Overview
Zvishoma-kune-Zvakawanda zvinokurudzira zvinotyora dambudziko rakaoma munhevedzano yezvipingamupinyi zviri nyore, kuzvigadzirisa kuitira kuti mhinduro yega yega ipe inotevera. Izvo zvine basa nekuti zvinoita kuti mamodheru atore mibvunzo zvakanyanya kuoma kupfuura mienzaniso yaakaratidzwa.
Zvishoma-kune-Zvakawanda Kukurudzira chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero.
Deep Dive
Kukurudzira-kune-Kunyanya, kwakaunzwa naZhou nevamwe vaaishanda navo pa Google muna 2022, ine matanho maviri. Chekutanga, modhi inokurudzirwa kuti iparadze mubvunzo wakaoma kuita rondedzero yezvinyorwa zviri nyore. Chechipiri, inogadzirisa mibvunzo iyoyo imwe panguva, ichiisa mhinduro yega yega kumamiriro ezvinhu kuitira kuti nhanho dzepashure dzivakire pane dzekutanga. Izvi zvinosiyana neketani-ye-pfungwa, iyo inokonzeresa mukupasa kumwe chete pasina kuora kwakajeka. Mhedzisiro yemusoro yaive yakasimba nyore-kune-yakaoma generalization: paSCAN compositional-generalization benchmark, zvishoma-kusvika-zvizhinji zvinokurudzira zvakagadzirisa ruzhinji rwemirairo refu kunyangwe mienzaniso yekukurumidza yaive mipfupi, apo mwero cheni-ye-pfungwa yakakundikana zvakanyanya.
Technical Insight
Simba rinobva mukuparadzanisa kuronga kubva pakuitwa. Decomposition inoburitsa inotsamira-yakarongedzerwa cheni kuitira kuti subproblem N inongotsamira pane subproblems akatogadziriswa. Mhinduro yega yega yakagadziriswa inobatanidzwa mukumhanya, ichipa modhi mhedzisiro yainoda pane kuikumbira kuti ibate zvese mukusvetuka kumwe. Izvi zvinodzikisira kufunga nhanho yega yega inofanirwa kuita, ndosaka mamodheru achiuya kune zvinoiswa zvakareba uye zvakaoma kupfuura chero ratidziro imwe chete.
Kugona Zvishoma-kune-Zvakanyanya Kukurudzira
Zvishoma-kune-Zvakawanda zvinokurudzira zvinotyora dambudziko rakaoma munhevedzano yezvipingamupinyi zviri nyore, kuzvigadzirisa kuitira kuti mhinduro yega yega ipe inotevera. Izvo zvine basa nekuti zvinoita kuti mamodheru atore mibvunzo zvakanyanya kuoma kupfuura mienzaniso yaakaratidzwa. Zvishoma-kune-Zvakawanda Kukurudzira chikamu chemutauro-AI stack inoshandiswa kuverenga, kugadzira, kuronga, uye kushandura zvinyorwa uye kutaura pamwero. Kuti uvake kunzwisisa kwakadzama, bata Zvishoma-kune-Zvakawanda Kukurudzira semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Zvishoma-kune-Zvakawanda Kukurudzira 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
Kugadzirisa dambudziko rezwi rematanho akawanda nekutanga kunyora huwandu hwekuverengera, wobva waaisa muhurongwa.
Mutauro wekubatanidza mabasa sekushandura mirairo mirefu kuita nhanho dzechiito kubva mumienzaniso mipfupi
Kupindura mubvunzo wakaoma wekutsvagisa nekuutyora kuita mibvunzo midiki ine mhinduro dzinosangana mumhinduro yekupedzisira
Kunyora chirongwa nekuchiisa mumabasa emubatsiri anogadziriswa rimwe panguva, rimwe nerimwe richishandiswa zvakare nematanho anotevera.
Maitiro Ekuita
Zvishoma-kune-Zvikuru Kukurudzira mukuita
Kugadzirisa dambudziko rezwi rematanho akawanda nekutanga kunyora huwandu hwemakomputa, wozodziisa muhurongwa.
Kugadzirisa dambudziko reshoko rematanho akawanda nekutanga kunyora huwandu hwekuverengera, wobva wazvipinza muhurongwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Zvishoma-kune-Zvikuru Kukurudzira mukuita
Mutauro wekubatanidza mabasa sekushandura mirairo mirefu kuita nhanho dzechiito kubva mumienzaniso mipfupi.
Mabasa emutauro anoumbwa sekushandura mirairo refu kuita kutevedzana kwechiito kubva mumienzaniso mipfupi Zvikwata zvinowanzowana mibairo iri nani pazvinenge zvichitsanangudza zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Zvishoma-kune-Zvikuru Kukurudzira mukuita
Kupindura mubvunzo wakaoma wekutsvagisa nekuutyora kuita mibvunzo midiki ine mhinduro dzinosangana mumhinduro yekupedzisira.
Kupindura mubvunzo wakaoma wekutsvagisa nekuutyora kuita mibvunzo midiki ine mhinduro dzinosangana mumhinduro yekupedzisira 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.
Zvishoma-kune-Zvikuru Kukurudzira mukuita
Kunyora chirongwa nekuchiisa mumabasa ekubatsira chinogadziriswa chimwe panguva, chimwe nechimwe chichishandiswazve nematanho anotevera.
Kunyora chirongwa nekuchiisa mumabasa ekubatsira anogadziriswa rimwe panguva, rimwe nerimwe richishandiswazve neanozotevera nhanho 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.
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.