Overview
Sampling yekufungidzira inomhanyisa kugadzirwa kwemhando yemutauro nekuita diki 'draft' modhi ifungidzire ma tokeni akati wandei kumberi, wozoita kuti hombe modhi ionekwe nekupfuura kamwe. Yehungwaru yekusimbisa nhanho inovimbisa iyo inobuda inoenderana neiyo hombe modhi ingadai yakagadzira yega.
Kufungidzira Sampling Verification chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Autoregressive chizvarwa chinononoka nekuti chiratidzo chega chega chinoda kumberi kuzere kwemhando hombe. Yekufungidzira sampling inogadzirisa izvi nekubatanidza iyo yakachipa dhizaini modhi neinodhura yakanangana modhi. Iyo dhizaini inokurudzira kupfupika kwematokeni (taura 4-8); munhu anenge avavarirwa anobva azvinwisa ese nenzira imwechete inofambirana mberi. Mutemo wakagadziridzwa wekuramba-sampling unogamuchira chivakamberi chakareba chinopindirana nekwauri kuda kugovera uye sampuli payakarambwa kekutanga. Nekuti kugamuchirwa kunogoneka uye kwakagadziriswa, iyo yekupedzisira tokeni rwizi inogovaniswa sezvakangoita sekunge chinangwa changa chagadzirwa chega, hapana kurasikirwa kwemhando. Yakajairika yekumhanyisa ndeye 2-3x kana iyo dhizaini ichikurumidza uye yakanyatso kurongeka, sezvo akawanda tokeni achisimbiswa pakufona kunodhura.
Technical Insight
Kune yega yega yakanyorwa tokeni, unofananidza mukana wechinangwa q uye dhizaini mukana p. Gamuchira zvine mukana min(1, q/p); kana yarambwa, sampuli kubva kune yakajairwa yasara yekugovera max(0, q-p). Uyu mutemo wekuramba unoita kuti kugovaniswa kwemuganho kufanane nesampling yechinangwa chaicho. Chiratidzo chekupfuura chakafanana chinopawo chinotevera-chiratidzo chekugovera 'yemahara' mushure mekupedzisira kugamuchirwa chiratidzo, saka kufambira mberi hakumbomira.
Kubata Kwekufungidzira Sampling Verification
Sampling yekufungidzira inomhanyisa kugadzirwa kwemhando yemutauro nekuita diki 'draft' modhi ifungidzire ma tokeni akati wandei kumberi, wozoita kuti hombe modhi ionekwe nekupfuura kamwe. Yehungwaru yekusimbisa nhanho inovimbisa iyo inobuda inoenderana neiyo hombe modhi ingadai yakagadzira yega. Kufungidzira Sampling Verification chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, bata Kufungidzira Sampling Verification semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Speculative Sampling Verification 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
Kushandira 70B chat modhi ine 7B dhizaini modhi yekucheka mhinduro latency ingangoita muhafu neyakafanana kubuda mhando.
Medusa-maitiro misoro pane imwechete modhi inofanotaura akati wandei emangwana tokens, wobva wazvisimbisa pasina yakaparadzana dhizaini network.
Miti-yakavakirwa kufungidzira decoding iyo inopa akawanda mapazi kuenderera mberi uye inosimbisa iwo ese mune imwe chinangwa kupfuura.
Kumhanyisa kodhi-kupedzisa vabatsiri uko iyo dhizaini modhi inobata inofanotaurwa boilerplate iyo hombe modhi inosimbisa nekukurumidza.
Maitiro Ekuita
Kufungidzira Sampling Verification mukuita
Kushandira 70B chat modhi ine 7B dhizaini modhi yekucheka mhinduro latency ingangoita muhafu neyakafanana kubuda mhando.
Kushandira 70B chat modhi ine 7B dhizaini modhi yekucheka mhinduro latency ingangoita muhafu neyakafanana yekubuda mhando Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Kufungidzira Sampling Verification mukuita
Medusa-maitiro misoro pane imwechete modhi inofanotaura akati wandei emangwana tokens, wobva wazvisimbisa pasina yakaparadzana dhizaini network.
Medusa-maitiro misoro pane imwe modhi inofanotaura akati wandei emangwana tokens, wobva wazvisimbisa pasina yakaparadzana dhizaini network 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.
Kufungidzira Sampling Verification mukuita
Miti-yakavakirwa kufungidzira decoding iyo inopa akawanda mapazi kuenderera mberi uye inosimbisa iwo ese mune imwe chinangwa kupfuura.
Miti-yakavakirwa kufungidzira decoding iyo inokurudzira kuenderera kwemapazi akawanda uye inovasimbisa vese mune imwe chinangwa kupasa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Kufungidzira Sampling Verification mukuita
Kumhanyisa kodhi-kupedzisa vabatsiri uko iyo dhizaini modhi inobata inofanotaurwa boilerplate iyo hombe modhi inosimbisa nekukurumidza.
Kumhanyisa kodhi-yekupedzisa vabatsiri uko iyo yekudhirowa modhi inobata inofanotaurwa boilerplate iyo hombe modhi inokurumidza kusimbisa Matimu anowanzo kuwana zvirinani zvibodzwa paatsanangudza emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa 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.