RWKV Linear Ntị
RWKV bụ ihe owuwu nke na-azụ dị ka onye ntụgharị mana ọ na-agba ọsọ dị ka netwọkụ na-eme ugboro ugboro, na-enye oge linear, ọgbọ na-echeta mgbe niile.
Nchịkọta
It reformulates attention so there is no quadratic cost and no growing key-value cache.
Ime miri emi
RWKV (akpọ 'RwaKuv') na-anọchi anya nnabata, arọ, igodo, uru, isi ihe anọ ya. Emebere ya ka ọ bụrụ ọrụ mepere emepe nke Bo Peng na-eduzi. Ebumnuche bụ idobe ọzụzụ ọzụzụ nke Transformers ka ha na-ewepụ ọnụ ahịa ha dị oke ọnụ. Nlebara anya ọkọlọtọ na-echekwa oghere igodo-uru na-eto na akara ngosi ọ bụla ma jiri akara ọhụrụ ọ bụla tụnyere nke mbụ niile. RWKV kama na-ebu obere ọnọdụ zoro ezo na-aga n'ihu, na-emelite ya site na iwu ire ere oge ka ozi ochie wee daa nke ọma. N'oge ọzụzụ enwere ike ịtọpụ ya n'ụdị yiri ya; n'oge ọgbọ ọ na-eme dị ka RNN na-emepụta otu token n'otu oge na ọnụ ahịa mgbe niile. Nke a na-eme ka ọ mara mma maka ọnọdụ ogologo oge yana ntinye oke akụrụngwa.
Nghọta nka nka
RWKV na-eji nlọghachi ụdị nlebara anya n'ahịrị dochie anya ntụpọ ntụpọ softmax. Ibu arọ ire ire nke ọwa ọ bụla (W) na-achịkwa ka igodo ndị gara aga na-efunahụ mmetụta, ọnụ ụzọ nnabata (R) na-ekpebi ego ole ekpokọbara ga-agụ, na igodo/ọnụ ahịa vector na-enye nchikota na-agba ọsọ. N'ihi na nzọụkwụ ọ bụla na-adabere naanị na steeti gara aga, ebe nchekwa na-adịgide adịgide na ọrụ kwa akara anaghị eto na ogologo usoro.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke RWKV Linear ntị
RWKV ewepụtala ngwa ngwa site na ụdị (v4, v5 Eagle, v6 Finch na gafere), na-ebelata ọdịiche dị mma na Transformers ka ị na-echekwa ọnụ ahịa ahịrị. Na-atụ anya uto na-aga n'ihu na ụdị asụsụ ọtụtụ mepere emepe, ọnụ na ntinye CPU ebe ebe nchekwa dị mkpa mgbe niile, yana atụmatụ ngwakọ. Ntụnye ya na-emegharị ugboro ugboro na-eme ka ọ bụrụ onye ndoro-ndoro siri ike maka ngwa mgbasa ozi yana ogologo ọnọdụ ebe cache-uru uru ga-agbawa ma ọ bụghị ya.
Mmejuputa n'ezie n'ụwa
Na-agba ọsọ ụdị nkata mepere emepe na CPU ma ọ bụ ngwaọrụ ebe nchekwa dị ala nwere ebe nchekwa oge niile kwa token
Ọgbọ ederede na-agagharị ebe a na-emepụta akara n'otu oge na-enweghị oghere na-eto eto
Nhazi ogologo akwụkwọ ebe nchekwa uru igodo Transformer ga-adị oke mmachi
Arụmọrụ ụdị obodo na asụsụ ọtụtụ chọrọ ka arụrụ arụ ọrụ nke ọma, nke nwere ikike ghe oghe
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Ntị Linear na kernel ndị na-eme ihe
Ajụjụ a na-ajụkarị
What is RWKV Linear Attention?
RWKV bụ ihe owuwu nke na-azụ dị ka onye ntụgharị mana ọ na-agba ọsọ dị ka netwọkụ na-eme ugboro ugboro, na-enye oge linear, ọgbọ na-echeta mgbe niile. Ọ na-agbanwe nlebara anya ka enweghị ọnụ ahịa akụkụ anọ yana enweghị oghere igodo-uru na-eto eto.
Kedu ihe bụ isi akụkọ RWKV?
Ebumnobi imewe RWKV bụ ọzụzụ ụdị mgbanwe mgbanwe jikọtara ya na ntinye ọnụ na-akwụghachi ugboro ugboro.
Gịnị ka mkpụrụedemede ndị dị na RWKV pụtara?
Akpọrọ RWKV aha ya site na akụkụ anọ ya: nnabata, arọ, igodo, na uru.
Kedu ka RWKV si edebe ebe nchekwa mgbe niile n'oge ọgbọ?
Dị ka RNN, RWKV na-emelite ọnọdụ nwere ọkwa nke ọ bụla, yabụ ebe nchekwa anaghị eto n'ogologo usoro.
Kedu ọrụ arọ ire ere oge (W) na-arụ?
Ibu ire ire ere nke ọ bụla a mụtara na-ekpebi ka igodo ndị gara aga na-ada ada na steeti ịgba ọsọ.
Tụnyere nlebara anya softmax, gịnị ka nlọghachite nlebara anya linear nke RWKV na-ezere?
Site na iji nlọghachi azụ, akụkụ RWKV na-atụnyere akara ọ bụla na akara ọ bụla ọzọ, na-ewepụ ọnụ ahịa anọ.