye Nenani.
I-RWKV igcina kanjani inkumbulo ingashintshi ngesikhathi sokukhiqiza?
Njenge-RNN, i-RWKV ibuyekeza isimo sosayizi ongashintshi esinyathelweni ngasinye, ukuze inkumbulo ingakhuli ngobude bokulandelana.
Iyiphi indima edlalwa isisindo sokubola kwesikhathi (W)?
Isisindo sokubola kwesiteshi ngasinye sinquma ukuthi okhiye besikhathi esidlule baphela ngokushesha kangakanani esimweni sokusebenza.
Uma kuqhathaniswa nokunaka kwe-softmax, yini i-RWKV egwema ukuphindaphinda kokunaka komugqa?
Ngokusebenzisa ukuphinda, i-RWKV ishiya eceleni ngokuqhathanisa yonke ithokheni kuwo wonke amanye amathokheni, isusa izindleko ze-quadratic.