Overview
Toolformer inzira ya2023 Meta AI inoita kuti modhi yemutauro idzidzise yega nguva uye sei kudaidza maturusi ekunze semakarukureta, injini dzekutsvaga, uye vaturikiri. Panzvimbo yekuti vanhu vanyore maturusi emafoni, modhi inogadzira uye kusefa mienzaniso yayo yekudzidzisa, wobva wagadzirisa zvakanaka pane izvo zvinobatsira chaizvo.
Toolformer uye Kuzvidzidzisa Kwega Chishandiso chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
Toolformer, kubva kuSchick et al. pa Meta AI, inobata gangaidzo: mhando hombe dzakanaka pamutauro asi dzakaipa pasvomhu, zvinhu zvitsva, uye kunyatso tarisa. Iyo yekudzidzira loop inozvitarisira wega. Iyo modhi inopihwa mashoma emienzaniso yakanyorwa nevanhu inoratidza API-call syntax, yobva yakurudzirwa kuisa nhare dzevamiriri (dzakaputirwa nematokeni akakosha) panzvimbo dzakawanda pane yakakura mavara corpus. Kufona kwega kwega kwemunhu anenge aitwa, uye mhedzisiro yacho inoiswa mukati. Danho rekusefa rinochengeta runhare rwemudziyo chete kana kuva nemhinduro yeAPI kuchidzikamisa kuvhiringika kwemodhi pamavara chaiwo ari kuuya kupfuura kusafona, kana kufona zvakasiyana. Iyo modhi inozonyatso gadziridzwa pane iyi yakasefa, inozvigadzira yega dataset, kudzidza kudaidza maturusi mashanu: Calculator, QA system, injini yekutsvaga, muturikiri, uye karenda.
Technical Insight
Pfungwa yakasarudzika ndiyo inozvitarisira yega yekusefa chinangwa. Pachinzvimbo chega chega chemumiriri, Toolformer inofananidza kurasikirwa kwekufanotaura zvinotevera tokeni nemhedzisiro yeAPI inoiswa maringe pasina iyo. Nhare dzinoderedza kurasikirwa nepamusoro pechikumbaridzo dzinochengetwa; nhare dzisina basa kana dzine ruzha dzinoraswa. Izvi zvinoreva kuti hapana chirevo chemunhu chekushandisa 'chaiyo' chekushandisa chinodiwa, modhi pachayo inosarudza kuti ndedzipi nhare dzanga dzichidzidzisa zvechokwadi, uye inodzidza kuisa uye nharo pamwe chete.
Mastering Toolformer uye Kuzvidzidzisa Kwega Kushandisa
Toolformer inzira ya2023 Meta AI inoita kuti modhi yemutauro idzidzise yega nguva uye sei kudaidza maturusi ekunze semakarukureta, injini dzekutsvaga, uye vaturikiri. Panzvimbo yekuti vanhu vanyore maturusi emafoni, modhi inogadzira uye kusefa mienzaniso yayo yekudzidzisa, wobva wagadzirisa zvakanaka pane izvo zvinobatsira chaizvo. Toolformer uye Kuzvidzidzisa Kwega Chishandiso chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuti uvake kunzwisisa kwakadzama, bata Toolformer uye Self-Taught Turusi Shandisa semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Toolformer uye Self-Taught Tool Shandisa optimize zvivakwa, data, uye zvivakwa sarudzo zvinopesana nekuvimbika uye mutengo. 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.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Panguva imwecheteyo, Kukwirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba. 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
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira. 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
Kufonera Calculator API yepakati-mutsara kuti uwane chaiyo arithmetic pane kufungidzira mhinduro yenhamba.
Kubvunza kutsvaga kana QA sisitimu yekutora-yemazuva ano kana kashoma-kuonekwa ruzivo rwechokwadi.
Kudaidza chishandiso chekushandura-muchina kupa chirevo mune mumwe mutauro mukati memashoko akagadzirwa.
Kushandisa karenda / zuva rekushandisa kugadzirisa mareferensi senge 'Chishanu chinotevera' kune zuva rekongiri.
Maitiro Ekuita
Toolformer uye Kuzvidzidzisa Tool Kushandisa mukuita
Kufonera Calculator API yepakati-mutsara kuti uwane chaiyo arithmetic pane kufungidzira mhinduro yenhamba.
Kufonera Calculator API yepakati-mutsara kuti uwane chaiyo arithmetic pane kufungidzira mhinduro yenhamba 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.
Toolformer uye Kuzvidzidzisa Tool Kushandisa mukuita
Kubvunza kutsvaga kana QA sisitimu yekutora-yemazuva ano kana kashoma-kuonekwa ruzivo rwechokwadi.
Kubvunza tsvakiridzo kana QA sisitimu yekutora ruzivo rwechizvino-zvino kana kusawanzoonekwa-ruzivo rwechokwadi Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura mabindu emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuronda zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Toolformer uye Kuzvidzidzisa Tool Kushandisa mukuita
Kudaidza chishandiso chekushandura-muchina kupa chirevo mune mumwe mutauro mukati memashoko akagadzirwa.
Kudaidza chishandiso chekushandura muchina kuti upe chirevo mune mumwe mutauro mukati memavara akagadzirwa Zvikwata zvinowanzowana mibairo iri nani pazvinenge zvichitsanangudza mabhindauko emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvose zvinobudirira kubudirira uye kukanganisa kukanganisa nekufamba kwenguva.
Toolformer uye Kuzvidzidzisa Tool Kushandisa mukuita
Kushandisa karenda / zuva rekushandisa kugadzirisa mareferensi senge 'Chishanu chinotevera' kune zuva rekongiri.
Uchishandisa karenda / zuva rekushandisa kugadzirisa mareferensi senge 'Chishanu chinotevera' kune zuva rekongiri 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
Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Benchmark pasi pechokwadi mutoro uye data mamiriro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.