InoteveraGaidhi rinotevera
Linear Attention uye Performer Kernels
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RWKV Linear Attention
RWKV chivakwa chinodzidzisa seTransformer asi chinomhanya senge network inodzokororwa, ichipa linear-nguva, inogara-yekuyeuka chizvarwa.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
It reformulates attention so there is no quadratic cost and no growing key-value cache.
Kudzika Kwakadzika
RWKV (inodudzwa kuti 'RwaKuv') inomirira Receptance, Weight, Key, Value, zvinhu zvayo zvina zvakakosha. Yakagadzirwa zvakanyanya seyakavhurika, inotungamirwa nenharaunda inotungamirwa naBo Peng. Chinangwa ndechekuchengeta kufanana kwekudzidzira kweTransformers uku uchibvisa chirevo chavo chinodhura. Kutarisisa kwakajairwa kunochengeta kiyi-yakakosha cache inokura nechiratidzo chega chega uye ichienzanisa chiratidzo chitsva kune ese apfuura. RWKV pachinzvimbo ichi inotakura diki-yakagadziriswa-saizi yakavanzika kumberi, ichivandudza neiyo nguva-yaora mutemo kuitira kuti ruzivo rwechikuru rwupere zvakanaka. Panguva yekudzidziswa inogona kuvhurwa nenzira inofananidzwa; panguva yechizvarwa inoita seRNN inogadzira chiratidzo chimwe panguva nemutengo unogara uripo. Izvi zvinoita kuti itaridzike kune yakareba mamiriro uye zviwanikwa-zvishoma kushandiswa.
Kuitwa muNyika yeChokwadi
Kumhanya inokwanisa yakavhurika-sosi yekutaura modhi paCPUs kana yakaderera-yendangariro zvishandiso zvine inogara ndangariro pa tokeni
Kutepfenyura mameseji chizvarwa uko tokeni dzinogadzirwa imwe panguva pasina cache inokura
Kugadziriswa-magwaro marefu uko Transformer's key-value cache ingave yakakura zvisingaite.
Nharaunda uye yemitauro yakawanda mapurojekiti anoda dhizaini, ane marezenisi aripachena
Ramangwana reRWKV Linear Attention
RWKV yakawedzera nekukurumidza kuburikidza neshanduro (v4, v5 Eagle, v6 Finch uye kupfuura), ichidzikisa gaka remhando neTransformers uchichengeta mutengo wakatsetseka. Tarisira kuenderera mberi kwekukura mumhando dzakavhurika dzemitauro yakawanda, mupendero uye CPU deployment uko kunogara kuchikosha ndangariro, uye mahybrid dhizaini. Iyo inodzokororwa zvizere inodzokororwa inoita kuti ive mumiriri akasimba wekutepfenyura maapplication uye akareba kwazvo mamiriro apo kiyi-kukosha cache ingangoputika.
Kuzvishandisa
Nei zvichikosha
- Kumhanya uye chiyero. Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
- Svika uye svika. Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
- Sarudzo dzakajeka. Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Chenjera
- Chokwadi chehuroyi chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana tsvakiridzo.
- Kunzwa nekukasira kunogona kugadzira mhedzisiro isingaenderane pane zvikumbiro zvakafanana.
- Sensitive text data inogona kuburitswa kana zvidhiraivho zvisina kusimba.
Matanho anotevera
- Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
- Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
- Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
- Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
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Zviedze iwe pachako
Take the RWKV Linear Attention quiz
Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.
Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
What is RWKV Linear Attention?
RWKV chivakwa chinodzidzisa seTransformer asi chinomhanya senge network inodzokororwa, ichipa linear-nguva, inogara-yekuyeuka chizvarwa. Inogadzirisa kutarisisa saka hapana mutengo wequadratic uye hapana kukura kiyi-kukosha cache.
Chii chinonzi headline property yeRWKV?
Chinangwa cheRWKV chekugadzira chakafanana kudzidziswa kweTransformer-style yakasanganiswa neinodzokororwa, inongogara-mutengo wekufungidzira.
Mabhii ari muRWKV anomirirei?
RWKV inotumidzwa zita rezvikamu zvayo zvina: Kugamuchira, Huremu, Kiyi, uye Kukosha.
RWKV inochengeta sei ndangariro nguva dzose panguva yechizvarwa?
Kufanana neRNN, RWKV inogadziridza yakamisikidzwa-saizi nhanho imwe neimwe, saka ndangariro hadzikure nehurefu hwekutevedzana.
Ibasa rei rinoitwa nehuremu hwekuora nguva (W)?
Iyo yakadzidzwa per-channel yekuora huremu inotaridza kuti makiyi apfuura anopera nekukurumidza sei mumamiriro ekumhanya.
Zvichienzaniswa nekutarisa kwesoftmax, chii chinodzivirirwa neRWKV's linear-attention?
Nekushandisa kudzokororwa, RWKV padivi kuenzanisa tokeni yega yega kune imwe tokeni, kubvisa mutengo wequadratic.
Ramba uchidzidza
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