Overview
Nucleus (yepamusoro-p) uye yepamusoro-k sampling inzira dzekudhirodha dzinowedzera kudzora kusarudzika kune kugadzirwa kwemavara nekudzora kuti ndeapi tokeni anogona kusarudzwa. Ivo vane basa nekuti vanoita kuti kunyora kweAI kunzwe kwakasikwa uye kwakasiyana pane kudzokorora kana robhoti.
Nucleus uye Top-k Sampling chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuisa, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Mutevedzeri wemutauro unoburitsa mukana wekugovera pamusoro pezwi rose padanho rega rega. Sampling yakananga kubva kwairi inogona kutora zvinoshamisa, yakaderera-inogoneka tokens; nguva dzose kutora chiratidzo chepamusoro (kukara) kunobereka zvishwe zvakasvibirira, zvinodzokorora. Yepamusoro-k sampling inogadzirisa izvi nekuchengeta chete k epamusoro-inokwanisika tokens (inoti k=40), renormalizing, uye sampling pakati pawo. Nucleus sampling, yakaunzwa naHoltzman et al. muna 2019, panzvimbo pezvo inochengeta diki seti yematokeni ayo mukana wekuwedzera unopfuura chikumbaridzo p (semuenzaniso, 0.9) - iyo 'nucleus'. Mukana wakakosha ndewekuti iyi seti inodzikira kana modhi ine chivimbo uye ichiwedzera kana isina chokwadi, ichichinjika zvine simba. Ose ari maviri anowanzo kusanganiswa netembiricha parameter inorodza kana kupepeta kugovera kusati kwaitwa sampling.
Technical Insight
Musiyano wakakosha wakagadziriswa maringe neadaptive cutoff. Pamusoro-k nguva dzose inochengetedza k tokens chaiyo, inogona kuve shoma kana sarudzo dzakawanda dzine musoro, kana kusanganisira tsvina kana vaviri chete vane njere. Pamusoro-p inochengeta nhamba inoshanduka - ma tokens anongokwana kuvhara mukana wekuwanda p - saka inodzikisa isingavimbike muswe wakareba uchiremekedza kuti kugova kwacho kwakamira sei. Tembiricha (kazhinji 0.7-1.0) inodzoreredza matanda pamberi peimwe nzira: yakaderera makoshera inotarisisa mukana, yakakwirira kukosha inoiparadzira.
Mastering Nucleus uye Top-k Sampling
Nucleus (yepamusoro-p) uye yepamusoro-k sampling inzira dzekudhirodha dzinowedzera kudzora kusarudzika kune kugadzirwa kwemavara nekudzora kuti ndeapi tokeni anogona kusarudzwa. Ivo vane basa nekuti vanoita kuti kunyora kweAI kunzwe kwakasikwa uye kwakasiyana pane kudzokorora kana robhoti. Nucleus uye Top-k Sampling chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuisa, uye kushandura zvinyorwa uye kutaura pamwero. Kuvaka kunzwisisa kwakadzama, bata Nucleus neTop-k Sampling semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Nucleus uye Top-k Sampling dhizaini inokurudzira, 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
Chatbots inoshandisa top-p yakatenderedza 0.9 kuchengetedza mhinduro dzakasiyana asi dzichipindirana muhurukuro
Kugadzira kunyora vabatsiri vanosimudza tembiricha uye p kuti vafunge nyaya dzakasiyana siyana
Code-chizvarwa maturusi ekudzikisa tembiricha uye k kune mamwe deterministic, chaiyo snippets
Vashandisi veAPI vanogadzira top_p uye top_k paramita kudzora kuti zvinobuda zvemodhi zvinoshamisira sei.
Maitiro Ekuita
Nucleus uye Top-k Sampling mukuita
Chatbots inoshandisa top-p yakatenderedza 0.9 kuchengetedza mhinduro dzakasiyana asi dzichipindirana muhurukuro.
Chatbots inoshandisa top-p yakatenderedza 0.9 kuchengetedza mhinduro dzakasiyana asi dzichibatana panhaurirano 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.
Nucleus uye Top-k Sampling mukuita
Kugadzira kunyora vabatsiri vanosimudza tembiricha uye p kuti vafunge nyaya dzakasiyana siyana.
Kusikira kunyora vabatsiri vanosimudza tembiricha uye p kuti vafunge nyaya dzakasiyana siyana Matimu anowanzo kuwana mhedzisiro iri nani kana vachitsanangudza zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Nucleus uye Top-k Sampling mukuita
Code-chizvarwa maturusi ekudzikisa tembiricha uye k kune mamwe deterministic, chaiyo snippets.
Code-chizvarwa maturusi ekudzikisa tembiricha uye k kune mamwe deterministic, chaiyo snippets 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.
Nucleus uye Top-k Sampling mukuita
Vashandisi veAPI vanogadzira top_p uye top_k paramita kuti vadzore kuti zvinobuda zvemodhi zvinoshamisira sei.
Vashandisi veAPI vanogadzira top_p uye top_k maparamendi ekudzora mabudiro emodhiyo anoita Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, 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.