Dubawa
Toolformer hanya ce ta 2023 Meta AI wacce ke ba da damar samfurin harshe ya koyar da kansa lokacin da yadda ake kiran kayan aikin waje kamar kalkuleta, injin bincike, da masu fassara. Maimakon mutane suna yiwa kiraye-kirayen lakabin kayan aiki, ƙirar ta ƙirƙira kuma tana tace misalan horon nasa, sa'an nan kuma ƙara ƙararrawa kan waɗanda ke taimakawa a zahiri.
Toolformer da Kai-koyawa Tool Yi amfani da wani fasaha gini tubalan wanda rinjayar model ingancin, kayayyakin more rayuwa, latency, da kuma dogara a sikeli.
Zurfafa nutsewa
Toolformer, daga Schick et al. a Meta AI, yana magance sabani: manyan samfura suna da kyau a harshe amma maras kyau a lissafin lissafi, sabobin gaskiya, da madaidaicin dubawa. Madauki na horarwa yana kula da kansa. An ba da samfurin ɗimbin misalan rubuce-rubucen ɗan adam da ke nuna haɗin gwiwar kira na API, sannan ya sa a saka kiran ɗan takara (wanda aka nannade cikin alamu na musamman) a wurare da yawa a cikin babban babban taron rubutu. Ana aiwatar da kowane kiran ɗan takara a zahiri, kuma sakamakon yana ɓarna a ciki. Matakin tace maɓalli yana riƙe kiran kayan aiki kawai idan samun sakamakon API yana rage ruɗin ƙirar akan ainihin rubutu mai zuwa fiye da rashin kira, ko kira daban. Sa'an nan samfurin yana da kyau a daidaita shi akan wannan tace bayanai, mai sarrafa kansa, koyan kiran kayan aiki guda biyar: kalkuleta, tsarin QA, injin bincike, mai fassara, da kalanda.
Fahimtar Fasaha
Mahimmin ra'ayi shine manufar tacewa mai kulawa da kai. Ga kowane matsayi na ɗan takara, Toolformer yana kwatanta asarar tsinkayar alamomi masu zuwa tare da saka sakamakon API tare da ba tare da shi ba. Kiraye-kirayen da ke rage asara da fiye da kofa ana riƙe su; kira mara amfani ko hayaniya ana watsar. Wannan yana nufin ba a buƙatar bayanin ɗan adam na 'daidai' amfanin kayan aiki, ƙirar da kanta ta yanke shawarar waɗanne kira ne da gaske suke ba da labari, kuma suna koyon jeri da muhawara tare.
Ƙwararren Ƙwararrun Kayan aiki da Amfani da Kayan Aikin Koyar da Kai
Toolformer hanya ce ta 2023 Meta AI wacce ke ba da damar samfurin harshe ya koyar da kansa lokacin da yadda ake kiran kayan aikin waje kamar kalkuleta, injin bincike, da masu fassara. Maimakon mutane suna yiwa kiraye-kirayen lakabin kayan aiki, ƙirar ta ƙirƙira kuma tana tace misalan horon nasa, sa'an nan kuma ƙara ƙararrawa kan waɗanda ke taimakawa a zahiri. Toolformer da Kai-koyawa Tool Yi amfani da wani fasaha gini tubalan wanda rinjayar model ingancin, kayayyakin more rayuwa, latency, da kuma dogara a sikeli. Don gina zurfin fahimta, bi da Toolformer da kai-koyarwa Tool Yi amfani da matsayin aiki model, ba guda daya fasali: ayyana sakamakon da ake so, bayyana zato, da kuma raba abin da tsarin zai iya dogara da abin da har yanzu bukatar gwani hukunci.
A aikace, ƙungiyoyi masu ƙarfi masu amfani da Kayan aiki da Kayan Aikin Koyar da Kai Yi amfani da haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa akan dogaro da farashi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Kiran tsakiyar jumla API kalkuleta don samun madaidaicin lissafi maimakon yin hasashen amsar lamba.
Neman bincike ko tsarin QA don debo na yau da kullun ko ba a cika ganin bayanan gaskiya ba.
Kiran kayan aikin fassarar inji don yin magana a cikin wani harshe a cikin rubutun da aka ƙirƙira.
Amfani da kayan aikin kalanda/kwanaki don warware nassoshi kamar 'Jumma'a mai zuwa' zuwa takamaiman kwanan wata.
Hanyoyin Aiwatarwa
Amfani da Kayan aiki da Kayan Aikin Koyar da Kai A aikace
Kiran tsakiyar jumla API kalkuleta don samun madaidaicin lissafi maimakon yin hasashen amsar lamba.
Kira tsakiyar jumlar API kalkuleta don samun madaidaicin lissafi maimakon kimanta amsa lamba Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
Amfani da Kayan aiki da Kayan Aikin Koyar da Kai A aikace
Neman bincike ko tsarin QA don debo na yau da kullun ko ba a cika ganin bayanan gaskiya ba.
Neman bincike ko tsarin QA don samo bayanai na zamani ko da ba a cika gani ba Ƙungiyoyin yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin diddigin nasarorin samarwa da tsadar kuskure akan lokaci.
Amfani da Kayan aiki da Kayan Aikin Koyar da Kai A aikace
Kiran kayan aikin fassarar inji don yin magana a cikin wani harshe a cikin rubutun da aka ƙirƙira.
Kiran kayan aikin fassarar inji don yin magana a cikin wani harshe a cikin rubutun da aka ƙirƙira Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Amfani da Kayan aiki da Kayan Aikin Koyar da Kai A aikace
Amfani da kayan aikin kalanda/kwanaki don warware nassoshi kamar 'Jumma'a mai zuwa' zuwa takamaiman kwanan wata.
Amfani da kalanda / kayan aiki na kwanan wata don warware nassoshi na dangi kamar 'Jumma'a mai zuwa' zuwa takamaiman kwanan wata Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.