Overview
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.
RWKV Linear Attention chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
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.
Technical Insight
RWKV inotsiva softmax dot-chigadzirwa chekutarisa nemutsara-kutarisisa-maitiro ekudzokorora. Yakadzidzwa per-channel nguva-kuora huremu (W) inodzora kuti makiyi apfuura anorasikirwa sei nepesvedzero, gedhi rekugamuchira (R) rinosarudza kuti yakawanda sei yakaunganidzwa mamiriro ekuverenga, uye makiyi / kukosha mavheji anodyisa inomhanya inorema. Nekuti nhanho imwe neimwe inotsamira chete pane yakapfuura mamiriro, chiyeuchidzo chinoramba chiripo uye basa pachiratidzo hachikure nehurefu hwekutevedzana.
Kubata 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. RWKV Linear Attention chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuvaka kunzwisisa kwakadzama, bata RWKV Linear Attention semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda mhedzisiro, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa RWKV Linear Attention dhizaini zvinokurudzira, kudzoreredza, uye kuongorora zvishwe seimwe yakabatanidzwa yekutaurirana system. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Panguva imwecheteyo, chokwadi cheHallucified chinogona kupinda chinyararire mishumo, kuyerera kwetsigiro, kana kutsvagisa zvinobuda. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana.
Mutauro workflows inogona kufamba nekukurumidza pasina kupira kuenderana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana.
Inopamhidzira kupinda mumitauro yese nemataera ekutaurirana. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora.
Zvikwata zvinogona kupedza nguva yakawanda pakutonga uku otomatiki ichibata kudzokorora. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
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
Maitiro Ekuita
RWKV Linear Attention mukuita
Kumhanya inokwanisa yakavhurika-sosi yekutaura modhi paCPUs kana yakaderera-yendangariro zvishandiso zvine inogara ndangariro pa tokeni.
Kumhanya inokwanisa yakavhurika-sosi yekutaura modhi paCPUs kana yakaderera-memory zvishandiso zvine ndangariro inogara pane imwe tokeni Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
RWKV Linear Attention mukuita
Kutepfenyura mameseji chizvarwa uko tokeni dzinogadzirwa imwe panguva pasina cache inokura.
Kutepfenyura mameseji kugadzirwa uko ma tokeni anogadzirwa imwe panguva pasina inokura cache Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
RWKV Linear Attention mukuita
Yakareba-gwaro kugadzirisa uko Transformer's kiyi-value cache ingave yakakura zvisingaite.
Marefu-zvinyorwa kugadzirisa uko Transformer's key-value cache ingangove yakakura zvisingaite MaTimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
RWKV Linear Attention mukuita
Nharaunda uye yemitauro yakawanda mapurojekiti anoda dhizaini, ane marezenisi aripachena.
Nharaunda uye yemitauro yakawanda mapurojekiti anoda inoshanda, ane marezenisi ekuvaka ezvivakwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
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.
Implementation Roadmap
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa.
Tsanangura chimiro chekubuda, toni, uye mhando zviyero usati waburitsa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa.
Mhinduro dzepasi neakavimbika masosi pese pazvine basa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda.
Chengetedza ongororo yekuongorora yemunhu kune yakakwira-stake zvinobuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva.
Tevera maitiro ekutadza uye dzidzisazve kukurudzira kana mafambiro ebasa nguva nenguva. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.